[{"date_updated":"2026-02-10T12:24:29Z","year":"2025","user_id":"83781","main_file_link":[{"url":"https://www.gesellschaft-fuer-arbeitswissenschaft.de/publikationen_gfa-press-tagungsband.htm","open_access":"1"}],"corporate_editor":["Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin"],"date_created":"2026-01-29T10:20:46Z","language":[{"iso":"eng"}],"place":"Sankt Augustin","status":"public","author":[{"full_name":"Herrmann, Jan-Phillip","id":"75846","last_name":"Herrmann","first_name":"Jan-Phillip"},{"last_name":"Tackenberg","full_name":"Tackenberg, Sven","id":"71470","first_name":"Sven"},{"first_name":"Verena","full_name":"Nitsch, Verena","last_name":"Nitsch"}],"_id":"13350","type":"conference_editor_article","page":"415-420","abstract":[{"lang":"ger","text":"In einer humanzentrierten Kleinserien- und Einzelfertigung mit Werkstattorganisation verfügen Fertigungsmitarbeitende häufig über eine hohe Autonomie und Entscheidungsfreiheit. Das Zusammenspiel individueller Planungsstrategien von Mitarbeitenden innerhalb eines Fertigungsprozesses kann sich positiv als auch negativ auf das Erreichen der produktionslogistischen Zielgrößen auswirken. In diesem Beitrag wird eine Variante des Flexible Job Shop Scheduling Problems vorgestellt, welches das Entscheidungsverhalten autonomer Arbeitspersonen bezüglich der Bearbeitungsreihenfolgebildung berücksichtigt. Weiterhin wird die Ableitung arbeitsorganisatorischer Gestaltungsempfehlungen durch die Analyse individueller Planungsstrategien von Arbeitspersonen mittels Methoden der erklärbaren künstlichen Intelligenz demonstriert. Betrachtungsgegenstand der Analyse ist die Entscheidung von Arbeitspersonen, in welcher Reihenfolge sie ihre täglichen Aufgaben abarbeiten. Der Beitrag schließt mit einer Diskussion über die Nutzung der vorgestellten Verfahren zur Ableitung von arbeitsorganisatorischen Gestaltungsempfehlungen."}],"keyword":["Flexible Job Shop Scheduling","Learning To Rank","Erklärbare Künstliche Intelligenz","Planungsautonomie","Simulation"],"publication":"Arbeit 5.0: Menschzentrierte Innovationen für die Zukunft der Arbeit","conference":{"name":"71. Kongress der Gesellschaft für Arbeitswissenschaft e.V.","location":"Aachen","start_date":"2025-03-25","end_date":"2025-03-27"},"title":"Analyse der Entscheidungsfindung von Fertigungsmitarbeitenden durch erklärbare künstliche Intelligenz zur Ableitung arbeitsorganisatorischer Gestaltungsempfehlungen","department":[{"_id":"DEP7020"}],"publication_status":"published","publication_identifier":{"eisbn":["978-3-936804-36-2"]},"doi":"10.61063/FK2025","citation":{"apa":"Herrmann, J.-P., Tackenberg, S., &#38; Nitsch, V. (2025). Analyse der Entscheidungsfindung von Fertigungsmitarbeitenden durch erklärbare künstliche Intelligenz zur Ableitung arbeitsorganisatorischer Gestaltungsempfehlungen. In Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin (Ed.), <i>Arbeit 5.0: Menschzentrierte Innovationen für die Zukunft der Arbeit</i> (pp. 415–420). GfA-Press. <a href=\"https://doi.org/10.61063/FK2025\">https://doi.org/10.61063/FK2025</a>","ama":"Herrmann JP, Tackenberg S, Nitsch V. <i>Analyse Der Entscheidungsfindung von Fertigungsmitarbeitenden Durch Erklärbare Künstliche Intelligenz Zur Ableitung Arbeitsorganisatorischer Gestaltungsempfehlungen</i>. (Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin, ed.). GfA-Press; 2025:415-420. doi:<a href=\"https://doi.org/10.61063/FK2025\">10.61063/FK2025</a>","ufg":"<b>Herrmann, Jan-Phillip/Tackenberg, Sven/Nitsch, Verena</b>: Analyse der Entscheidungsfindung von Fertigungsmitarbeitenden durch erklärbare künstliche Intelligenz zur Ableitung arbeitsorganisatorischer Gestaltungsempfehlungen, hg. von Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin, Sankt Augustin 2025.","havard":"J.-P. Herrmann, S. Tackenberg, V. Nitsch, Analyse der Entscheidungsfindung von Fertigungsmitarbeitenden durch erklärbare künstliche Intelligenz zur Ableitung arbeitsorganisatorischer Gestaltungsempfehlungen, GfA-Press, Sankt Augustin, 2025.","ieee":"J.-P. Herrmann, S. Tackenberg, and V. Nitsch, <i>Analyse der Entscheidungsfindung von Fertigungsmitarbeitenden durch erklärbare künstliche Intelligenz zur Ableitung arbeitsorganisatorischer Gestaltungsempfehlungen</i>. Sankt Augustin: GfA-Press, 2025, pp. 415–420. doi: <a href=\"https://doi.org/10.61063/FK2025\">10.61063/FK2025</a>.","van":"Herrmann JP, Tackenberg S, Nitsch V. Analyse der Entscheidungsfindung von Fertigungsmitarbeitenden durch erklärbare künstliche Intelligenz zur Ableitung arbeitsorganisatorischer Gestaltungsempfehlungen. Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin, editor. Arbeit 5.0: Menschzentrierte Innovationen für die Zukunft der Arbeit. Sankt Augustin: GfA-Press; 2025.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Herrmann, Jan-Phillip</span> ; <span style=\"font-variant:small-caps;\">Tackenberg, Sven</span> ; <span style=\"font-variant:small-caps;\">Nitsch, Verena</span> ; <span style=\"font-variant:small-caps;\">Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin</span> (Hrsg.): <i>Analyse der Entscheidungsfindung von Fertigungsmitarbeitenden durch erklärbare künstliche Intelligenz zur Ableitung arbeitsorganisatorischer Gestaltungsempfehlungen</i>. Sankt Augustin : GfA-Press, 2025","mla":"Herrmann, Jan-Phillip, et al. “Analyse Der Entscheidungsfindung von Fertigungsmitarbeitenden Durch Erklärbare Künstliche Intelligenz Zur Ableitung Arbeitsorganisatorischer Gestaltungsempfehlungen.” <i>Arbeit 5.0: Menschzentrierte Innovationen Für Die Zukunft Der Arbeit</i>, edited by Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin, GfA-Press, 2025, pp. 415–20, <a href=\"https://doi.org/10.61063/FK2025\">https://doi.org/10.61063/FK2025</a>.","short":"J.-P. Herrmann, S. Tackenberg, V. Nitsch, Analyse Der Entscheidungsfindung von Fertigungsmitarbeitenden Durch Erklärbare Künstliche Intelligenz Zur Ableitung Arbeitsorganisatorischer Gestaltungsempfehlungen, GfA-Press, Sankt Augustin, 2025.","chicago":"Herrmann, Jan-Phillip, Sven Tackenberg, and Verena Nitsch. <i>Analyse Der Entscheidungsfindung von Fertigungsmitarbeitenden Durch Erklärbare Künstliche Intelligenz Zur Ableitung Arbeitsorganisatorischer Gestaltungsempfehlungen</i>. Edited by Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin. <i>Arbeit 5.0: Menschzentrierte Innovationen Für Die Zukunft Der Arbeit</i>. Sankt Augustin: GfA-Press, 2025. <a href=\"https://doi.org/10.61063/FK2025\">https://doi.org/10.61063/FK2025</a>.","chicago-de":"Herrmann, Jan-Phillip, Sven Tackenberg und Verena Nitsch. 2025. <i>Analyse der Entscheidungsfindung von Fertigungsmitarbeitenden durch erklärbare künstliche Intelligenz zur Ableitung arbeitsorganisatorischer Gestaltungsempfehlungen</i>. Hg. von Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin. <i>Arbeit 5.0: Menschzentrierte Innovationen für die Zukunft der Arbeit</i>. Sankt Augustin: GfA-Press. doi:<a href=\"https://doi.org/10.61063/FK2025\">10.61063/FK2025</a>, .","bjps":"<b>Herrmann J-P, Tackenberg S and Nitsch V</b> (2025) <i>Analyse Der Entscheidungsfindung von Fertigungsmitarbeitenden Durch Erklärbare Künstliche Intelligenz Zur Ableitung Arbeitsorganisatorischer Gestaltungsempfehlungen</i>, Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin (ed.). Sankt Augustin: GfA-Press."},"publisher":"GfA-Press","oa":"1"},{"intvolume":"        14","quality_controlled":"1","publisher":"MDPI","citation":{"havard":"A.A. Danso, U. Büker, Automated Generation of Test Scenarios for Autonomous Driving Using LLMs, Electronics. 14 (2025) 3177.","ufg":"<b>Danso, Aaron Agyapong/Büker, Ulrich</b>: Automated Generation of Test Scenarios for Autonomous Driving Using LLMs, in: <i>Electronics</i> 14 (2025), H. 16,  S. 3177.","chicago":"Danso, Aaron Agyapong, and Ulrich Büker. “Automated Generation of Test Scenarios for Autonomous Driving Using LLMs.” <i>Electronics</i> 14, no. 16 (2025): 3177. <a href=\"https://doi.org/10.3390/electronics14163177\">https://doi.org/10.3390/electronics14163177</a>.","short":"A.A. Danso, U. Büker, Electronics 14 (2025) 3177.","ama":"Danso AA, Büker U. Automated Generation of Test Scenarios for Autonomous Driving Using LLMs. <i>Electronics</i>. 2025;14(16):3177. doi:<a href=\"https://doi.org/10.3390/electronics14163177\">10.3390/electronics14163177</a>","mla":"Danso, Aaron Agyapong, and Ulrich Büker. “Automated Generation of Test Scenarios for Autonomous Driving Using LLMs.” <i>Electronics</i>, vol. 14, no. 16, 2025, p. 3177, <a href=\"https://doi.org/10.3390/electronics14163177\">https://doi.org/10.3390/electronics14163177</a>.","apa":"Danso, A. A., &#38; Büker, U. (2025). Automated Generation of Test Scenarios for Autonomous Driving Using LLMs. <i>Electronics</i>, <i>14</i>(16), 3177. <a href=\"https://doi.org/10.3390/electronics14163177\">https://doi.org/10.3390/electronics14163177</a>","din1505-2-1":"<span style=\"font-variant:small-caps;\">Danso, Aaron Agyapong</span> ; <span style=\"font-variant:small-caps;\">Büker, Ulrich</span>: Automated Generation of Test Scenarios for Autonomous Driving Using LLMs. In: <i>Electronics</i> Bd. 14. Basel, MDPI (2025), Nr. 16, S. 3177","van":"Danso AA, Büker U. Automated Generation of Test Scenarios for Autonomous Driving Using LLMs. Electronics. 2025;14(16):3177.","ieee":"A. A. Danso and U. Büker, “Automated Generation of Test Scenarios for Autonomous Driving Using LLMs,” <i>Electronics</i>, vol. 14, no. 16, p. 3177, 2025, doi: <a href=\"https://doi.org/10.3390/electronics14163177\">10.3390/electronics14163177</a>.","chicago-de":"Danso, Aaron Agyapong und Ulrich Büker. 2025. Automated Generation of Test Scenarios for Autonomous Driving Using LLMs. <i>Electronics</i> 14, Nr. 16: 3177. doi:<a href=\"https://doi.org/10.3390/electronics14163177\">10.3390/electronics14163177</a>, .","bjps":"<b>Danso AA and Büker U</b> (2025) Automated Generation of Test Scenarios for Autonomous Driving Using LLMs. <i>Electronics</i> <b>14</b>, 3177."},"keyword":["large language models","generation","Operational Design Domain","autonomous vehicles","simulation","CARLA","ScenarioRunner","prompt-engineering","fine-tuning"],"publication":"Electronics","doi":"10.3390/electronics14163177","issue":"16","publication_status":"published","publication_identifier":{"eissn":["2079-9292 "]},"title":"Automated Generation of Test Scenarios for Autonomous Driving Using LLMs","department":[{"_id":"DEP5023"},{"_id":"DEP5000"}],"place":"Basel","author":[{"first_name":"Aaron Agyapong","full_name":"Danso, Aaron Agyapong","id":"84400","last_name":"Danso"},{"first_name":"Ulrich","orcid":"0000-0002-4403-3889","id":"81453","full_name":"Büker, Ulrich","last_name":"Büker"}],"status":"public","_id":"13120","type":"scientific_journal_article","page":"3177","volume":14,"abstract":[{"lang":"eng","text":"This paper introduces an approach that leverages large language models (LLMs) to convert detailed descriptions of an Operational Design Domain (ODD) into realistic, executable simulation scenarios for testing autonomous vehicles. The method combines model-based and data-driven techniques to decompose ODDs into three key components: environmental, scenery, and dynamic elements. It then applies prompt engineering to generate ScenarioRunner scripts compatible with CARLA. The model-based component guides the LLM using structured prompts and a “Tree of Thoughts” strategy to outline the scenario, while a data-driven refinement process, drawing inspiration from red teaming, enhances the accuracy and robustness of the generated scripts over time. Experimental results show that while static components, such as weather and road layouts, are well captured, dynamic elements like vehicle and pedestrian behavior require further refinement. Overall, this approach not only reduces the manual effort involved in creating simulation scenarios but also identifies key challenges and opportunities for advancing safer and more adaptive autonomous driving systems."}],"year":"2025","date_updated":"2025-08-12T07:38:15Z","user_id":"83781","date_created":"2025-08-11T15:38:12Z","language":[{"iso":"eng"}]},{"series_title":" Lecture Notes in Mechanical Engineering ((LNME)) ","quality_controlled":"1","publisher":"Springer Nature","citation":{"havard":"R. Hanselle, D. Stork, S. Lück, R. Rasche, R. Naumann, S. Witte, Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle, Springer Nature, 2024.","ufg":"<b>Hanselle, Raphael u. a.</b>: Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle, hg. von Huang, Wei/Ahmadian, Mehdi, o. O. 2024 ( Lecture Notes in Mechanical Engineering ((LNME)) ).","mla":"Hanselle, Raphael, et al. “Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle.” <i> Advances in Dynamics of Vehicles on Roads and Tracks III  Proceedings of the 28th Symposium of the International Association of Vehicle System Dynamics, IAVSD 2023, August 21–25, 2023, Ottawa, Canada - Volume 1: Rail Vehicles</i>, edited by Wei  Huang and Mehdi  Ahmadian, Springer Nature, 2024, pp. 514–23, <a href=\"https://doi.org/10.1007/978-3-031-66971-2_54\">https://doi.org/10.1007/978-3-031-66971-2_54</a>.","ama":"Hanselle R, Stork D, Lück S, Rasche R, Naumann R, Witte S. <i>Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle</i>. (Huang W, Ahmadian M, eds.). Springer Nature; 2024:514-523. doi:<a href=\"https://doi.org/10.1007/978-3-031-66971-2_54\">https://doi.org/10.1007/978-3-031-66971-2_54</a>","short":"R. Hanselle, D. Stork, S. Lück, R. Rasche, R. Naumann, S. Witte, Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle, Springer Nature, 2024.","chicago":"Hanselle, Raphael, Dominic Stork, Sönke Lück, Rainer Rasche, Rolf Naumann, and Stefan Witte. <i>Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle</i>. Edited by Wei  Huang and Mehdi  Ahmadian. <i> Advances in Dynamics of Vehicles on Roads and Tracks III  Proceedings of the 28th Symposium of the International Association of Vehicle System Dynamics, IAVSD 2023, August 21–25, 2023, Ottawa, Canada - Volume 1: Rail Vehicles</i>.  Lecture Notes in Mechanical Engineering ((LNME)) . Springer Nature, 2024. <a href=\"https://doi.org/10.1007/978-3-031-66971-2_54\">https://doi.org/10.1007/978-3-031-66971-2_54</a>.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Hanselle, Raphael</span> ; <span style=\"font-variant:small-caps;\">Stork, Dominic</span> ; <span style=\"font-variant:small-caps;\">Lück, Sönke</span> ; <span style=\"font-variant:small-caps;\">Rasche, Rainer</span> ; <span style=\"font-variant:small-caps;\">Naumann, Rolf</span> ; <span style=\"font-variant:small-caps;\">Witte, Stefan</span> ; <span style=\"font-variant:small-caps;\">Huang, W.</span> ; <span style=\"font-variant:small-caps;\">Ahmadian, M.</span> (Hrsg.): <i>Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle</i>, <i> Lecture Notes in Mechanical Engineering ((LNME)) </i> : Springer Nature, 2024","apa":"Hanselle, R., Stork, D., Lück, S., Rasche, R., Naumann, R., &#38; Witte, S. (2024). Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle. In W. Huang &#38; M. Ahmadian (Eds.), <i> Advances in Dynamics of Vehicles on Roads and Tracks III  Proceedings of the 28th Symposium of the International Association of Vehicle System Dynamics, IAVSD 2023, August 21–25, 2023, Ottawa, Canada - Volume 1: Rail Vehicles</i> (pp. 514–523). Springer Nature. <a href=\"https://doi.org/10.1007/978-3-031-66971-2_54\">https://doi.org/10.1007/978-3-031-66971-2_54</a>","ieee":"R. Hanselle, D. Stork, S. Lück, R. Rasche, R. Naumann, and S. Witte, <i>Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle</i>. Springer Nature, 2024, pp. 514–523. doi: <a href=\"https://doi.org/10.1007/978-3-031-66971-2_54\">https://doi.org/10.1007/978-3-031-66971-2_54</a>.","van":"Hanselle R, Stork D, Lück S, Rasche R, Naumann R, Witte S. Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle. Huang W, Ahmadian M, editors.  Advances in Dynamics of Vehicles on Roads and Tracks III  Proceedings of the 28th Symposium of the International Association of Vehicle System Dynamics, IAVSD 2023, August 21–25, 2023, Ottawa, Canada - Volume 1: Rail Vehicles. Springer Nature; 2024. ( Lecture Notes in Mechanical Engineering ((LNME)) ).","chicago-de":"Hanselle, Raphael, Dominic Stork, Sönke Lück, Rainer Rasche, Rolf Naumann und Stefan Witte. 2024. <i>Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle</i>. Hg. von Wei  Huang und Mehdi  Ahmadian. <i> Advances in Dynamics of Vehicles on Roads and Tracks III  Proceedings of the 28th Symposium of the International Association of Vehicle System Dynamics, IAVSD 2023, August 21–25, 2023, Ottawa, Canada - Volume 1: Rail Vehicles</i>.  Lecture Notes in Mechanical Engineering ((LNME)) . Springer Nature. doi:<a href=\"https://doi.org/10.1007/978-3-031-66971-2_54\">https://doi.org/10.1007/978-3-031-66971-2_54</a>, .","bjps":"<b>Hanselle R <i>et al.</i></b> (2024) <i>Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle</i>, Huang W and Ahmadian M (eds). Springer Nature."},"keyword":["field and laboratory testing","autonomous railway vehicles","vehicle control and mechatronics","co-simulation"],"conference":{"location":"Ottawa, Canada","start_date":"2023-08-21","end_date":"2023-08-25","name":"28th Symposium of the International Association of Vehicle System Dynamics, IAVSD 2023"},"publication":" Advances in Dynamics of Vehicles on Roads and Tracks III  Proceedings of the 28th Symposium of the International Association of Vehicle System Dynamics, IAVSD 2023, August 21–25, 2023, Ottawa, Canada - Volume 1: Rail Vehicles","doi":"https://doi.org/10.1007/978-3-031-66971-2_54","publication_identifier":{"eisbn":["978-3-031-66971-2"],"issn":["2195-4356"],"eissn":["2195-4364"],"isbn":["978-3-031-66970-5"]},"publication_status":"published","title":"Simulation of a Longitudinal Control System for an Automated Driving Self-Stabilized Monorail Vehicle","department":[{"_id":"DEP5000"}],"author":[{"id":"79443","full_name":"Hanselle, Raphael","last_name":"Hanselle","first_name":"Raphael"},{"last_name":"Stork","full_name":"Stork, Dominic","first_name":"Dominic"},{"last_name":"Lück","full_name":"Lück, Sönke","first_name":"Sönke"},{"first_name":"Rainer","last_name":"Rasche","full_name":"Rasche, Rainer","id":"74574"},{"full_name":"Naumann, Rolf","last_name":"Naumann","first_name":"Rolf"},{"last_name":"Witte","id":"1605","full_name":"Witte, Stefan","first_name":"Stefan"}],"status":"public","type":"conference_editor_article","_id":"11432","page":"514-523","abstract":[{"lang":"eng","text":"Currently, numerous single track railway lines are disused due to economic reasons. One way they could be reactivated for bidirectional on demand traffic is by small cabin-like vehicles, lateral stabilized by a system of control moment gyroscopes and a moveable mass. Regarding such a vehicle, there is currently no reference in comparison with other vehicles and no experimental experience or the like. To ensure the functionality and safety of the vehicle even before its realization, a model-based design is carried out for development, analysis, optimization and testing. This paper is focused on the co-simulation of such a vehicle that is controlled by a longitudinal control. In order to take into account the complex interaction between the longitudinal dynamics and the running gear, the entire system must be considered here including the wheel/rail interaction. Co-simulations are performed considering both the mechanical model of the vehicle and the control of the longitudinal dynamics of the overall system. The simulation results show that functionality and safe operation can be ensured by the vehicle longitudinal controls. As a result, the simulation and the measurement of the real system show a good match. By means of HIL and co-simulations, function tests could be shifted to earlier development stages, in order to accelerate the overall development."}],"editor":[{"last_name":"Huang","full_name":"Huang, Wei ","first_name":"Wei "},{"first_name":"Mehdi ","full_name":"Ahmadian, Mehdi ","last_name":"Ahmadian"}],"year":"2024","date_updated":"2025-06-25T12:36:58Z","user_id":"83781","date_created":"2024-05-02T09:46:19Z","language":[{"iso":"eng"}]},{"doi":"10.1016/j.energy.2024.132318","department":[{"_id":"DEP6017"}],"title":"Modelling activated carbon hydrogen storage tanks using machine learning models","publication_status":"published","publication_identifier":{"issn":["0360-5442"],"eissn":["1873-6785"]},"publication":"Energy : the international journal ; technologies, resources, reserves, demands, impact, conservation, management, policy","keyword":["Hydrogen storage","Adsorption","Activated carbon","Machine learning","Simulation","Computational fluid dynamics"],"publisher":"Elsevier BV","citation":{"chicago-de":"Klepp, Georg Heinrich. 2024. Modelling activated carbon hydrogen storage tanks using machine learning models. <i>Energy : the international journal ; technologies, resources, reserves, demands, impact, conservation, management, policy</i> 306. doi:<a href=\"https://doi.org/10.1016/j.energy.2024.132318\">10.1016/j.energy.2024.132318</a>, .","bjps":"<b>Klepp GH</b> (2024) Modelling Activated Carbon Hydrogen Storage Tanks Using Machine Learning Models. <i>Energy : the international journal ; technologies, resources, reserves, demands, impact, conservation, management, policy</i> <b>306</b>.","chicago":"Klepp, Georg Heinrich. “Modelling Activated Carbon Hydrogen Storage Tanks Using Machine Learning Models.” <i>Energy : The International Journal ; Technologies, Resources, Reserves, Demands, Impact, Conservation, Management, Policy</i> 306 (2024). <a href=\"https://doi.org/10.1016/j.energy.2024.132318\">https://doi.org/10.1016/j.energy.2024.132318</a>.","short":"G.H. Klepp, Energy : The International Journal ; Technologies, Resources, Reserves, Demands, Impact, Conservation, Management, Policy 306 (2024).","mla":"Klepp, Georg Heinrich. “Modelling Activated Carbon Hydrogen Storage Tanks Using Machine Learning Models.” <i>Energy : The International Journal ; Technologies, Resources, Reserves, Demands, Impact, Conservation, Management, Policy</i>, vol. 306, 132318, 2024, <a href=\"https://doi.org/10.1016/j.energy.2024.132318\">https://doi.org/10.1016/j.energy.2024.132318</a>.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Klepp, Georg Heinrich</span>: Modelling activated carbon hydrogen storage tanks using machine learning models. In: <i>Energy : the international journal ; technologies, resources, reserves, demands, impact, conservation, management, policy</i> Bd. 306. Amsterdam, Elsevier BV (2024)","van":"Klepp GH. Modelling activated carbon hydrogen storage tanks using machine learning models. Energy : the international journal ; technologies, resources, reserves, demands, impact, conservation, management, policy. 2024;306.","ieee":"G. H. Klepp, “Modelling activated carbon hydrogen storage tanks using machine learning models,” <i>Energy : the international journal ; technologies, resources, reserves, demands, impact, conservation, management, policy</i>, vol. 306, Art. no. 132318, 2024, doi: <a href=\"https://doi.org/10.1016/j.energy.2024.132318\">10.1016/j.energy.2024.132318</a>.","ama":"Klepp GH. Modelling activated carbon hydrogen storage tanks using machine learning models. <i>Energy : the international journal ; technologies, resources, reserves, demands, impact, conservation, management, policy</i>. 2024;306. doi:<a href=\"https://doi.org/10.1016/j.energy.2024.132318\">10.1016/j.energy.2024.132318</a>","apa":"Klepp, G. H. (2024). Modelling activated carbon hydrogen storage tanks using machine learning models. <i>Energy : The International Journal ; Technologies, Resources, Reserves, Demands, Impact, Conservation, Management, Policy</i>, <i>306</i>, Article 132318. <a href=\"https://doi.org/10.1016/j.energy.2024.132318\">https://doi.org/10.1016/j.energy.2024.132318</a>","havard":"G.H. Klepp, Modelling activated carbon hydrogen storage tanks using machine learning models, Energy : The International Journal ; Technologies, Resources, Reserves, Demands, Impact, Conservation, Management, Policy. 306 (2024).","ufg":"<b>Klepp, Georg Heinrich</b>: Modelling activated carbon hydrogen storage tanks using machine learning models, in: <i>Energy : the international journal ; technologies, resources, reserves, demands, impact, conservation, management, policy</i> 306 (2024)."},"intvolume":"       306","language":[{"iso":"eng"}],"date_created":"2024-07-31T14:23:52Z","article_number":"132318","user_id":"83781","year":"2024","date_updated":"2024-08-01T08:16:04Z","abstract":[{"lang":"eng","text":"The application of hydrogen for energy storage and as a vehicle fuel necessitates efficient and effective storage technologies. In addition to traditional cryogenic and high-pressure tanks, an alternative approach involves utilizing porous materials such as activated carbons within the storage tank. The adsorption behaviour of hydrogen in porous structures is described using the Dubinin-Astakhov isotherm. To model the flow of hydrogen within the tank, we rely on the equations of mass conservation, the Navier-Stokes equations, and the equation of energy conservation, which are implemented in a computational fluid dynamics code and additional terms account for the amount of hydrogen involved in sorption and the corresponding heat release. While physical models are valuable, data-driven models often offer computational advantages. Based on the data from the physical adsorption model, a data-driven model is derived using various machine learning techniques. This model is then incorporated as source terms in the governing conservation equations, resulting in a novel hybrid formulation which is computationally more efficient. Consequently, a new method is presented to compute the temperature and concentration distribution during the charging and discharging of hydrogen tanks and identifying any limiting phenomena more easily."}],"volume":306,"_id":"11808","type":"scientific_journal_article","status":"public","author":[{"last_name":"Klepp","id":"49011","full_name":"Klepp, Georg Heinrich","first_name":"Georg Heinrich"}],"place":"Amsterdam"},{"publication":"Journal of Environmental Sciences","issue":"12","doi":"10.1016/j.jes.2023.06.025","title":"Optimizing selective withdrawal strategies to mitigate hypoxia under water-level reduction in Germany's largest drinking water reservoir","department":[{"_id":"DEP8022"}],"publication_status":"published","publication_identifier":{"issn":["1001-0742"],"eissn":["1878-7320"]},"keyword":["Hypoxia","Water-level reduction","Hypolimnetic water withdrawal","Stratification phenology","Water quality simulation","Sediment oxygen demand"],"publisher":"Elsevier BV","quality_controlled":"1","citation":{"havard":"C. Mi, K. Rinke, T. Shatwell, Optimizing selective withdrawal strategies to mitigate hypoxia under water-level reduction in Germany’s largest drinking water reservoir, Journal of Environmental Sciences. 146 (2024) 127–139.","ufg":"<b>Mi, Chenxi/Rinke, Karsten/Shatwell, Tom</b>: Optimizing selective withdrawal strategies to mitigate hypoxia under water-level reduction in Germany’s largest drinking water reservoir, in: <i>Journal of Environmental Sciences</i> 146 (2024), H. 12,  S. 127–139.","mla":"Mi, Chenxi, et al. “Optimizing Selective Withdrawal Strategies to Mitigate Hypoxia under Water-Level Reduction in Germany’s Largest Drinking Water Reservoir.” <i>Journal of Environmental Sciences</i>, vol. 146, no. 12, 2024, pp. 127–39, <a href=\"https://doi.org/10.1016/j.jes.2023.06.025\">https://doi.org/10.1016/j.jes.2023.06.025</a>.","short":"C. Mi, K. Rinke, T. Shatwell, Journal of Environmental Sciences 146 (2024) 127–139.","chicago":"Mi, Chenxi, Karsten Rinke, and Tom Shatwell. “Optimizing Selective Withdrawal Strategies to Mitigate Hypoxia under Water-Level Reduction in Germany’s Largest Drinking Water Reservoir.” <i>Journal of Environmental Sciences</i> 146, no. 12 (2024): 127–39. <a href=\"https://doi.org/10.1016/j.jes.2023.06.025\">https://doi.org/10.1016/j.jes.2023.06.025</a>.","ama":"Mi C, Rinke K, Shatwell T. Optimizing selective withdrawal strategies to mitigate hypoxia under water-level reduction in Germany’s largest drinking water reservoir. <i>Journal of Environmental Sciences</i>. 2024;146(12):127-139. doi:<a href=\"https://doi.org/10.1016/j.jes.2023.06.025\">10.1016/j.jes.2023.06.025</a>","din1505-2-1":"<span style=\"font-variant:small-caps;\">Mi, Chenxi</span> ; <span style=\"font-variant:small-caps;\">Rinke, Karsten</span> ; <span style=\"font-variant:small-caps;\">Shatwell, Tom</span>: Optimizing selective withdrawal strategies to mitigate hypoxia under water-level reduction in Germany’s largest drinking water reservoir. In: <i>Journal of Environmental Sciences</i> Bd. 146. Amsterdam, Elsevier BV (2024), Nr. 12, S. 127–139","apa":"Mi, C., Rinke, K., &#38; Shatwell, T. (2024). Optimizing selective withdrawal strategies to mitigate hypoxia under water-level reduction in Germany’s largest drinking water reservoir. <i>Journal of Environmental Sciences</i>, <i>146</i>(12), 127–139. <a href=\"https://doi.org/10.1016/j.jes.2023.06.025\">https://doi.org/10.1016/j.jes.2023.06.025</a>","ieee":"C. Mi, K. Rinke, and T. Shatwell, “Optimizing selective withdrawal strategies to mitigate hypoxia under water-level reduction in Germany’s largest drinking water reservoir,” <i>Journal of Environmental Sciences</i>, vol. 146, no. 12, pp. 127–139, 2024, doi: <a href=\"https://doi.org/10.1016/j.jes.2023.06.025\">10.1016/j.jes.2023.06.025</a>.","van":"Mi C, Rinke K, Shatwell T. Optimizing selective withdrawal strategies to mitigate hypoxia under water-level reduction in Germany’s largest drinking water reservoir. Journal of Environmental Sciences. 2024;146(12):127–39.","chicago-de":"Mi, Chenxi, Karsten Rinke und Tom Shatwell. 2024. Optimizing selective withdrawal strategies to mitigate hypoxia under water-level reduction in Germany’s largest drinking water reservoir. <i>Journal of Environmental Sciences</i> 146, Nr. 12: 127–139. doi:<a href=\"https://doi.org/10.1016/j.jes.2023.06.025\">10.1016/j.jes.2023.06.025</a>, .","bjps":"<b>Mi C, Rinke K and Shatwell T</b> (2024) Optimizing Selective Withdrawal Strategies to Mitigate Hypoxia under Water-Level Reduction in Germany’s Largest Drinking Water Reservoir. <i>Journal of Environmental Sciences</i> <b>146</b>, 127–139."},"intvolume":"       146","date_created":"2024-12-08T19:42:28Z","language":[{"iso":"eng"}],"date_updated":"2024-12-11T13:49:18Z","year":"2024","user_id":"83781","volume":146,"_id":"12215","page":"127-139","type":"scientific_journal_article","abstract":[{"lang":"eng","text":"Water-level reduction frequently occurs in deep reservoirs, but its effect on dissolved oxygen concentration is not well understood. In this study we used a well-established water quality model to illustrate effects of water level dynamics on oxygen concentration in Rappbode Reservoir, Germany. We then systematically elucidated the potential of selective withdrawal to control hypoxia under changing water levels. Our results documented a gradual decrease of hypolimnetic oxygen concentration under decreasing water level, and hypoxia occurred when the initial level was lower than 410 m a.s.l (71 m relative to the reservoir bottom). We also suggested that changes of hypoxic region, under increasing hypolimnetic withdrawal discharge, followed a unimodal trajectory with the maximum hypoxic area projected under the discharge between 3 m3/sec and 4 m3/sec. Besides, our results illustrated the extent of hypoxia was most effectively inhibited if the withdrawal strategy was applied at the end of stratification with the outlet elevation at the deepest part of the reservoir. Moreover, hypoxia can be totally avoided under a hybrid elevation withdrawal strategy using surface withdrawal during early and mid stratification, and deep withdrawal at the end of stratification. We further confirmed the decisive role of thermal structure in the formation of hypoxia under water-level reduction and withdrawal strategies. We believe the conclusions from this study can be applied to many deep waters in the temperate zone, and the results should guide stakeholders to mitigate negative impacts of hypoxia on aquatic ecosystems."}],"place":"Amsterdam","status":"public","author":[{"full_name":"Mi, Chenxi","last_name":"Mi","first_name":"Chenxi"},{"first_name":"Karsten","last_name":"Rinke","full_name":"Rinke, Karsten"},{"first_name":"Tom","orcid":"0000-0002-4520-7916","id":"86424","full_name":"Shatwell, Tom","last_name":"Shatwell"}]},{"citation":{"mla":"Kosse, Pascal, et al. “Comparative Analysis of PH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator.” <i>Chemie Ingenieur Technik</i>, vol. 96, no. 4, 2024, pp. 528–34, <a href=\"https://doi.org/10.1002/cite.202300188\">https://doi.org/10.1002/cite.202300188</a>.","chicago":"Kosse, Pascal, Tanja Hernández Rodriguez, Björn Frahm, Manfred Lübken, and Marc Wichern. “Comparative Analysis of PH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator.” <i>Chemie Ingenieur Technik</i> 96, no. 4 (2024): 528–34. <a href=\"https://doi.org/10.1002/cite.202300188\">https://doi.org/10.1002/cite.202300188</a>.","short":"P. Kosse, T. Hernández Rodriguez, B. Frahm, M. Lübken, M. Wichern, Chemie Ingenieur Technik 96 (2024) 528–534.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Kosse, Pascal</span> ; <span style=\"font-variant:small-caps;\">Hernández Rodriguez, Tanja</span> ; <span style=\"font-variant:small-caps;\">Frahm, Björn</span> ; <span style=\"font-variant:small-caps;\">Lübken, Manfred</span> ; <span style=\"font-variant:small-caps;\">Wichern, Marc</span>: Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator. In: <i>Chemie Ingenieur Technik</i> Bd. 96. Weinheim, Wiley (2024), Nr. 4, S. 528–534","bjps":"<b>Kosse P <i>et al.</i></b> (2024) Comparative Analysis of PH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator. <i>Chemie Ingenieur Technik</i> <b>96</b>, 528–534.","chicago-de":"Kosse, Pascal, Tanja Hernández Rodriguez, Björn Frahm, Manfred Lübken und Marc Wichern. 2024. Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator. <i>Chemie Ingenieur Technik</i> 96, Nr. 4: 528–534. doi:<a href=\"https://doi.org/10.1002/cite.202300188\">10.1002/cite.202300188</a>, .","ama":"Kosse P, Hernández Rodriguez T, Frahm B, Lübken M, Wichern M. Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator. <i>Chemie Ingenieur Technik</i>. 2024;96(4):528-534. doi:<a href=\"https://doi.org/10.1002/cite.202300188\">10.1002/cite.202300188</a>","apa":"Kosse, P., Hernández Rodriguez, T., Frahm, B., Lübken, M., &#38; Wichern, M. (2024). Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator. <i>Chemie Ingenieur Technik</i>, <i>96</i>(4), 528–534. <a href=\"https://doi.org/10.1002/cite.202300188\">https://doi.org/10.1002/cite.202300188</a>","havard":"P. Kosse, T. Hernández Rodriguez, B. Frahm, M. Lübken, M. Wichern, Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator, Chemie Ingenieur Technik. 96 (2024) 528–534.","ufg":"<b>Kosse, Pascal u. a.</b>: Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator, in: <i>Chemie Ingenieur Technik</i> 96 (2024), H. 4,  S. 528–534.","ieee":"P. Kosse, T. Hernández Rodriguez, B. Frahm, M. Lübken, and M. Wichern, “Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator,” <i>Chemie Ingenieur Technik</i>, vol. 96, no. 4, pp. 528–534, 2024, doi: <a href=\"https://doi.org/10.1002/cite.202300188\">10.1002/cite.202300188</a>.","van":"Kosse P, Hernández Rodriguez T, Frahm B, Lübken M, Wichern M. Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator. Chemie Ingenieur Technik. 2024;96(4):528–34."},"publisher":"Wiley","quality_controlled":"1","intvolume":"        96","publication":"Chemie Ingenieur Technik","isi":"1","department":[{"_id":"DEP4000"}],"title":"Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator","publication_status":"published","publication_identifier":{"issn":["0009-286X"],"eissn":["1522-2640"]},"issue":"4","doi":"10.1002/cite.202300188","keyword":["Anaerobic Digestion Model No. 1 (ADM1)","Anaerobic technology","pH simulation","Uncertainty assessment","Visual Water"],"volume":96,"_id":"12402","page":"528-534","type":"scientific_journal_article","abstract":[{"text":"In anaerobic technology, pH values are crucial for targeted volatile fatty acid production. While pH dynamics can be modeled using the Anaerobic Digestion Model No. 1 (ADM1), simulation results may be biased. To address this issue, the pH prediction routine of Visual Water, a specialized water chemistry simulator, was validated. Unlike ADM1, it accounts for ionic strength and activities while also providing an automated uncertainty analysis. The analysis revealed Visual Water simulations to better fit measured pH data from acidic solutions in a miniaturized stirred-tank reactor.","lang":"eng"}],"place":"Weinheim","status":"public","author":[{"last_name":"Kosse","full_name":"Kosse, Pascal","first_name":"Pascal"},{"first_name":"Tanja","last_name":"Hernández Rodriguez","full_name":"Hernández Rodriguez, Tanja","id":"52466"},{"first_name":"Björn","full_name":"Frahm, Björn","id":"45666","last_name":"Frahm"},{"first_name":"Manfred","full_name":"Lübken, Manfred","last_name":"Lübken"},{"first_name":"Marc","full_name":"Wichern, Marc","last_name":"Wichern"}],"external_id":{"isi":["001169606600001"]},"date_created":"2025-01-29T13:49:16Z","language":[{"iso":"eng"}],"year":"2024","date_updated":"2025-06-25T12:42:09Z","user_id":"83781"},{"conference":{"start_date":"2023-03-01","location":"Hannover","end_date":"2023-03-03","name":"69. Arbeitswissenschaftlichen Kongresses"},"publication":"Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse","title":"Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen","publication_status":"published","publication_identifier":{"isbn":["978-3-936804-32-4"]},"keyword":["Werkstätten für behinderte Menschen","Resource- constrained Project Scheduling Problem","Aufgabenauswahl","Simulation"],"publisher":"GfA-Press","popular_science":"1","citation":{"din1505-2-1":"<span style=\"font-variant:small-caps;\">Herrmann, Jan-Phillip</span> ; <span style=\"font-variant:small-caps;\">Tackenberg, Sven</span> ; <span style=\"font-variant:small-caps;\">Duckwitz, Sönke</span>: <i>Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen</i>, <i>GfA-Press</i>. Bd. 40 : GfA-Press, 2023","short":"J.-P. Herrmann, S. Tackenberg, S. Duckwitz, Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen, GfA-Press, 2023.","chicago":"Herrmann, Jan-Phillip, Sven Tackenberg, and Sönke Duckwitz. <i>Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen</i>. <i>Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse</i>. Vol. 40. GfA-Press. GfA-Press, 2023.","mla":"Herrmann, Jan-Phillip, et al. “Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen.” <i>Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse</i>, vol. 40, GfA-Press, 2023.","chicago-de":"Herrmann, Jan-Phillip, Sven Tackenberg und Sönke Duckwitz. 2023. <i>Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen</i>. <i>Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse</i>. Bd. 40. GfA-Press. GfA-Press.","bjps":"<b>Herrmann J-P, Tackenberg S and Duckwitz S</b> (2023) <i>Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen</i>. GfA-Press.","apa":"Herrmann, J.-P., Tackenberg, S., &#38; Duckwitz, S. (2023). Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen. In <i>Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse</i> (Vol. 40). GfA-Press.","ama":"Herrmann JP, Tackenberg S, Duckwitz S. <i>Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen</i>. Vol 40. GfA-Press; 2023.","ufg":"<b>Herrmann, Jan-Phillip/Tackenberg, Sven/Duckwitz, Sönke</b>: Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen, Bd. 40, o. O. 2023 (GfA-Press).","havard":"J.-P. Herrmann, S. Tackenberg, S. Duckwitz, Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen, GfA-Press, 2023.","van":"Herrmann JP, Tackenberg S, Duckwitz S. Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen. Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse. GfA-Press; 2023. (GfA-Press; vol. 40).","ieee":"J.-P. Herrmann, S. Tackenberg, and S. Duckwitz, <i>Konzept für die operative Fertigungsplanung unter Berücksichtigung der Kompetenzen von Personen mit Unterstützungsbedarf in Werkstätten für behinderte Menschen</i>, vol. 40. GfA-Press, 2023."},"series_title":"GfA-Press","intvolume":"        40","date_created":"2023-06-26T11:30:06Z","language":[{"iso":"ger"}],"date_updated":"2023-06-29T12:25:51Z","year":"2023","user_id":"15514","volume":40,"type":"conference_editor_article","_id":"10015","abstract":[{"text":"Die operative Fertigungsplanung für die Produktions¬bereiche von Werkstätten für behinderte Menschen steht vor der Herausforderung, die Kompetenzen und die individuellen Verhaltensweisen der Personen mit Unterstützungsbedarf bei einer gleichzeitigen Erfüllung der wirtschaftlichen Vorgaben angemessen zu berücksichtigen. Der vorliegende Beitrag beschreibt daher einen simulationsgestützten Ansatz zur Entwicklung von Fertigungsplänen. Hierzu erfolgt eine Allokation von Aufgaben zu Personen mit Unterstützungsbedarf unter Berücksichtigung der Funktionen von Assistenzsystemen in der Fertigung sowie einer zu erreichenden Lernwirksamkeit einer Aufgabenbearbeitung. Der realisierte Algorithmus wird anhand eines Planungsproblems für die Zielgrößen Wirtschaftlichkeit und Lernförderlichkeit verifiziert.","lang":"ger"}],"status":"public","author":[{"first_name":"Jan-Phillip","id":"75846","full_name":"Herrmann, Jan-Phillip","last_name":"Herrmann"},{"full_name":"Tackenberg, Sven","id":"71470","last_name":"Tackenberg","first_name":"Sven"},{"first_name":"Sönke","last_name":"Duckwitz","full_name":"Duckwitz, Sönke"}]},{"user_id":"15514","date_updated":"2023-06-29T12:23:42Z","year":"2023","language":[{"iso":"ger"}],"date_created":"2023-06-26T11:32:51Z","status":"public","author":[{"id":"75846","full_name":"Herrmann, Jan-Phillip","last_name":"Herrmann","first_name":"Jan-Phillip"},{"first_name":"Sven","last_name":"Tackenberg","full_name":"Tackenberg, Sven","id":"71470"},{"last_name":"Nitsch","full_name":"Nitsch, Verena","first_name":"Verena"}],"place":"Sankt Augustin","abstract":[{"text":"Hohe Freiheitsgrade hinsichtlich des Entscheidungsspielraums von Arbeitspersonen erschweren die Prognose der Bearbeitungsreihenfolgen und der damit verbundenen Fertigstellungstermine in produzierenden Unternehmen. Der vorliegende Beitrag stellt ein Forschungsvorhaben über die Vorhersage der Aufgabenauswahl von Arbeitspersonen in der Kleinserien- und Einzelfertigung vor. Es werden die Zielsetzung und Methodik für die Erhebung und Beschreibung von Entscheidungskriterien und -regeln von Arbeitspersonen beschrieben und diskutiert. Zentrale Herausforderung der zu konzipierenden empirischen Studie ist die Erhebung von Daten zum Entscheidungsverhalten mit hoher prädiktiver Validität. Die Daten werden genutzt, um ein KI-gestütztes Simulationsmodell zur Vorhersage der individuellen Aufgabenauswahl zu entwickeln. Der Beitrag schließt mit einem Ausblick auf zukünftige Aktivitäten.","lang":"ger"}],"volume":40,"_id":"10016","type":"conference_editor_article","keyword":["Aufgabenauswahl","Simulation","Künstliche Intelligenz","Produktion","Entscheidungskriterien","Empirische Studie"],"department":[{"_id":"DEP7020"}],"title":"Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation","publication_identifier":{"isbn":["978-3-936804-32-4"]},"publication_status":"published","conference":{"name":"69. Arbeitswissenschaftlichen Kongresses ","end_date":"2023-03-03","start_date":"2023-03-01","location":"Hannover"},"publication":"Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse","intvolume":"        40","series_title":"GfA-Press","publisher":"GfA-Press","popular_science":"1","citation":{"ama":"Herrmann JP, Tackenberg S, Nitsch V. <i>Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation</i>. Vol 40. GfA-Press; 2023.","short":"J.-P. Herrmann, S. Tackenberg, V. Nitsch, Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation, GfA-Press, Sankt Augustin, 2023.","chicago":"Herrmann, Jan-Phillip, Sven Tackenberg, and Verena Nitsch. <i>Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation</i>. <i>Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse</i>. Vol. 40. GfA-Press. Sankt Augustin: GfA-Press, 2023.","mla":"Herrmann, Jan-Phillip, et al. “Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation.” <i>Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse</i>, vol. 40, GfA-Press, 2023.","apa":"Herrmann, J.-P., Tackenberg, S., &#38; Nitsch, V. (2023). Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation. In <i>Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse</i> (Vol. 40). GfA-Press.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Herrmann, Jan-Phillip</span> ; <span style=\"font-variant:small-caps;\">Tackenberg, Sven</span> ; <span style=\"font-variant:small-caps;\">Nitsch, Verena</span>: <i>Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation</i>, <i>GfA-Press</i>. Bd. 40. Sankt Augustin : GfA-Press, 2023","havard":"J.-P. Herrmann, S. Tackenberg, V. Nitsch, Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation, GfA-Press, Sankt Augustin, 2023.","ufg":"<b>Herrmann, Jan-Phillip/Tackenberg, Sven/Nitsch, Verena</b>: Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation, Bd. 40, Sankt Augustin 2023 (GfA-Press).","bjps":"<b>Herrmann J-P, Tackenberg S and Nitsch V</b> (2023) <i>Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation</i>. Sankt Augustin: GfA-Press.","chicago-de":"Herrmann, Jan-Phillip, Sven Tackenberg und Verena Nitsch. 2023. <i>Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation</i>. <i>Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse</i>. Bd. 40. GfA-Press. Sankt Augustin: GfA-Press.","van":"Herrmann JP, Tackenberg S, Nitsch V. Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation. Nachhaltig Arbeiten und Lernen - Analyse und Gestaltung lernförderlicher und nachhaltiger Arbeitssysteme und Arbeits und Lernprozesse. Sankt Augustin: GfA-Press; 2023. (GfA-Press; vol. 40).","ieee":"J.-P. Herrmann, S. Tackenberg, and V. Nitsch, <i>Vorhersage des individuellen Entscheidungsverhaltens von Arbeitspersonen in der Produktion bezüglich der Aufgabenauswahl mittels KI-gestützter Simulation</i>, vol. 40. Sankt Augustin: GfA-Press, 2023."}},{"keyword":["industry 4.0","digitalization","digital transformation","simulation games","game-based learning","education","employee education","qualification"],"doi":"10.1016/j.procir.2023.03.145","department":[{"_id":"DEP1500"}],"title":"Design of individual simulation games in manufacturing companies for game-based learning","publication_status":"published","publication_identifier":{"issn":["2212-8271"]},"publication":"Procedia CIRP","intvolume":"       119","publisher":"Elsevier BV","quality_controlled":"1","citation":{"ieee":"F. Machon <i>et al.</i>, “Design of individual simulation games in manufacturing companies for game-based learning,” <i>Procedia CIRP</i>, vol. 119, pp. 1017–1022, 2023, doi: <a href=\"https://doi.org/10.1016/j.procir.2023.03.145\">10.1016/j.procir.2023.03.145</a>.","van":"Machon F, Gabriel S, Latos B, Holtkötter C, Lütkehoff B, Asmar L, et al. Design of individual simulation games in manufacturing companies for game-based learning. Procedia CIRP. 2023;119:1017–22.","havard":"F. Machon, S. Gabriel, B. Latos, C. Holtkötter, B. Lütkehoff, L. Asmar, Dr.A. Kühn, Prof.Dr.R. Dumitrescu, Design of individual simulation games in manufacturing companies for game-based learning, Procedia CIRP. 119 (2023) 1017–1022.","ufg":"<b>Machon, Fabian u. a.</b>: Design of individual simulation games in manufacturing companies for game-based learning, in: <i>Procedia CIRP</i> 119 (2023),  S. 1017–1022.","ama":"Machon F, Gabriel S, Latos B, et al. Design of individual simulation games in manufacturing companies for game-based learning. <i>Procedia CIRP</i>. 2023;119:1017-1022. doi:<a href=\"https://doi.org/10.1016/j.procir.2023.03.145\">10.1016/j.procir.2023.03.145</a>","apa":"Machon, F., Gabriel, S., Latos, B., Holtkötter, C., Lütkehoff, B., Asmar, L., Kühn, Dr. A., &#38; Dumitrescu, Prof. Dr. R. (2023). Design of individual simulation games in manufacturing companies for game-based learning. <i>Procedia CIRP</i>, <i>119</i>, 1017–1022. <a href=\"https://doi.org/10.1016/j.procir.2023.03.145\">https://doi.org/10.1016/j.procir.2023.03.145</a>","chicago-de":"Machon, Fabian, Stefan Gabriel, Benedikt Latos, Christoph Holtkötter, Ben Lütkehoff, Laban Asmar, Dr. Arno Kühn und Prof. Dr. Roman Dumitrescu. 2023. Design of individual simulation games in manufacturing companies for game-based learning. <i>Procedia CIRP</i> 119: 1017–1022. doi:<a href=\"https://doi.org/10.1016/j.procir.2023.03.145\">10.1016/j.procir.2023.03.145</a>, .","bjps":"<b>Machon F <i>et al.</i></b> (2023) Design of Individual Simulation Games in Manufacturing Companies for Game-Based Learning. <i>Procedia CIRP</i> <b>119</b>, 1017–1022.","mla":"Machon, Fabian, et al. “Design of Individual Simulation Games in Manufacturing Companies for Game-Based Learning.” <i>Procedia CIRP</i>, vol. 119, 2023, pp. 1017–22, <a href=\"https://doi.org/10.1016/j.procir.2023.03.145\">https://doi.org/10.1016/j.procir.2023.03.145</a>.","short":"F. Machon, S. Gabriel, B. Latos, C. Holtkötter, B. Lütkehoff, L. Asmar, Dr.A. Kühn, Prof.Dr.R. Dumitrescu, Procedia CIRP 119 (2023) 1017–1022.","chicago":"Machon, Fabian, Stefan Gabriel, Benedikt Latos, Christoph Holtkötter, Ben Lütkehoff, Laban Asmar, Dr. Arno Kühn, and Prof. Dr. Roman Dumitrescu. “Design of Individual Simulation Games in Manufacturing Companies for Game-Based Learning.” <i>Procedia CIRP</i> 119 (2023): 1017–22. <a href=\"https://doi.org/10.1016/j.procir.2023.03.145\">https://doi.org/10.1016/j.procir.2023.03.145</a>.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Machon, Fabian</span> ; <span style=\"font-variant:small-caps;\">Gabriel, Stefan</span> ; <span style=\"font-variant:small-caps;\">Latos, Benedikt</span> ; <span style=\"font-variant:small-caps;\">Holtkötter, Christoph</span> ; <span style=\"font-variant:small-caps;\">Lütkehoff, Ben</span> ; <span style=\"font-variant:small-caps;\">Asmar, Laban</span> ; <span style=\"font-variant:small-caps;\">Kühn, Dr. Arno</span> ; <span style=\"font-variant:small-caps;\">Dumitrescu, Prof. Dr. Roman</span>: Design of individual simulation games in manufacturing companies for game-based learning. In: <i>Procedia CIRP</i> Bd. 119. Amsterdam [u.a.], Elsevier BV (2023), S. 1017–1022"},"user_id":"83781","date_updated":"2025-06-24T13:45:56Z","year":"2023","language":[{"iso":"eng"}],"date_created":"2025-06-24T13:42:09Z","status":"public","author":[{"last_name":"Machon","full_name":"Machon, Fabian","first_name":"Fabian"},{"first_name":"Stefan","full_name":"Gabriel, Stefan","last_name":"Gabriel"},{"first_name":"Benedikt","last_name":"Latos","id":"84474","full_name":"Latos, Benedikt"},{"first_name":"Christoph","last_name":"Holtkötter","full_name":"Holtkötter, Christoph"},{"first_name":"Ben","full_name":"Lütkehoff, Ben","last_name":"Lütkehoff"},{"full_name":"Asmar, Laban","last_name":"Asmar","first_name":"Laban"},{"last_name":"Kühn","full_name":"Kühn, Dr. Arno","first_name":"Dr. Arno"},{"full_name":"Dumitrescu, Prof. Dr. Roman","last_name":"Dumitrescu","first_name":"Prof. Dr. Roman"}],"place":"Amsterdam [u.a.]","abstract":[{"lang":"eng","text":"The digital transformation of manufacturing companies is a huge driver of complexity in organizational structures and processes. Challenges such as an increasing number of variants, rapid changes in technology, and a multitude of interfaces between IT systems within companies require changed qualifications in the workforce. Employees lack a profound understanding of the added value that digitalization can bring to the company and themselves. To address these challenges, simulation games are a suitable approach. Simulation games are active learning methods that simulate real systems in an artificial environment. The goal is to give employees the opportunity to gain experience and make decisions without creating a pressure situation or endangering the real production system. This enables them to better understand, evaluate and design real systems. In order to make optimal use of simulation games in manufacturing companies, they should be customized to the company and its employees due to individual processes and structures. This paper presents a procedure model for designing a concept of individualized simulation games for manufacturing companies in the context of digitalization. It starts with the identification of requirements. Subsequently, the requirements of the individual elements are combined into a holistic simulation game. The piloting of the framework is presented using an example from industrial practice."}],"volume":119,"page":"1017-1022","_id":"13019","type":"scientific_journal_article"},{"publisher":"IEEE","citation":{"chicago-de":"Müller, Arthur, Vishal Rangras, Tobias Ferfers, Florian Hufen, Lukas Schreckenberg, Jürgen Jasperneite, Georg Schnittker, Michael Waldmann, Maxim Friesen und Marco Wiering. 2022. <i>Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control</i>. Hg. von M. Arif  Wani, Ishwar  Sethi, Weisong  Shi, Guangzhi  Qu, Daniela  Stan Raicu, Ruoming  Jin,  IEEE ICMLA , und Institute of Electrical and Electronics Engineers. <i>20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>. [Piscataway, NJ]: IEEE. doi:<a href=\"https://doi.org/10.1109/icmla52953.2021.00085\">10.1109/icmla52953.2021.00085</a>, .","bjps":"<b>Müller A <i>et al.</i></b> (2022) <i>Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control</i>, Wani MA et al. (eds). [Piscataway, NJ]: IEEE.","mla":"Müller, Arthur, et al. “Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control.” <i>20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>, edited by M. Arif  Wani et al., IEEE, 2022, pp. 507–14, <a href=\"https://doi.org/10.1109/icmla52953.2021.00085\">https://doi.org/10.1109/icmla52953.2021.00085</a>.","chicago":"Müller, Arthur, Vishal Rangras, Tobias Ferfers, Florian Hufen, Lukas Schreckenberg, Jürgen Jasperneite, Georg Schnittker, Michael Waldmann, Maxim Friesen, and Marco Wiering. <i>Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control</i>. Edited by M. Arif  Wani, Ishwar  Sethi, Weisong  Shi, Guangzhi  Qu, Daniela  Stan Raicu, Ruoming  Jin,  IEEE ICMLA , and Institute of Electrical and Electronics Engineers. <i>20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>. [Piscataway, NJ]: IEEE, 2022. <a href=\"https://doi.org/10.1109/icmla52953.2021.00085\">https://doi.org/10.1109/icmla52953.2021.00085</a>.","short":"A. Müller, V. Rangras, T. Ferfers, F. Hufen, L. Schreckenberg, J. Jasperneite, G. Schnittker, M. Waldmann, M. Friesen, M. Wiering, Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control, IEEE, [Piscataway, NJ], 2022.","din1505-2-1":"<span style=\"font-variant:small-caps;\"><span style=\"font-variant:small-caps;\">Müller, Arthur</span> ; <span style=\"font-variant:small-caps;\">Rangras, Vishal</span> ; <span style=\"font-variant:small-caps;\">Ferfers, Tobias</span> ; <span style=\"font-variant:small-caps;\">Hufen, Florian</span> ; <span style=\"font-variant:small-caps;\">Schreckenberg, Lukas</span> ; <span style=\"font-variant:small-caps;\">Jasperneite, Jürgen</span> ; <span style=\"font-variant:small-caps;\">Schnittker, Georg</span> ; <span style=\"font-variant:small-caps;\">Waldmann, Michael</span> ; u. a.</span> ; <span style=\"font-variant:small-caps;\">Wani, M. A.</span> ; <span style=\"font-variant:small-caps;\">Sethi, I.</span> ; <span style=\"font-variant:small-caps;\"> Shi, W.</span> ; <span style=\"font-variant:small-caps;\">Qu, G.</span> ; <span style=\"font-variant:small-caps;\">Stan Raicu, D.</span> ; <span style=\"font-variant:small-caps;\">Jin, R.</span> ; <span style=\"font-variant:small-caps;\"> IEEE ICMLA </span> ; <span style=\"font-variant:small-caps;\">Institute of Electrical and Electronics Engineers</span> (Hrsg.): <i>Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control</i>. [Piscataway, NJ] : IEEE, 2022","ieee":"A. Müller <i>et al.</i>, <i>Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control</i>. [Piscataway, NJ]: IEEE, 2022, pp. 507–514. doi: <a href=\"https://doi.org/10.1109/icmla52953.2021.00085\">10.1109/icmla52953.2021.00085</a>.","van":"Müller A, Rangras V, Ferfers T, Hufen F, Schreckenberg L, Jasperneite J, et al. Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control. Wani MA, Sethi I,  Shi W, Qu G, Stan Raicu D, Jin R, et al., editors. 20th IEEE International Conference on Machine Learning and Applications (ICMLA). [Piscataway, NJ]: IEEE; 2022.","ama":"Müller A, Rangras V, Ferfers T, et al. <i>Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control</i>. (Wani MA, Sethi I,  Shi W, et al., eds.). IEEE; 2022:507-514. doi:<a href=\"https://doi.org/10.1109/icmla52953.2021.00085\">10.1109/icmla52953.2021.00085</a>","apa":"Müller, A., Rangras, V., Ferfers, T., Hufen, F., Schreckenberg, L., Jasperneite, J., Schnittker, G., Waldmann, M., Friesen, M., &#38; Wiering, M. (2022). Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control. In M. A. Wani, I. Sethi, W.  Shi, G. Qu, D. Stan Raicu, R. Jin,  IEEE ICMLA , &#38; Institute of Electrical and Electronics Engineers (Eds.), <i>20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i> (pp. 507–514). IEEE. <a href=\"https://doi.org/10.1109/icmla52953.2021.00085\">https://doi.org/10.1109/icmla52953.2021.00085</a>","havard":"A. Müller, V. Rangras, T. Ferfers, F. Hufen, L. Schreckenberg, J. Jasperneite, G. Schnittker, M. Waldmann, M. Friesen, M. Wiering, Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control, IEEE, [Piscataway, NJ], 2022.","ufg":"<b>Müller, Arthur u. a.</b>: Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control, hg. von Wani, M. Arif u. a., [Piscataway, NJ] 2022."},"keyword":["deep reinforcement learning","traffic signal control","intelligent transportation system","traffic simulation"],"doi":"10.1109/icmla52953.2021.00085","department":[{"_id":"DEP5023"}],"title":"Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control","publication_identifier":{"isbn":["978-1-6654-4337-1"]},"publication_status":"published","conference":{"end_date":"2021-12-16","location":"Online","start_date":"2021-12-13","name":"20th IEEE International Conference on Machine Learning and Applications (ICMLA)"},"publication":"20th IEEE International Conference on Machine Learning and Applications (ICMLA)","status":"public","author":[{"first_name":"Arthur","full_name":"Müller, Arthur","last_name":"Müller"},{"first_name":"Vishal","last_name":"Rangras","full_name":"Rangras, Vishal","id":"76044"},{"last_name":"Ferfers","full_name":"Ferfers, Tobias","first_name":"Tobias"},{"first_name":"Florian","last_name":"Hufen","full_name":"Hufen, Florian"},{"full_name":"Schreckenberg, Lukas","last_name":"Schreckenberg","first_name":"Lukas"},{"full_name":"Jasperneite, Jürgen","id":"1899","last_name":"Jasperneite","first_name":"Jürgen"},{"first_name":"Georg","full_name":"Schnittker, Georg","last_name":"Schnittker"},{"last_name":"Waldmann","full_name":"Waldmann, Michael","first_name":"Michael"},{"first_name":"Maxim","last_name":"Friesen","id":"61517","full_name":"Friesen, Maxim"},{"full_name":"Wiering, Marco","last_name":"Wiering","first_name":"Marco"}],"place":"[Piscataway, NJ]","abstract":[{"lang":"eng","text":"Sub-optimal control policies in intersection traffic signal controllers (TSC) contribute to congestion and lead to negative effects on human health and the environment. Reinforcement learning (RL) for traffic signal control is a promising approach to design better control policies and has attracted considerable research interest in recent years. However, most work done in this area used simplified simulation environments of traffic scenarios to train RL-based TSC. To deploy RL in real-world traffic systems, the gap between simplified simulation environments and real-world applications has to be closed. Therefore, we propose LemgoRL, a benchmark tool to train RL agents as TSC in a realistic simulation environment of Lemgo, a medium-sized town in Germany. In addition to the realistic simulation model, LemgoRL encompasses a traffic signal logic unit that ensures compliance with all regulatory and safety requirements. LemgoRL offers the same interface as the well-known OpenAI gym toolkit to enable easy deployment in existing research work. To demonstrate the functionality and applicability of LemgoRL, we train a state-of-the-art Deep RL algorithm on a CPU cluster utilizing a framework for distributed and parallel RL and compare its performance with other methods. Our benchmark tool drives the development of RL algorithms towards real-world applications."}],"editor":[{"full_name":"Wani, M. Arif ","last_name":"Wani","first_name":"M. Arif "},{"first_name":"Ishwar ","last_name":"Sethi","full_name":"Sethi, Ishwar "},{"full_name":" Shi, Weisong","last_name":" Shi","first_name":"Weisong"},{"full_name":"Qu, Guangzhi ","last_name":"Qu","first_name":"Guangzhi "},{"last_name":"Stan Raicu","full_name":"Stan Raicu, Daniela ","first_name":"Daniela "},{"last_name":"Jin","full_name":"Jin, Ruoming ","first_name":"Ruoming "}],"page":"507-514","_id":"12817","type":"conference_editor_article","user_id":"83781","year":"2022","date_updated":"2025-06-26T13:28:21Z","language":[{"iso":"eng"}],"corporate_editor":[" IEEE ICMLA ","Institute of Electrical and Electronics Engineers"],"date_created":"2025-04-17T08:45:40Z"},{"editor":[{"first_name":"M. Arif","full_name":"Wani, M. Arif","last_name":"Wani"}],"abstract":[{"text":"Sub-optimal control policies in intersection traffic signal controllers (TSC) contribute to congestion and lead to negative effects on human health and the environment. Reinforcement learning (RL) for traffic signal control is a promising approach to design better control policies and has attracted considerable research interest in recent years. However, most work done in this area used simplified simulation environments of traffic scenarios to train RL-based TSC. To deploy RL in real-world traffic systems, the gap between simplified simulation environments and real-world applications has to be closed. Therefore, we propose LemgoRL, a benchmark tool to train RL agents as TSC in a realistic simulation environment of Lemgo, a medium-sized town in Germany. In addition to the realistic simulation model, LemgoRL encompasses a traffic signal logic unit that ensures compliance with all regulatory and safety requirements. LemgoRL offers the same interface as the well-known OpenAI gym toolkit to enable easy deployment in existing research work. To demonstrate the functionality and applicability of LemgoRL, we train a state-of-the-art Deep RL algorithm on a CPU cluster utilizing a framework for distributed and parallel RL and compare its performance with other methods. Our benchmark tool drives the development of RL algorithms towards real-world applications.","lang":"eng"}],"_id":"11803","type":"conference_editor_article","author":[{"first_name":"Arthur","full_name":"Müller, Arthur","last_name":"Müller"},{"first_name":"Vishal","id":"76044","full_name":"Rangras, Vishal","last_name":"Rangras"},{"first_name":"Georg","last_name":"Schnittker","full_name":"Schnittker, Georg"},{"first_name":"Michael","last_name":"Waldmann","full_name":"Waldmann, Michael"},{"first_name":"Maxim","last_name":"Friesen","id":"61517","full_name":"Friesen, Maxim"},{"first_name":"Tobias","last_name":"Ferfers","full_name":"Ferfers, Tobias"},{"full_name":"Schreckenberg, Lukas","last_name":"Schreckenberg","first_name":"Lukas"},{"first_name":"Florian","last_name":"Hufen","full_name":"Hufen, Florian"},{"id":"1899","full_name":"Jasperneite, Jürgen","last_name":"Jasperneite","first_name":"Jürgen"},{"first_name":"Marco","full_name":"Wiering, Marco","last_name":"Wiering"}],"status":"public","place":"Piscataway, NJ","language":[{"iso":"eng"}],"corporate_editor":[" IEEE ICMLA"," Institute of Electrical and Electronics Engineers"],"date_created":"2024-07-30T05:54:40Z","external_id":{"arxiv":["arXiv:2103.16223"]},"user_id":"83781","year":"2021","date_updated":"2024-07-30T07:45:47Z","citation":{"havard":"A. Müller, V. Rangras, G. Schnittker, M. Waldmann, M. Friesen, T. Ferfers, L. Schreckenberg, F. Hufen, J. Jasperneite, M. Wiering, Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control, IEEE, Piscataway, NJ, 2021.","ufg":"<b>Müller, Arthur u. a.</b>: Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control, hg. von Wani, M. Arif/ IEEE ICMLA,  Institute of Electrical and Electronics Engineers, Piscataway, NJ 2021.","ama":"Müller A, Rangras V, Schnittker G, et al. <i>Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control</i>. (Wani MA,  IEEE ICMLA,  Institute of Electrical and Electronics Engineers, eds.). IEEE; 2021. doi:<a href=\"https://doi.org/10.1109/ICMLA52953.2021.00085\">10.1109/ICMLA52953.2021.00085</a>","apa":"Müller, A., Rangras, V., Schnittker, G., Waldmann, M., Friesen, M., Ferfers, T., Schreckenberg, L., Hufen, F., Jasperneite, J., &#38; Wiering, M. (2021). Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control. In M. A. Wani,  IEEE ICMLA, &#38;  Institute of Electrical and Electronics Engineers (Eds.), <i>20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>. IEEE. <a href=\"https://doi.org/10.1109/ICMLA52953.2021.00085\">https://doi.org/10.1109/ICMLA52953.2021.00085</a>","van":"Müller A, Rangras V, Schnittker G, Waldmann M, Friesen M, Ferfers T, et al. Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control. Wani MA,  IEEE ICMLA,  Institute of Electrical and Electronics Engineers, editors. 20th IEEE International Conference on Machine Learning and Applications (ICMLA). Piscataway, NJ: IEEE; 2021.","ieee":"A. Müller <i>et al.</i>, <i>Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control</i>. Piscataway, NJ: IEEE, 2021. doi: <a href=\"https://doi.org/10.1109/ICMLA52953.2021.00085\">10.1109/ICMLA52953.2021.00085</a>.","short":"A. Müller, V. Rangras, G. Schnittker, M. Waldmann, M. Friesen, T. Ferfers, L. Schreckenberg, F. Hufen, J. Jasperneite, M. Wiering, Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control, IEEE, Piscataway, NJ, 2021.","chicago":"Müller, Arthur, Vishal Rangras, Georg Schnittker, Michael Waldmann, Maxim Friesen, Tobias Ferfers, Lukas Schreckenberg, Florian Hufen, Jürgen Jasperneite, and Marco Wiering. <i>Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control</i>. Edited by M. Arif Wani,  IEEE ICMLA, and  Institute of Electrical and Electronics Engineers. <i>20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>. Piscataway, NJ: IEEE, 2021. <a href=\"https://doi.org/10.1109/ICMLA52953.2021.00085\">https://doi.org/10.1109/ICMLA52953.2021.00085</a>.","mla":"Müller, Arthur, et al. “Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control.” <i>20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>, edited by M. Arif Wani et al., IEEE, 2021, <a href=\"https://doi.org/10.1109/ICMLA52953.2021.00085\">https://doi.org/10.1109/ICMLA52953.2021.00085</a>.","din1505-2-1":"<span style=\"font-variant:small-caps;\"><span style=\"font-variant:small-caps;\">Müller, Arthur</span> ; <span style=\"font-variant:small-caps;\">Rangras, Vishal</span> ; <span style=\"font-variant:small-caps;\">Schnittker, Georg</span> ; <span style=\"font-variant:small-caps;\">Waldmann, Michael</span> ; <span style=\"font-variant:small-caps;\">Friesen, Maxim</span> ; <span style=\"font-variant:small-caps;\">Ferfers, Tobias</span> ; <span style=\"font-variant:small-caps;\">Schreckenberg, Lukas</span> ; <span style=\"font-variant:small-caps;\">Hufen, Florian</span> ; u. a.</span> ; <span style=\"font-variant:small-caps;\">Wani, M. A.</span> ; <span style=\"font-variant:small-caps;\"> IEEE ICMLA</span> ; <span style=\"font-variant:small-caps;\"> Institute of Electrical and Electronics Engineers</span> (Hrsg.): <i>Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control</i>. Piscataway, NJ : IEEE, 2021","bjps":"<b>Müller A <i>et al.</i></b> (2021) <i>Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control</i>, Wani MA,  IEEE ICMLA, and  Institute of Electrical and Electronics Engineers (eds). Piscataway, NJ: IEEE.","chicago-de":"Müller, Arthur, Vishal Rangras, Georg Schnittker, Michael Waldmann, Maxim Friesen, Tobias Ferfers, Lukas Schreckenberg, Florian Hufen, Jürgen Jasperneite und Marco Wiering. 2021. <i>Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control</i>. Hg. von M. Arif Wani,  IEEE ICMLA, und  Institute of Electrical and Electronics Engineers. <i>20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>. Piscataway, NJ: IEEE. doi:<a href=\"https://doi.org/10.1109/ICMLA52953.2021.00085\">10.1109/ICMLA52953.2021.00085</a>, ."},"publisher":"IEEE","publication_identifier":{"eisbn":["9781665443371"]},"publication_status":"published","department":[{"_id":"DEP5000"},{"_id":"DEP5019"},{"_id":"DEP5020"},{"_id":"DEP6020"}],"title":"Towards Real-World Deployment of Reinforcement Learning for Traffic  Signal Control","doi":"10.1109/ICMLA52953.2021.00085","publication":"20th IEEE International Conference on Machine Learning and Applications (ICMLA)","conference":{"end_date":"2021-12-16","start_date":"2021-12-13","location":"Pasadena, CA, USA ","name":"20th IEEE International Conference on Machine Learning and Applications (ICMLA)"},"keyword":["deep reinforcement learning","traffic signal control","intelligent transportation system","traffic simulation"]},{"author":[{"first_name":"D.","last_name":"Göllner","full_name":"Göllner, D."},{"last_name":"Pawlik","full_name":"Pawlik, Thomas","id":"58915","first_name":"Thomas"},{"last_name":"Schulte","full_name":"Schulte, Thomas","id":"46242","first_name":"Thomas"}],"status":"public","place":"[Piscataway, NJ]","abstract":[{"lang":"eng","text":"ynamic simulation models are widely utilized to evaluate complex technical components and systems like electric drives or machines. They can support the development process of a production machine by avoiding an inadequate layout of components or an erroneous control design. However, the effort for building them is often too high for this purpose (lot size one). An automated model generation can be utilized to overcome the gap between efforts and advantages of dynamic simulations.\r\n\r\nThis contribution presents an approach for simplifying the dynamic model generation of production machines by using the so-called Asset Administration Shell defined by the initiative Platform Industrie 4.0. The Asset Administration Shell was developed to aggregate all data necessary for maintaining the product across its life cycle. This includes component data and models as well as structural information about a machine. The generation process is performed by using the common FMI standard and a two-step procedure which allows the linkage of different simulation tools. The model generation is demonstrated by an example layout of a machine's internal direct current grid."}],"type":"conference_editor_article","_id":"8384","page":"808-812","user_id":"83781","year":"2021","date_updated":"2025-06-26T13:38:36Z","language":[{"iso":"eng"}],"corporate_editor":["IEEE Singapore Section","IEEE TEMS Singapore Chapter,","IEEE TEMS Hong Kong Chapter"],"date_created":"2022-06-22T14:14:28Z","series_title":"IEEE International Conference on Industrial Engineering and Engineering Management ","citation":{"bjps":"<b>Göllner D, Pawlik T and Schulte T</b> (2021) <i>Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models</i>, IEEE Singapore Section, IEEE TEMS Singapore Chapter, and IEEE TEMS Hong Kong Chapter (eds). [Piscataway, NJ]: IEEE.","chicago-de":"Göllner, D., Thomas Pawlik und Thomas Schulte. 2021. <i>Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models</i>. Hg. von IEEE Singapore Section, IEEE TEMS Singapore Chapter, und IEEE TEMS Hong Kong Chapter. <i>2021 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)</i>. IEEE International Conference on Industrial Engineering and Engineering Management . [Piscataway, NJ]: IEEE. doi:<a href=\"https://doi.org/10.1109/IEEM50564.2021.9673089\">10.1109/IEEM50564.2021.9673089</a>, .","van":"Göllner D, Pawlik T, Schulte T. Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models. IEEE Singapore Section, IEEE TEMS Singapore Chapter,, IEEE TEMS Hong Kong Chapter, editors. 2021 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM). [Piscataway, NJ]: IEEE; 2021. (IEEE International Conference on Industrial Engineering and Engineering Management ).","ieee":"D. Göllner, T. Pawlik, and T. Schulte, <i>Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models</i>. [Piscataway, NJ]: IEEE, 2021, pp. 808–812. doi: <a href=\"https://doi.org/10.1109/IEEM50564.2021.9673089\">10.1109/IEEM50564.2021.9673089</a>.","short":"D. Göllner, T. Pawlik, T. Schulte, Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models, IEEE, [Piscataway, NJ], 2021.","ama":"Göllner D, Pawlik T, Schulte T. <i>Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models</i>. (IEEE Singapore Section, IEEE TEMS Singapore Chapter,, IEEE TEMS Hong Kong Chapter, eds.). IEEE; 2021:808-812. doi:<a href=\"https://doi.org/10.1109/IEEM50564.2021.9673089\">10.1109/IEEM50564.2021.9673089</a>","chicago":"Göllner, D., Thomas Pawlik, and Thomas Schulte. <i>Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models</i>. Edited by IEEE Singapore Section, IEEE TEMS Singapore Chapter, and IEEE TEMS Hong Kong Chapter. <i>2021 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)</i>. IEEE International Conference on Industrial Engineering and Engineering Management . [Piscataway, NJ]: IEEE, 2021. <a href=\"https://doi.org/10.1109/IEEM50564.2021.9673089\">https://doi.org/10.1109/IEEM50564.2021.9673089</a>.","mla":"Göllner, D., et al. “Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models.” <i>2021 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)</i>, edited by IEEE Singapore Section et al., IEEE, 2021, pp. 808–12, <a href=\"https://doi.org/10.1109/IEEM50564.2021.9673089\">https://doi.org/10.1109/IEEM50564.2021.9673089</a>.","apa":"Göllner, D., Pawlik, T., &#38; Schulte, T. (2021). Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models. In IEEE Singapore Section, IEEE TEMS Singapore Chapter, &#38; IEEE TEMS Hong Kong Chapter (Eds.), <i>2021 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)</i> (pp. 808–812). IEEE. <a href=\"https://doi.org/10.1109/IEEM50564.2021.9673089\">https://doi.org/10.1109/IEEM50564.2021.9673089</a>","din1505-2-1":"<span style=\"font-variant:small-caps;\">Göllner, D.</span> ; <span style=\"font-variant:small-caps;\">Pawlik, Thomas</span> ; <span style=\"font-variant:small-caps;\">Schulte, Thomas</span> ; <span style=\"font-variant:small-caps;\">IEEE Singapore Section</span> ; <span style=\"font-variant:small-caps;\">IEEE TEMS Singapore Chapter,</span> ; <span style=\"font-variant:small-caps;\">IEEE TEMS Hong Kong Chapter</span> (Hrsg.): <i>Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models</i>, <i>IEEE International Conference on Industrial Engineering and Engineering Management </i>. [Piscataway, NJ] : IEEE, 2021","havard":"D. Göllner, T. Pawlik, T. Schulte, Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models, IEEE, [Piscataway, NJ], 2021.","ufg":"<b>Göllner, D./Pawlik, Thomas/Schulte, Thomas</b>: Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models, hg. von IEEE Singapore Section/IEEE TEMS Singapore Chapter,, IEEE TEMS Hong Kong Chapter, [Piscataway, NJ] 2021 (IEEE International Conference on Industrial Engineering and Engineering Management )."},"publisher":"IEEE","keyword":["Digital Twin","Asset Administration Shell","Dynamic Simulation Model","Industry 4.0","Automated Model Generation"],"publication_identifier":{"issn":["2157-3611"],"isbn":["978-1-6654-3772-1 "],"eisbn":["978-1-6654-3771-4"]},"publication_status":"published","department":[{"_id":"DEP6020"},{"_id":"DEP5022"}],"title":"Utilization of the Asset Administration Shell for the Generation of Dynamic Simulation Models","doi":"10.1109/IEEM50564.2021.9673089","publication":"2021 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)","conference":{"start_date":"2021-12-13","location":"Online  (Singapore)","end_date":"2021-12-16","name":"2021 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)"}},{"oa":"1","citation":{"din1505-2-1":"<span style=\"font-variant:small-caps;\">Dally, Benjamin</span> ; <span style=\"font-variant:small-caps;\">Henning, Kai-Fabian</span> ; <span style=\"font-variant:small-caps;\">Oldenburg, Carsten</span> ; <span style=\"font-variant:small-caps;\">Häusler, Axel</span> ; <span style=\"font-variant:small-caps;\">Greve, Klaus</span> ; <span style=\"font-variant:small-caps;\">Kühle, Sebastian</span>: myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben. In: <i>Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools</i>, <i>IÖR Schriften</i>. Bd. 79. Berlin : Rhombos-Verlag, 2021, S. 293–302","short":"B. Dally, K.-F. Henning, C. Oldenburg, A. Häusler, K. Greve, S. Kühle, in: Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools, Rhombos-Verlag, Berlin, 2021, pp. 293–302.","chicago":"Dally, Benjamin, Kai-Fabian Henning, Carsten Oldenburg, Axel Häusler, Klaus Greve, and Sebastian Kühle. “myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben.” In <i>Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools</i>, 79:293–302. IÖR Schriften. Berlin: Rhombos-Verlag, 2021. <a href=\"https://doi.org/10.26084/13dfns-p027\">https://doi.org/10.26084/13dfns-p027</a>.","mla":"Dally, Benjamin, et al. “myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben.” <i>Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools</i>, vol. 79, Rhombos-Verlag, 2021, pp. 293–302, <a href=\"https://doi.org/10.26084/13dfns-p027\">https://doi.org/10.26084/13dfns-p027</a>.","chicago-de":"Dally, Benjamin, Kai-Fabian Henning, Carsten Oldenburg, Axel Häusler, Klaus Greve und Sebastian Kühle. 2021. myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben. In: <i>Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools</i>, 79:293–302. IÖR Schriften. Berlin: Rhombos-Verlag. doi:<a href=\"https://doi.org/10.26084/13dfns-p027\">https://doi.org/10.26084/13dfns-p027</a>, .","bjps":"<b>Dally B <i>et al.</i></b> (2021) myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben. <i>Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools</i>, vol. 79. Berlin: Rhombos-Verlag, pp. 293–302.","apa":"Dally, B., Henning, K.-F., Oldenburg, C., Häusler, A., Greve, K., &#38; Kühle, S. (2021). myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben. In <i>Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools</i> (Vol. 79, pp. 293–302). Rhombos-Verlag. <a href=\"https://doi.org/10.26084/13dfns-p027\">https://doi.org/10.26084/13dfns-p027</a>","ama":"Dally B, Henning KF, Oldenburg C, Häusler A, Greve K, Kühle S. myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben. In: <i>Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools</i>. Vol 79. IÖR Schriften. Rhombos-Verlag; 2021:293-302. doi:<a href=\"https://doi.org/10.26084/13dfns-p027\">https://doi.org/10.26084/13dfns-p027</a>","ufg":"<b>Dally, Benjamin u. a.</b>: myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben, in: o. Hg.: Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools, Bd. 79, Berlin 2021 (IÖR Schriften),  S. 293–302.","havard":"B. Dally, K.-F. Henning, C. Oldenburg, A. Häusler, K. Greve, S. Kühle, myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben, in: Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools, Rhombos-Verlag, Berlin, 2021: pp. 293–302.","van":"Dally B, Henning KF, Oldenburg C, Häusler A, Greve K, Kühle S. myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben. In: Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools. Berlin: Rhombos-Verlag; 2021. p. 293–302. (IÖR Schriften; vol. 79).","ieee":"B. Dally, K.-F. Henning, C. Oldenburg, A. Häusler, K. Greve, and S. Kühle, “myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben,” in <i>Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools</i>, vol. 79, Berlin: Rhombos-Verlag, 2021, pp. 293–302. doi: <a href=\"https://doi.org/10.26084/13dfns-p027\">https://doi.org/10.26084/13dfns-p027</a>."},"publisher":"Rhombos-Verlag","intvolume":"        79","series_title":"IÖR Schriften","department":[{"_id":"DEP1055"},{"_id":"DEP1000"},{"_id":"DEP1004"},{"_id":"DEP1304"}],"title":"myField: Ein webbasiertes Partizipations-Tool zur Simulation und Eigenabschätzung nachbarschaftlicher Energie- und Umweltschutzvorhaben","publication_status":"published","publication_identifier":{"isbn":["978-3-944101-79-8"]},"doi":"https://doi.org/10.26084/13dfns-p027","publication":"Flächennutzungsmonitoring XIII: Flächenpolitik - Konzepte - Analysen - Tools","conference":{"end_date":"2021-06-08","location":"Dresden","start_date":"2021-06-08","name":"13. Dresdner Flächennutzungssymposium"},"keyword":["Raumplanung","spatial planning","Partizipation","participation","Flächennutzung","area utilization","Umweltschutz","environmental protection","Simulation","simulation","Bundesrepublik Deutschland","Federal Republic of Germany"],"abstract":[{"text":"Die Energiewende und die Erreichung der politisch formulierten und gesellschaftlich gewollten Umweltschutzziele bedarf zukunftstauglicher Planungswerkzeuge, die sowohl die übergeordnete Verwaltungsperspektive als auch die Perspektive der individuellen Nachbarschaften vor Ort berücksichtigen. Im Idealfall sollten diese beiden Perspektiven zu einem gemeinsamen Interessenmanagement zusammengeführt werden. Folglich stellen der Informationserwerb und das Erlernen der relevanten Zusammenhänge und Wechselwirkungen entscheidende Faktoren zum Gelingen dieses Transformationsprozesses dar. Das webbasierte Tool myField soll es den Bürger*innen ermöglichen, im persönlichen Wohnumfeld projektorientierte Maßnahmen zur Erzeugung umweltschutzorientierter Energievorhaben zu projektieren und durch Simulations- und Eigenabschätzungsverfahren eine Optimierung solcher Projektideen vorzunehmen. myField bietet neben der computerspiel-ähnlichen 3D-Welt zusätzlich eine Cloud-Plattform zur Kommunikation kollaborativer Ideen und zur Vernetzung zwischen den Akteur*innen. myField wurde vom Forschungsschwerpunkt nextPlace der Technischen Hochschule Ostwestfalen-Lippe in Kooperation mit der Arbeitsgruppe GIS des Geografischen Instituts der Universität Bonn als interaktive Softwareapplikation auf Basis der Gaming-Engine Unity3D entwickelt. Die ersten Arbeitsschritte beinhalteten Literatur- und Software-Recherchen zur inhaltlichen Positionierung. Die Kernarbeit bestand aus der Programmierung des Software-Prototypen und der Implementierung amtlicher Geodateninfrastrukturen. Die Entwicklungsarbeit wurde gefördert durch die Deutsche Bundesstiftung Umwelt (DBU), begleitet durch Expertengespräche, Rückkopplungen mit Fachvertretern der Beispielumgebung LEADER-Region Nordlippe und einzelnen Anwendertests.","lang":"eng"}],"volume":79,"page":"293-302","_id":"13300","type":"book_chapter","status":"public","author":[{"first_name":"Benjamin","last_name":"Dally","full_name":"Dally, Benjamin","id":"56914"},{"id":"44017","full_name":"Henning, Kai-Fabian","last_name":"Henning","first_name":"Kai-Fabian"},{"first_name":"Carsten","id":"75372","full_name":"Oldenburg, Carsten","last_name":"Oldenburg"},{"orcid":"0009-0001-8565-8199","first_name":"Axel","last_name":"Häusler","id":"61520","full_name":"Häusler, Axel"},{"full_name":"Greve, Klaus","last_name":"Greve","first_name":"Klaus"},{"first_name":"Sebastian","last_name":"Kühle","full_name":"Kühle, Sebastian"}],"place":"Berlin","language":[{"iso":"ger"}],"main_file_link":[{"url":"https://www.ssoar.info/ssoar/bitstream/handle/document/79054/ssoar-2021-dally_et_al-myField_Ein_webbasiertes_Partizipations-Tool_zur.pdf?sequence=1&isAllowed=y&lnkname=ssoar-2021-dally_et_al-myField_Ein_webbasiertes_Partizipations-Tool_zur.pdf","open_access":"1"}],"date_created":"2025-11-13T11:36:11Z","user_id":"83781","year":"2021","date_updated":"2025-11-20T12:32:18Z"},{"publication":"The International Journal of Advanced Manufacturing Technology","isi":"1","issue":"11-12","doi":"10.1007/s00170-021-07248-3","title":"Cognitive capabilities for the CAAI in cyber-physical production systems","department":[{"_id":"DEP5023"}],"publication_identifier":{"issn":["0268-3768"],"eissn":["1433-3015"]},"publication_status":"published","keyword":["Cognition","Industry 40","Big data platform","Machine learning","CPPS","Optimization","Algorithm selection","Simulation"],"publisher":"Springer ","citation":{"van":"Strohschein J, Fischbach A, Bunte A, Faeskorn-Woyke H, Moriz N, Bartz-Beielstein T. Cognitive capabilities for the CAAI in cyber-physical production systems. The International Journal of Advanced Manufacturing Technology. 2021;115(11–12):3513–32.","ieee":"J. Strohschein, A. Fischbach, A. Bunte, H. Faeskorn-Woyke, N. Moriz, and T. Bartz-Beielstein, “Cognitive capabilities for the CAAI in cyber-physical production systems,” <i>The International Journal of Advanced Manufacturing Technology</i>, vol. 115, no. 11–12, pp. 3513–3532, 2021, doi: <a href=\"https://doi.org/10.1007/s00170-021-07248-3\">10.1007/s00170-021-07248-3</a>.","chicago-de":"Strohschein, Jan, Andreas Fischbach, Andreas Bunte, Heide Faeskorn-Woyke, Natalia Moriz und Thomas Bartz-Beielstein. 2021. Cognitive capabilities for the CAAI in cyber-physical production systems. <i>The International Journal of Advanced Manufacturing Technology</i> 115, Nr. 11–12: 3513–3532. doi:<a href=\"https://doi.org/10.1007/s00170-021-07248-3\">10.1007/s00170-021-07248-3</a>, .","bjps":"<b>Strohschein J <i>et al.</i></b> (2021) Cognitive Capabilities for the CAAI in Cyber-Physical Production Systems. <i>The International Journal of Advanced Manufacturing Technology</i> <b>115</b>, 3513–3532.","havard":"J. Strohschein, A. Fischbach, A. Bunte, H. Faeskorn-Woyke, N. Moriz, T. Bartz-Beielstein, Cognitive capabilities for the CAAI in cyber-physical production systems, The International Journal of Advanced Manufacturing Technology. 115 (2021) 3513–3532.","ufg":"<b>Strohschein, Jan u. a.</b>: Cognitive capabilities for the CAAI in cyber-physical production systems, in: <i>The International Journal of Advanced Manufacturing Technology</i> 115 (2021), H. 11–12,  S. 3513–3532.","short":"J. Strohschein, A. Fischbach, A. Bunte, H. Faeskorn-Woyke, N. Moriz, T. Bartz-Beielstein, The International Journal of Advanced Manufacturing Technology 115 (2021) 3513–3532.","ama":"Strohschein J, Fischbach A, Bunte A, Faeskorn-Woyke H, Moriz N, Bartz-Beielstein T. Cognitive capabilities for the CAAI in cyber-physical production systems. <i>The International Journal of Advanced Manufacturing Technology</i>. 2021;115(11-12):3513-3532. doi:<a href=\"https://doi.org/10.1007/s00170-021-07248-3\">10.1007/s00170-021-07248-3</a>","chicago":"Strohschein, Jan, Andreas Fischbach, Andreas Bunte, Heide Faeskorn-Woyke, Natalia Moriz, and Thomas Bartz-Beielstein. “Cognitive Capabilities for the CAAI in Cyber-Physical Production Systems.” <i>The International Journal of Advanced Manufacturing Technology</i> 115, no. 11–12 (2021): 3513–32. <a href=\"https://doi.org/10.1007/s00170-021-07248-3\">https://doi.org/10.1007/s00170-021-07248-3</a>.","mla":"Strohschein, Jan, et al. “Cognitive Capabilities for the CAAI in Cyber-Physical Production Systems.” <i>The International Journal of Advanced Manufacturing Technology</i>, vol. 115, no. 11–12, 2021, pp. 3513–32, <a href=\"https://doi.org/10.1007/s00170-021-07248-3\">https://doi.org/10.1007/s00170-021-07248-3</a>.","apa":"Strohschein, J., Fischbach, A., Bunte, A., Faeskorn-Woyke, H., Moriz, N., &#38; Bartz-Beielstein, T. (2021). Cognitive capabilities for the CAAI in cyber-physical production systems. <i>The International Journal of Advanced Manufacturing Technology</i>, <i>115</i>(11–12), 3513–3532. <a href=\"https://doi.org/10.1007/s00170-021-07248-3\">https://doi.org/10.1007/s00170-021-07248-3</a>","din1505-2-1":"<span style=\"font-variant:small-caps;\">Strohschein, Jan</span> ; <span style=\"font-variant:small-caps;\">Fischbach, Andreas</span> ; <span style=\"font-variant:small-caps;\">Bunte, Andreas</span> ; <span style=\"font-variant:small-caps;\">Faeskorn-Woyke, Heide</span> ; <span style=\"font-variant:small-caps;\">Moriz, Natalia</span> ; <span style=\"font-variant:small-caps;\">Bartz-Beielstein, Thomas</span>: Cognitive capabilities for the CAAI in cyber-physical production systems. In: <i>The International Journal of Advanced Manufacturing Technology</i> Bd. 115. London [u.a.], Springer  (2021), Nr. 11–12, S. 3513–3532"},"intvolume":"       115","date_created":"2025-04-15T13:05:17Z","external_id":{"isi":["000659025000010"]},"language":[{"iso":"eng"}],"date_updated":"2025-06-26T13:39:22Z","year":"2021","user_id":"83781","volume":115,"_id":"12800","type":"scientific_journal_article","page":"3513-3532","abstract":[{"text":"his paper presents the cognitive module of the Cognitive Architecture for Artificial Intelligence (CAAI) in cyber-physical production systems (CPPS). The goal of this architecture is to reduce the implementation effort of artificial intelligence (AI) algorithms in CPPS. Declarative user goals and the provided algorithm-knowledge base allow the dynamic pipeline orchestration and configuration. A big data platform (BDP) instantiates the pipelines and monitors the CPPS performance for further evaluation through the cognitive module. Thus, the cognitive module is able to select feasible and robust configurations for process pipelines in varying use cases. Furthermore, it automatically adapts the models and algorithms based on model quality and resource consumption. The cognitive module also instantiates additional pipelines to evaluate algorithms from different classes on test functions. CAAI relies on well-defined interfaces to enable the integration of additional modules and reduce implementation effort. Finally, an implementation based on Docker, Kubernetes, and Kafka for the virtualization and orchestration of the individual modules and as messaging technology for module communication is used to evaluate a real-world use case.","lang":"eng"}],"place":"London [u.a.]","status":"public","author":[{"full_name":"Strohschein, Jan","last_name":"Strohschein","first_name":"Jan"},{"last_name":"Fischbach","full_name":"Fischbach, Andreas","first_name":"Andreas"},{"first_name":"Andreas","full_name":"Bunte, Andreas","id":"58885","last_name":"Bunte"},{"full_name":"Faeskorn-Woyke, Heide","last_name":"Faeskorn-Woyke","first_name":"Heide"},{"first_name":"Natalia","last_name":"Moriz","full_name":"Moriz, Natalia","id":"44238"},{"first_name":"Thomas","last_name":"Bartz-Beielstein","full_name":"Bartz-Beielstein, Thomas"}]},{"year":"2019","date_updated":"2025-06-25T07:48:53Z","user_id":"83781","external_id":{"isi":["000476965900009"]},"date_created":"2021-04-08T07:42:48Z","language":[{"iso":"eng"}],"status":"public","author":[{"first_name":"Martin","last_name":"Griese","id":"52308","full_name":"Griese, Martin"},{"first_name":"Marc Philippe","full_name":"Hoffrath, Marc Philippe","last_name":"Hoffrath"},{"first_name":"Timo","id":"43927","full_name":"Broeker, Timo","last_name":"Broeker"},{"first_name":"Thomas","last_name":"Schulte","id":"46242","full_name":"Schulte, Thomas"},{"orcid":"0000-0001-6401-8873","first_name":"Jan","last_name":"Schneider","full_name":"Schneider, Jan","id":"13209"}],"volume":181,"_id":"5435","type":"journal_article","page":"77 - 90","abstract":[{"text":"Towards renewable energy systems, the coupling of multiple sectors is important and incorporates novel technologies where currently no models exist that correctly represent all transient effects. Therefore, we present a method that incorporates Hardware-in-the-Loop simulations where virtual components as models are coupled to real and experimental facilities in real time. By including experimental components, a higher validity can be obtained and the practical applicability of renewable energy scenario can be discussed more profoundly. In this paper, the considered energy system consists of an experimental biocatalytic methanation reactor, a real photovoltaic park, a regenerative fuel cell and short-term storage units to supply a residential district. A representative control sequence of the methanator is obtained by modeling the scenario as an optimal control problem. A first HIL simulation highlights that modifications of the instrumentation are required for a grid injection of the generated methane. The scientific approach can be applied to any energy system where some of the considered components are available as experimental or real facilities. Non-exisiting components are simply replaced by models. The presented approach helps to determine which parts or process parameters are crucial for the planed operation before the overall energy system is realized on a larger scale. (C) 2019 Elsevier Ltd. All rights reserved.","lang":"eng"}],"keyword":["Biological methanation","Energy management","HIL simulation","Optimization","Scalable models"],"conference":{"end_date":"2018-06-21","location":"Guimaraes, PORTUGAL","start_date":"2018-06-17","name":"31st International Conference on Efficiency, Cost, Optimization, Simulation, and Environmental Impact of Energy Systems (ECOS)"},"isi":"1","publication":"Energy : the international journal","doi":"10.1016/j.energy.2019.05.092","title":"Hardware-in-the-Loop simulation of an optimized energy management incorporating an experimental biocatalytic methanation reactor","department":[{"_id":"DEP4023"},{"_id":"DEP4018"}],"publication_status":"published","publication_identifier":{"eissn":["1873-6785"],"issn":["0360-5442"]},"intvolume":"       181","publisher":"Elsevier","quality_controlled":"1","citation":{"chicago-de":"Griese, Martin, Marc Philippe Hoffrath, Timo Broeker, Thomas Schulte und Jan Schneider. 2019. Hardware-in-the-Loop simulation of an optimized energy management incorporating an experimental biocatalytic methanation reactor. <i>Energy : the international journal</i> 181: 77–90. doi:<a href=\"https://doi.org/10.1016/j.energy.2019.05.092\">10.1016/j.energy.2019.05.092</a>, .","bjps":"<b>Griese M <i>et al.</i></b> (2019) Hardware-in-the-Loop Simulation of an Optimized Energy Management Incorporating an Experimental Biocatalytic Methanation Reactor. <i>Energy : the international journal</i> <b>181</b>, 77–90.","mla":"Griese, Martin, et al. “Hardware-in-the-Loop Simulation of an Optimized Energy Management Incorporating an Experimental Biocatalytic Methanation Reactor.” <i>Energy : The International Journal</i>, vol. 181, 2019, pp. 77–90, <a href=\"https://doi.org/10.1016/j.energy.2019.05.092\">https://doi.org/10.1016/j.energy.2019.05.092</a>.","chicago":"Griese, Martin, Marc Philippe Hoffrath, Timo Broeker, Thomas Schulte, and Jan Schneider. “Hardware-in-the-Loop Simulation of an Optimized Energy Management Incorporating an Experimental Biocatalytic Methanation Reactor.” <i>Energy : The International Journal</i> 181 (2019): 77–90. <a href=\"https://doi.org/10.1016/j.energy.2019.05.092\">https://doi.org/10.1016/j.energy.2019.05.092</a>.","short":"M. Griese, M.P. Hoffrath, T. Broeker, T. Schulte, J. Schneider, Energy : The International Journal 181 (2019) 77–90.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Griese, Martin</span> ; <span style=\"font-variant:small-caps;\">Hoffrath, Marc Philippe</span> ; <span style=\"font-variant:small-caps;\">Broeker, Timo</span> ; <span style=\"font-variant:small-caps;\">Schulte, Thomas</span> ; <span style=\"font-variant:small-caps;\">Schneider, Jan</span>: Hardware-in-the-Loop simulation of an optimized energy management incorporating an experimental biocatalytic methanation reactor. In: <i>Energy : the international journal</i> Bd. 181, Elsevier (2019), S. 77–90","ieee":"M. Griese, M. P. Hoffrath, T. Broeker, T. Schulte, and J. Schneider, “Hardware-in-the-Loop simulation of an optimized energy management incorporating an experimental biocatalytic methanation reactor,” <i>Energy : the international journal</i>, vol. 181, pp. 77–90, 2019, doi: <a href=\"https://doi.org/10.1016/j.energy.2019.05.092\">10.1016/j.energy.2019.05.092</a>.","van":"Griese M, Hoffrath MP, Broeker T, Schulte T, Schneider J. Hardware-in-the-Loop simulation of an optimized energy management incorporating an experimental biocatalytic methanation reactor. Energy : the international journal. 2019;181:77–90.","havard":"M. Griese, M.P. Hoffrath, T. Broeker, T. Schulte, J. Schneider, Hardware-in-the-Loop simulation of an optimized energy management incorporating an experimental biocatalytic methanation reactor, Energy : The International Journal. 181 (2019) 77–90.","ufg":"<b>Griese, Martin u. a.</b>: Hardware-in-the-Loop simulation of an optimized energy management incorporating an experimental biocatalytic methanation reactor, in: <i>Energy : the international journal</i> 181 (2019),  S. 77–90.","ama":"Griese M, Hoffrath MP, Broeker T, Schulte T, Schneider J. Hardware-in-the-Loop simulation of an optimized energy management incorporating an experimental biocatalytic methanation reactor. <i>Energy : the international journal</i>. 2019;181:77-90. doi:<a href=\"https://doi.org/10.1016/j.energy.2019.05.092\">10.1016/j.energy.2019.05.092</a>","apa":"Griese, M., Hoffrath, M. P., Broeker, T., Schulte, T., &#38; Schneider, J. (2019). Hardware-in-the-Loop simulation of an optimized energy management incorporating an experimental biocatalytic methanation reactor. <i>Energy : The International Journal</i>, <i>181</i>, 77–90. <a href=\"https://doi.org/10.1016/j.energy.2019.05.092\">https://doi.org/10.1016/j.energy.2019.05.092</a>"}},{"_id":"686","type":"conference","page":"271-281","abstract":[{"text":"A high level of productivity for current and future services is a critical success factor for companies. When the productivity of services is unknown or incorrect, resources are wasted and opportunities are missed. To respond to this challenge, a simulation modelfor the prospective description of a complex service provision was developed in order to support companies to create a robust offering of services.Focusing on the domain of factory planning, we illustrate howan extended Stochastic Resource-Constrained Project Scheduling Problem(SRCPSP) can be applied for developing proposals. The presented validation study confirms that the approach is capable to calculate and optimize the planning objectives when developing a service for complex engineering projects","lang":"eng"}],"editor":[{"last_name":"Villmer","full_name":"Villmer, Franz-Josef","first_name":"Franz-Josef"},{"first_name":"Elio","last_name":"Padoano","full_name":"Padoano, Elio"}],"place":"Lemgo","status":"public","author":[{"first_name":"Sven","last_name":"Tackenberg","id":"71470","full_name":"Tackenberg, Sven"},{"first_name":"Sönke","full_name":"Duckwitz, Sönke","last_name":"Duckwitz"},{"id":"71451","full_name":"Gamber, Thilo Gerhard","last_name":"Gamber","first_name":"Thilo Gerhard"}],"date_created":"2019-02-13T16:11:29Z","corporate_editor":["Department of Production Engineering and Management","Hochschule Ostwestfalen-Lippe"],"language":[{"iso":"eng"}],"date_updated":"2023-03-15T13:50:08Z","year":2018,"user_id":"74004","citation":{"chicago-de":"Tackenberg, Sven, Sönke Duckwitz und Thilo Gerhard Gamber. 2018. Robust Planning of the Provision of complex Services. In: <i>Production Engineering and Management</i>, hg. von Franz-Josef Villmer, Elio Padoano, und Department of Production Engineering and Management, 271–281. Lemgo.","bjps":"<b>Tackenberg S, Duckwitz S and Gamber TG</b> (2018) Robust Planning of the Provision of Complex Services. In Villmer F-J, Padoano E and Department of Production Engineering and Management (eds), <i>Production Engineering and Management</i>. Lemgo, pp. 271–281.","mla":"Tackenberg, Sven, et al. “Robust Planning of the Provision of Complex Services.” <i>Production Engineering and Management</i>, edited by Franz-Josef Villmer et al., no. 1, 2018, pp. 271–81.","chicago":"Tackenberg, Sven, Sönke Duckwitz, and Thilo Gerhard Gamber. “Robust Planning of the Provision of Complex Services.” In <i>Production Engineering and Management</i>, edited by Franz-Josef Villmer, Elio Padoano, and Department of Production Engineering and Management, 271–81. Lemgo, 2018.","short":"S. Tackenberg, S. Duckwitz, T.G. Gamber, in: F.-J. Villmer, E. Padoano, Department of Production Engineering and Management (Eds.), Production Engineering and Management, Lemgo, 2018, pp. 271–281.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Tackenberg, Sven</span> ; <span style=\"font-variant:small-caps;\">Duckwitz, Sönke</span> ; <span style=\"font-variant:small-caps;\">Gamber, Thilo Gerhard</span>: Robust Planning of the Provision of complex Services. In: <span style=\"font-variant:small-caps;\">Villmer, F.-J.</span> ; <span style=\"font-variant:small-caps;\">Padoano, E.</span> ; <span style=\"font-variant:small-caps;\">Department of Production Engineering and Management</span> (Hrsg.): <i>Production Engineering and Management</i>. Lemgo, 2018, S. 271–281","ieee":"S. Tackenberg, S. Duckwitz, and T. G. Gamber, “Robust Planning of the Provision of complex Services,” in <i>Production Engineering and Management</i>, Lemgo, 2018, no. 1, pp. 271–281.","van":"Tackenberg S, Duckwitz S, Gamber TG. Robust Planning of the Provision of complex Services. In: Villmer F-J, Padoano E, Department of Production Engineering and Management, editors. Production Engineering and Management. Lemgo; 2018. p. 271–81.","ama":"Tackenberg S, Duckwitz S, Gamber TG. Robust Planning of the Provision of complex Services. In: Villmer F-J, Padoano E, Department of Production Engineering and Management, eds. <i>Production Engineering and Management</i>. Lemgo; 2018:271-281.","apa":"Tackenberg, S., Duckwitz, S., &#38; Gamber, T. G. (2018). Robust Planning of the Provision of complex Services. In F.-J. Villmer, E. Padoano, &#38; Department of Production Engineering and Management (Eds.), <i>Production Engineering and Management</i> (pp. 271–281). Lemgo.","havard":"S. Tackenberg, S. Duckwitz, T.G. Gamber, Robust Planning of the Provision of complex Services, in: F.-J. Villmer, E. Padoano, Department of Production Engineering and Management (Eds.), Production Engineering and Management, Lemgo, 2018: pp. 271–281.","ufg":"<b>Tackenberg, Sven et. al. (2018)</b>: Robust Planning of the Provision of complex Services, in: Franz-Josef Villmer et. al. (Hgg.): <i>Production Engineering and Management</i>, Lemgo, S. 271–281."},"conference":{"end_date":"2018-10-05","start_date":"2018-10-04","location":"Lemgo","name":"Proceedings 8th International Conference"},"publication":"Production Engineering and Management","issue":"1","department":[{"_id":"DEP7020"},{"_id":"DEP1305"}],"title":"Robust Planning of the Provision of complex Services","publication_status":"published","publication_identifier":{"isbn":["978-3-946856-03-0"]},"keyword":["SRCPSP","Simulation","Petri Nets","Proposal development"]},{"language":[{"iso":"ger"}],"department":[{"_id":"DEP7020"}],"title":"Projektionsgestützte Assistenzsysteme in der manuellen Montage","publication_status":"published","date_created":"2019-03-05T16:26:04Z","main_file_link":[{"open_access":"1","url":"https://refa.de/blog-industrial-engineering/435-projektionsgestuetzte-assistenzsysteme-in-der-manuellen-montage"}],"user_id":"49010","date_updated":"2023-03-15T13:50:06Z","keyword":["CAD","PPS","Prozessdaten","Simulation"],"year":2016,"oa":"1","abstract":[{"text":"Die Anforderungen an die Gestaltung von Montagesystemen verändern sich. Dazu tragen kürzer werdende Innovations- und Produktlebenszyklen sowie eine zunehmende Variantenvielfalt bei, mit der eine Montage von kleinen Losen bis hin zur kundenindividuellen Montage einhergeht.","lang":"ger"}],"publisher":"REFA","citation":{"bjps":"<b>Unrau A, Riediger D and Hinrichsen S</b> (2016) <i>Projektionsgestützte Assistenzsysteme in der manuellen Montage</i>. Dortmund: REFA.","chicago-de":"Unrau, Alexander, Daniel Riediger und Sven Hinrichsen. 2016. <i>Projektionsgestützte Assistenzsysteme in der manuellen Montage</i>. Dortmund: REFA.","chicago":"Unrau, Alexander, Daniel Riediger, and Sven Hinrichsen. <i>Projektionsgestützte Assistenzsysteme in der manuellen Montage</i>. Dortmund: REFA, 2016.","short":"A. Unrau, D. Riediger, S. Hinrichsen, Projektionsgestützte Assistenzsysteme in der manuellen Montage, REFA, Dortmund, 2016.","mla":"Unrau, Alexander, et al. <i>Projektionsgestützte Assistenzsysteme in der manuellen Montage</i>. REFA, 2016.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Unrau, Alexander</span> ; <span style=\"font-variant:small-caps;\">Riediger, Daniel</span> ; <span style=\"font-variant:small-caps;\">Hinrichsen, Sven</span>: <i>Projektionsgestützte Assistenzsysteme in der manuellen Montage</i>. Dortmund : REFA, 2016","van":"Unrau A, Riediger D, Hinrichsen S. Projektionsgestützte Assistenzsysteme in der manuellen Montage. Dortmund: REFA; 2016.","ieee":"A. Unrau, D. Riediger, and S. Hinrichsen, <i>Projektionsgestützte Assistenzsysteme in der manuellen Montage</i>. Dortmund: REFA, 2016.","ama":"Unrau A, Riediger D, Hinrichsen S. <i>Projektionsgestützte Assistenzsysteme in der manuellen Montage</i>. Dortmund: REFA; 2016.","apa":"Unrau, A., Riediger, D., &#38; Hinrichsen, S. (2016). <i>Projektionsgestützte Assistenzsysteme in der manuellen Montage</i>. Dortmund: REFA.","havard":"A. Unrau, D. Riediger, S. Hinrichsen, Projektionsgestützte Assistenzsysteme in der manuellen Montage, REFA, Dortmund, 2016.","ufg":"<b>Unrau, Alexander et. al. (2016)</b>: Projektionsgestützte Assistenzsysteme in der manuellen Montage, Dortmund."},"_id":"656","type":"report","status":"public","author":[{"first_name":"Alexander","id":"64690","full_name":"Unrau, Alexander","last_name":"Unrau"},{"first_name":"Daniel","last_name":"Riediger","id":"52263","full_name":"Riediger, Daniel"},{"last_name":"Hinrichsen","id":"49010","full_name":"Hinrichsen, Sven","first_name":"Sven"}],"place":"Dortmund"},{"corporate_editor":["Department of Production Engineering and Management","Hochschule Ostwestfalen-Lippe"],"date_created":"2019-01-29T13:06:45Z","main_file_link":[{"open_access":"1","url":"https://www.hs-owl.de/fileadmin/diman/Veroeffentlichungen/PEM_2016_Proceeding_2016_09_14_Inhaltsnavigation.pdf"}],"language":[{"iso":"eng"}],"related_material":{"link":[{"relation":"contains","url":"https://www.hs-owl.de/fileadmin/diman/Veroeffentlichungen/PEM_2016_Proceeding_2016_09_14_Inhaltsnavigation.pdf"}]},"date_updated":"2024-03-22T13:18:42Z","year":"2016","user_id":"83781","volume":2016,"_id":"472","page":"269-280","type":"conference","abstract":[{"text":"In the context of Industrie 4.0 respectively direct digital manufacturing, seamless process chains are an important factor. The objective is to shorten the time between quoting for individually designed products and their production and delivery. Therefore, reliable automated and fast evaluation procedures are needed to ensure the quality of the individually designed products in terms of product safety and reliability. This paper aims \r\nto demonstrate how a metamodel, generated on simulated data, adapts to the type of product and delivers the required quality and evaluation procedure. The metamodel guarantees the requested characteristics of the final product without the consultation of human expert knowledge. As proof of concept, a simple, well-documented  task from the field of construction has been chosen. The estimation from of the metamodel will meet all safety  requirements, is based on the individual input variables and is confirmed without expert interaction. Fast, reliable prediction models deriving from complex simulation models are indispensable conditions for direct digital manufacturing. Using metamodels in automation contexts will be a foundation of manufacturing in future.","lang":"eng"}],"editor":[{"first_name":"Franz-Josef","full_name":"Villmer, Franz-Josef","last_name":"Villmer"},{"first_name":"Elio","last_name":"Padoano","full_name":"Padoano, Elio"}],"place":"Lemgo","status":"public","author":[{"first_name":"Eva","last_name":"Scheideler","full_name":"Scheideler, Eva","id":"61522"},{"full_name":"Ahlemeyer-Stubbe, Andrea","last_name":"Ahlemeyer-Stubbe","first_name":"Andrea"}],"conference":{"name":"6th International Conference on Production Engineering and Management ","start_date":"2016-09-29","location":"Lemgo","end_date":"2016-09-30"},"publication":"Production engineering and management : proceedings 6th international conference, September 29 and 30, 2016 Lemgo, Germany ","issue":"1","department":[{"_id":"DEP1306"}],"title":"Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments","publication_identifier":{"unknown":["978-3-946856-00-9"]},"publication_status":"published","keyword":["Simulation","Metamodel","Computer experiment","Design of experiments"],"publisher":"Hochschule Ostwestfalen-Lippe","citation":{"ieee":"E. Scheideler and A. Ahlemeyer-Stubbe, “Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments,” in <i>Production engineering and management : proceedings 6th international conference, September 29 and 30, 2016 Lemgo, Germany </i>, Lemgo, 2016, vol. 2016, no. 1, pp. 269–280.","van":"Scheideler E, Ahlemeyer-Stubbe A. Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments. In: Villmer FJ, Padoano E, Department of Production Engineering and Management, Hochschule Ostwestfalen-Lippe, editors. Production engineering and management : proceedings 6th international conference, September 29 and 30, 2016 Lemgo, Germany . Lemgo: Hochschule Ostwestfalen-Lippe; 2016. p. 269–80. (  Publication series in direct digital manufacturing ; vol. 2016).","ama":"Scheideler E, Ahlemeyer-Stubbe A. Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments. In: Villmer FJ, Padoano E, Department of Production Engineering and Management, Hochschule Ostwestfalen-Lippe, eds. <i>Production Engineering and Management : Proceedings 6th International Conference, September 29 and 30, 2016 Lemgo, Germany </i>. Vol 2016.   Publication series in direct digital manufacturing . Hochschule Ostwestfalen-Lippe; 2016:269-280.","apa":"Scheideler, E., &#38; Ahlemeyer-Stubbe, A. (2016). Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments. In F.-J. Villmer, E. Padoano, Department of Production Engineering and Management, &#38; Hochschule Ostwestfalen-Lippe (Eds.), <i>Production engineering and management : proceedings 6th international conference, September 29 and 30, 2016 Lemgo, Germany </i> (Vol. 2016, Issue 1, pp. 269–280). Hochschule Ostwestfalen-Lippe.","havard":"E. Scheideler, A. Ahlemeyer-Stubbe, Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments, in: F.-J. Villmer, E. Padoano, Department of Production Engineering and Management, Hochschule Ostwestfalen-Lippe (Eds.), Production Engineering and Management : Proceedings 6th International Conference, September 29 and 30, 2016 Lemgo, Germany , Hochschule Ostwestfalen-Lippe, Lemgo, 2016: pp. 269–280.","ufg":"<b>Scheideler, Eva/Ahlemeyer-Stubbe, Andrea</b>: Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments, in: <i>Villmer, Franz-Josef u. a. (Hgg.)</i>: Production engineering and management : proceedings 6th international conference, September 29 and 30, 2016 Lemgo, Germany , Bd. 2016, Lemgo 2016 (  Publication series in direct digital manufacturing ),  S. 269–280.","chicago-de":"Scheideler, Eva und Andrea Ahlemeyer-Stubbe. 2016. Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments. In: <i>Production engineering and management : proceedings 6th international conference, September 29 and 30, 2016 Lemgo, Germany </i>, hg. von Franz-Josef Villmer, Elio Padoano, Department of Production Engineering and Management, und Hochschule Ostwestfalen-Lippe, 2016:269–280.   Publication series in direct digital manufacturing . Lemgo: Hochschule Ostwestfalen-Lippe.","bjps":"<b>Scheideler E and Ahlemeyer-Stubbe A</b> (2016) Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments. In Villmer F-J et al. (eds), <i>Production Engineering and Management : Proceedings 6th International Conference, September 29 and 30, 2016 Lemgo, Germany </i>, vol. 2016. Lemgo: Hochschule Ostwestfalen-Lippe, pp. 269–280.","mla":"Scheideler, Eva, and Andrea Ahlemeyer-Stubbe. “Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments.” <i>Production Engineering and Management : Proceedings 6th International Conference, September 29 and 30, 2016 Lemgo, Germany </i>, edited by Franz-Josef Villmer et al., vol. 2016, no. 1, Hochschule Ostwestfalen-Lippe, 2016, pp. 269–80.","short":"E. Scheideler, A. Ahlemeyer-Stubbe, in: F.-J. Villmer, E. Padoano, Department of Production Engineering and Management, Hochschule Ostwestfalen-Lippe (Eds.), Production Engineering and Management : Proceedings 6th International Conference, September 29 and 30, 2016 Lemgo, Germany , Hochschule Ostwestfalen-Lippe, Lemgo, 2016, pp. 269–280.","chicago":"Scheideler, Eva, and Andrea Ahlemeyer-Stubbe. “Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments.” In <i>Production Engineering and Management : Proceedings 6th International Conference, September 29 and 30, 2016 Lemgo, Germany </i>, edited by Franz-Josef Villmer, Elio Padoano, Department of Production Engineering and Management, and Hochschule Ostwestfalen-Lippe, 2016:269–80.   Publication Series in Direct Digital Manufacturing . Lemgo: Hochschule Ostwestfalen-Lippe, 2016.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Scheideler, Eva</span> ; <span style=\"font-variant:small-caps;\">Ahlemeyer-Stubbe, Andrea</span>: Expert Knowledge Systems to Ensure Quality and Reliability in Direct Digital Manufacturing Enviroments. In: <span style=\"font-variant:small-caps;\">Villmer, F.-J.</span> ; <span style=\"font-variant:small-caps;\">Padoano, E.</span> ; <span style=\"font-variant:small-caps;\">Department of Production Engineering and Management</span> ; <span style=\"font-variant:small-caps;\">Hochschule Ostwestfalen-Lippe</span> (Hrsg.): <i>Production engineering and management : proceedings 6th international conference, September 29 and 30, 2016 Lemgo, Germany </i>, <i>  Publication series in direct digital manufacturing </i>. Bd. 2016. Lemgo : Hochschule Ostwestfalen-Lippe, 2016, S. 269–280"},"oa":"1","intvolume":"      2016","series_title":"\t Publication series in direct digital manufacturing "},{"date_created":"2019-01-16T14:53:31Z","language":[{"iso":"ger"}],"date_updated":"2023-03-15T13:49:51Z","year":2015,"related_material":{"link":[{"relation":"table_of_contents","url":"http://digitale-objekte.hbz-nrw.de/storage2/2015/08/30/file_18/6393849.pdf"}]},"user_id":"74004","page":"289","type":"dissertation","_id":"421","abstract":[{"lang":"ger","text":"Es wird ein agentenbasiertes Planungsverfahren vorgestellt, das die Vereinbarkeit von Berufs- und Privatleben des Personals besser als bisher gewährleisten soll. Dabei wird durch eine Verbesserung der Einsatzzeitplanung sowohl den individuellen Präferenzen des Personals als auch einer fairen Berücksichtigung der Arbeitszeitwünsche Rechnung getragen. Hinsichtlich der betrieblichen Anforderungen und deren Erfüllung durch die geplanten Einsatzzeiten des Personals erfolgt eine dynamische Bewertung der Arbeitsabläufe mit Hilfe der personalorientierten Simulation.\r\n\r\nDissertation am Institut für Arbeitswissenschaft und Betriebsorganisation (Karlsruhe): Forschungsberichte aus dem Institut für Arbeitswissenschaft und Betriebsorganisation der Universität Karlsruhe ; Bd. 44"}],"place":"Aachen","status":"public","author":[{"last_name":"Gamber","id":"71451","full_name":"Gamber, Thilo Gerhard","first_name":"Thilo Gerhard"}],"extern":"1","title":"Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung","publication_status":"published","publication_identifier":{"isbn":["978-3-8440-3518-6"]},"keyword":["Arbeitszeitgestaltung","Personaleinsatz","Simulation"],"ddc":["650"],"citation":{"mla":"Gamber, Thilo Gerhard. <i>Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung</i>. Shaker Verlag, 2015.","chicago":"Gamber, Thilo Gerhard. <i>Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung</i>. Aachen: Shaker Verlag, 2015.","short":"T.G. Gamber, Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung, Shaker Verlag, Aachen, 2015.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Gamber, Thilo Gerhard</span>: <i>Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung</i>. Aachen : Shaker Verlag, 2015","bjps":"<b>Gamber TG</b> (2015) <i>Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung</i>. Aachen: Shaker Verlag.","chicago-de":"Gamber, Thilo Gerhard. 2015. <i>Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung</i>. Aachen: Shaker Verlag.","havard":"T.G. Gamber, Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung, Shaker Verlag, Aachen, 2015.","ufg":"<b>Gamber, Thilo Gerhard (2015)</b>: Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung, Aachen.","ama":"Gamber TG. <i>Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung</i>. Aachen: Shaker Verlag; 2015.","apa":"Gamber, T. G. (2015). <i>Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung</i>. Aachen: Shaker Verlag.","ieee":"T. G. Gamber, <i>Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung</i>. Aachen: Shaker Verlag, 2015.","van":"Gamber TG. Entwicklung eines Verfahrens zur agentenbasierten Einsatzzeitgestaltung. Aachen: Shaker Verlag; 2015. 289 p."},"publisher":"Shaker Verlag"},{"citation":{"ieee":"T. G. Gamber and G. Zülch, “Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals ,” in <i>Simulation in production and logistics 2015</i>, Dortmund, 2015, pp. 711–720.","van":"Gamber TG, Zülch G. Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals . In: Rabe M, Clausen U, Fraunhofer-Institut für materialfluss und Logistik IML, editors. Simulation in production and logistics 2015. Stuttgart: Fraunhofer Verlag; 2015. p. 711–20.","ama":"Gamber TG, Zülch G. Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals . In: Rabe M, Clausen U, Fraunhofer-Institut für materialfluss und Logistik IML, eds. <i>Simulation in production and logistics 2015</i>. Stuttgart: Fraunhofer Verlag; 2015:711-720.","apa":"Gamber, T. G., &#38; Zülch, G. (2015). Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals . In M. Rabe, U. Clausen, &#38; Fraunhofer-Institut für materialfluss und Logistik IML (Eds.), <i>Simulation in production and logistics 2015</i> (pp. 711–720). Stuttgart: Fraunhofer Verlag.","havard":"T.G. Gamber, G. Zülch, Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals , in: M. Rabe, U. Clausen, Fraunhofer-Institut für materialfluss und Logistik IML (Eds.), Simulation in production and logistics 2015, Fraunhofer Verlag, Stuttgart, 2015: pp. 711–720.","ufg":"<b>Gamber, Thilo Gerhard/Zülch, Gert (2015)</b>: Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals , in: Markus Rabe et. al. (Hgg.): <i>Simulation in production and logistics 2015</i>, Stuttgart, S. 711–720.","bjps":"<b>Gamber TG and Zülch G</b> (2015) Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals . In Rabe M, Clausen U and Fraunhofer-Institut für materialfluss und Logistik IML (eds), <i>Simulation in production and logistics 2015</i>. Stuttgart: Fraunhofer Verlag, pp. 711–720.","chicago-de":"Gamber, Thilo Gerhard und Gert Zülch. 2015. Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals . In: <i>Simulation in production and logistics 2015</i>, hg. von Markus Rabe, Uwe Clausen, und Fraunhofer-Institut für materialfluss und Logistik IML, 711–720. Stuttgart: Fraunhofer Verlag.","mla":"Gamber, Thilo Gerhard, and Gert Zülch. “Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals .” <i>Simulation in production and logistics 2015</i>, edited by Markus Rabe et al., Fraunhofer Verlag, 2015, pp. 711–20.","chicago":"Gamber, Thilo Gerhard, and Gert Zülch. “Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals .” In <i>Simulation in production and logistics 2015</i>, edited by Markus Rabe, Uwe Clausen, and Fraunhofer-Institut für materialfluss und Logistik IML, 711–20. Stuttgart: Fraunhofer Verlag, 2015.","short":"T.G. Gamber, G. Zülch, in: M. Rabe, U. Clausen, Fraunhofer-Institut für materialfluss und Logistik IML (Eds.), Simulation in production and logistics 2015, Fraunhofer Verlag, Stuttgart, 2015, pp. 711–720.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Gamber, Thilo Gerhard</span> ; <span style=\"font-variant:small-caps;\">Zülch, Gert</span>: Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals . In: <span style=\"font-variant:small-caps;\">Rabe, M.</span> ; <span style=\"font-variant:small-caps;\">Clausen, U.</span> ; <span style=\"font-variant:small-caps;\">Fraunhofer-Institut für materialfluss und Logistik IML</span> (Hrsg.): <i>Simulation in production and logistics 2015</i>. Stuttgart : Fraunhofer Verlag, 2015, S. 711–720"},"publisher":"Fraunhofer Verlag","keyword":["Produktion","Logistik","Simulation"],"publication":"Simulation in production and logistics 2015","conference":{"start_date":"2015-09-23","location":"Dortmund","end_date":"2015-09-25","name":"Proceedings ASIM 2015 Conference \"Simulation in Production and Logistics 2015"},"title":"Agentenbasierte Planung und simulationsunterstützte Bewertung praferenzorientierter Einsatzzeiten des Personals ","publication_identifier":{"isbn":["978-3-8396-0936-1"]},"publication_status":"published","place":"Stuttgart","status":"public","extern":"1","author":[{"first_name":"Thilo Gerhard","full_name":"Gamber, Thilo Gerhard","id":"71451","last_name":"Gamber"},{"first_name":"Gert","last_name":"Zülch","full_name":"Zülch, Gert"}],"_id":"422","type":"conference","page":"711-720","editor":[{"first_name":"Markus","last_name":"Rabe","full_name":"Rabe, Markus"},{"first_name":"Uwe","full_name":"Clausen, Uwe","last_name":"Clausen"}],"year":2015,"date_updated":"2023-03-15T13:49:51Z","related_material":{"link":[{"url":"http://digitale-objekte.hbz-nrw.de/storage2/2015/11/07/file_38/6502557.pdf","relation":"table_of_contents"}]},"user_id":"74004","date_created":"2019-01-16T15:07:24Z","corporate_editor":["Fraunhofer-Institut für materialfluss und Logistik IML"],"language":[{"iso":"ger"}]},{"volume":2,"page":"151-153","_id":"11225","type":"conference_editor_article","place":" New York, NY ","status":"public","author":[{"full_name":"Düchs, Dominik","last_name":"Düchs","first_name":"Dominik"},{"last_name":"Brunklaus","full_name":"Brunklaus, Sabine","first_name":"Sabine"},{"full_name":"Spang, Peter","last_name":"Spang","first_name":"Peter"},{"first_name":"Marion","last_name":"Ritzi-Lehnert","full_name":"Ritzi-Lehnert, Marion"},{"full_name":"Drese, Klaus S.","last_name":"Drese","first_name":"Klaus S."}],"corporate_editor":[" American Society of Mechanical Engineers "],"date_created":"2024-03-17T12:43:27Z","language":[{"iso":"eng"}],"date_updated":"2024-06-26T13:53:37Z","year":"2011","related_material":{"link":[{"url":"https://asmedigitalcollection.asme.org/ICNMM/proceedings-abstract/ICNMM2011/44649/151/351366?redirectedFrom=PDF","relation":"confirmation"}]},"user_id":"65129","citation":{"bjps":"<b>Düchs D <i>et al.</i></b> (2011) <i>Numerical Study of Micromixers for Stopped Flow</i>,  American Society of Mechanical Engineers  (ed.).  New York, NY : American Society of Mechanical Engineers.","chicago-de":"Düchs, Dominik, Sabine Brunklaus, Peter Spang, Marion Ritzi-Lehnert und Klaus S. Drese. 2011. <i>Numerical study of micromixers for stopped flow</i>. Hg. von  American Society of Mechanical Engineers . <i>Proceedings of the ASME 9th International Conference on Nanochannels, Microchannels and Minichannels - 2011 : presented at 9th International Conference on Nanochannels, Microchannels and Minichannels, June 19 - 22, 2011, Edmonton, Canada</i>. Bd. 2. Proceedings of the ASME 2011.  New York, NY : American Society of Mechanical Engineers. doi:<a href=\"https://doi.org/10.1115/ICNMM2011-58128\">10.1115/ICNMM2011-58128</a>, .","mla":"Düchs, Dominik, et al. “Numerical Study of Micromixers for Stopped Flow.” <i>Proceedings of the ASME 9th International Conference on Nanochannels, Microchannels and Minichannels - 2011 : Presented at 9th International Conference on Nanochannels, Microchannels and Minichannels, June 19 - 22, 2011, Edmonton, Canada</i>, edited by  American Society of Mechanical Engineers , vol. 2, American Society of Mechanical Engineers, 2011, pp. 151–53, <a href=\"https://doi.org/10.1115/ICNMM2011-58128\">https://doi.org/10.1115/ICNMM2011-58128</a>.","short":"D. Düchs, S. Brunklaus, P. Spang, M. Ritzi-Lehnert, K.S. Drese, Numerical Study of Micromixers for Stopped Flow, American Society of Mechanical Engineers,  New York, NY , 2011.","chicago":"Düchs, Dominik, Sabine Brunklaus, Peter Spang, Marion Ritzi-Lehnert, and Klaus S. Drese. <i>Numerical Study of Micromixers for Stopped Flow</i>. Edited by  American Society of Mechanical Engineers . <i>Proceedings of the ASME 9th International Conference on Nanochannels, Microchannels and Minichannels - 2011 : Presented at 9th International Conference on Nanochannels, Microchannels and Minichannels, June 19 - 22, 2011, Edmonton, Canada</i>. Vol. 2. Proceedings of the ASME 2011.  New York, NY : American Society of Mechanical Engineers, 2011. <a href=\"https://doi.org/10.1115/ICNMM2011-58128\">https://doi.org/10.1115/ICNMM2011-58128</a>.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Düchs, Dominik</span> ; <span style=\"font-variant:small-caps;\">Brunklaus, Sabine</span> ; <span style=\"font-variant:small-caps;\">Spang, Peter</span> ; <span style=\"font-variant:small-caps;\">Ritzi-Lehnert, Marion</span> ; <span style=\"font-variant:small-caps;\">Drese, Klaus S.</span> ; <span style=\"font-variant:small-caps;\"> American Society of Mechanical Engineers </span> (Hrsg.): <i>Numerical study of micromixers for stopped flow</i>, <i>Proceedings of the ASME 2011</i>. Bd. 2.  New York, NY  : American Society of Mechanical Engineers, 2011","ieee":"D. Düchs, S. Brunklaus, P. Spang, M. Ritzi-Lehnert, and K. S. Drese, <i>Numerical study of micromixers for stopped flow</i>, vol. 2.  New York, NY : American Society of Mechanical Engineers, 2011, pp. 151–153. doi: <a href=\"https://doi.org/10.1115/ICNMM2011-58128\">10.1115/ICNMM2011-58128</a>.","van":"Düchs D, Brunklaus S, Spang P, Ritzi-Lehnert M, Drese KS. Numerical study of micromixers for stopped flow.  American Society of Mechanical Engineers , editor. Proceedings of the ASME 9th International Conference on Nanochannels, Microchannels and Minichannels - 2011 : presented at 9th International Conference on Nanochannels, Microchannels and Minichannels, June 19 - 22, 2011, Edmonton, Canada.  New York, NY : American Society of Mechanical Engineers; 2011. (Proceedings of the ASME 2011; vol. 2).","havard":"D. Düchs, S. Brunklaus, P. Spang, M. Ritzi-Lehnert, K.S. Drese, Numerical study of micromixers for stopped flow, American Society of Mechanical Engineers,  New York, NY , 2011.","ufg":"<b>Düchs, Dominik u. a.</b>: Numerical study of micromixers for stopped flow, Bd. 2, hg. von  American Society of Mechanical Engineers ,  New York, NY  2011 (Proceedings of the ASME 2011).","ama":"Düchs D, Brunklaus S, Spang P, Ritzi-Lehnert M, Drese KS. <i>Numerical Study of Micromixers for Stopped Flow</i>. Vol 2. ( American Society of Mechanical Engineers , ed.). American Society of Mechanical Engineers; 2011:151-153. doi:<a href=\"https://doi.org/10.1115/ICNMM2011-58128\">10.1115/ICNMM2011-58128</a>","apa":"Düchs, D., Brunklaus, S., Spang, P., Ritzi-Lehnert, M., &#38; Drese, K. S. (2011). Numerical study of micromixers for stopped flow. In  American Society of Mechanical Engineers  (Ed.), <i>Proceedings of the ASME 9th International Conference on Nanochannels, Microchannels and Minichannels - 2011 : presented at 9th International Conference on Nanochannels, Microchannels and Minichannels, June 19 - 22, 2011, Edmonton, Canada</i> (Vol. 2, pp. 151–153). American Society of Mechanical Engineers. <a href=\"https://doi.org/10.1115/ICNMM2011-58128\">https://doi.org/10.1115/ICNMM2011-58128</a>"},"publisher":"American Society of Mechanical Engineers","quality_controlled":"1","intvolume":"         2","series_title":"Proceedings of the ASME 2011","publication":"Proceedings of the ASME 9th International Conference on Nanochannels, Microchannels and Minichannels - 2011 : presented at 9th International Conference on Nanochannels, Microchannels and Minichannels, June 19 - 22, 2011, Edmonton, Canada","conference":{"name":" 9th International Conference on Nanochannels, Microchannels, and Minichannels ","end_date":"2011-06-22","start_date":"2011-06-19","location":"Edmonton, Alberta, Canada "},"title":"Numerical study of micromixers for stopped flow","publication_status":"published","publication_identifier":{"isbn":[" 978-0-7918-4464-9 "]},"doi":"10.1115/ICNMM2011-58128","keyword":["CFD-Simulation"]},{"type":"book_chapter","_id":"5932","page":"332-344","abstract":[{"lang":"eng","text":"Groupage transports are frequently calculated based on freight rates assuming a declining rate with respect to volume and to transportation distance. This paper investigates the case of feeding many small shipments to customers via a freight forwarder network. It is argued that costs for post-carriage transport dominate other costs. Based on a theoretical estimate, simulation experiments for the case of a uniform distribution of customer locations around the subsidiary with a fixed shipment size per drop suggest that the aggregate costs grow progressively with increasing customer drop distances from the subsidiary. The resulting implications for transport modelling are discussed."}],"place":"Berlin","status":"public","author":[{"first_name":"Nicholas","last_name":"Boone","id":"24251","full_name":"Boone, Nicholas"},{"first_name":"Tim","last_name":"Quisbrock","full_name":"Quisbrock, Tim","id":"24033"}],"date_created":"2021-05-19T07:26:49Z","language":[{"iso":"eng"}],"year":2011,"date_updated":"2023-03-15T13:50:03Z","user_id":"15514","publisher":"Springer","citation":{"bjps":"<b>Boone N and Quisbrock T</b> (2011) Modelling Post-Carriage Transport Costs in Groupage Networks. <i>Advanced Manufacturing and Sustainable Logistics : Proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn</i>. Berlin: Springer, pp. 332–344.","chicago-de":"Boone, Nicholas und Tim Quisbrock. 2011. Modelling post-carriage transport costs in groupage networks. In: <i>Advanced manufacturing and sustainable logistics : proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn</i>, 332–344. Berlin: Springer. doi:<a href=\"https://doi.org/doi.org/10.1007/978-3-642-12494-5_30,\">doi.org/10.1007/978-3-642-12494-5_30,</a> .","ieee":"N. Boone and T. Quisbrock, “Modelling post-carriage transport costs in groupage networks,” in <i>Advanced manufacturing and sustainable logistics : proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn</i>, Berlin: Springer, 2011, pp. 332–344.","van":"Boone N, Quisbrock T. Modelling post-carriage transport costs in groupage networks. In: Advanced manufacturing and sustainable logistics : proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn. Berlin: Springer; 2011. p. 332–44.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Boone, Nicholas</span> ; <span style=\"font-variant:small-caps;\">Quisbrock, Tim</span>: Modelling post-carriage transport costs in groupage networks. In: <i>Advanced manufacturing and sustainable logistics : proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn</i>. Berlin : Springer, 2011, S. 332–344","apa":"Boone, N., &#38; Quisbrock, T. (2011). Modelling post-carriage transport costs in groupage networks. In <i>Advanced manufacturing and sustainable logistics : proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn</i> (pp. 332–344). Berlin: Springer. <a href=\"https://doi.org/doi.org/10.1007/978-3-642-12494-5_30\">https://doi.org/doi.org/10.1007/978-3-642-12494-5_30</a>","mla":"Boone, Nicholas, and Tim Quisbrock. “Modelling Post-Carriage Transport Costs in Groupage Networks.” <i>Advanced Manufacturing and Sustainable Logistics : Proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn</i>, Springer, 2011, pp. 332–44, doi:<a href=\"https://doi.org/doi.org/10.1007/978-3-642-12494-5_30\">doi.org/10.1007/978-3-642-12494-5_30</a>.","ama":"Boone N, Quisbrock T. Modelling post-carriage transport costs in groupage networks. In: <i>Advanced Manufacturing and Sustainable Logistics : Proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn</i>. Berlin: Springer; 2011:332-344. doi:<a href=\"https://doi.org/doi.org/10.1007/978-3-642-12494-5_30\">doi.org/10.1007/978-3-642-12494-5_30</a>","short":"N. Boone, T. Quisbrock, in: Advanced Manufacturing and Sustainable Logistics : Proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn, Springer, Berlin, 2011, pp. 332–344.","chicago":"Boone, Nicholas, and Tim Quisbrock. “Modelling Post-Carriage Transport Costs in Groupage Networks.” In <i>Advanced Manufacturing and Sustainable Logistics : Proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn</i>, 332–44. Berlin: Springer, 2011. <a href=\"https://doi.org/doi.org/10.1007/978-3-642-12494-5_30\">https://doi.org/doi.org/10.1007/978-3-642-12494-5_30</a>.","ufg":"<b>Boone, Nicholas/Quisbrock, Tim (2011)</b>: Modelling post-carriage transport costs in groupage networks, in: <i>Advanced manufacturing and sustainable logistics : proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn</i>, Berlin, S. 332–344.","havard":"N. Boone, T. Quisbrock, Modelling post-carriage transport costs in groupage networks, in: Advanced Manufacturing and Sustainable Logistics : Proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn, Springer, Berlin, 2011: pp. 332–344."},"conference":{"name":"8th International Heinz Nixdorf Symposium, IHNS 2010","end_date":"2010-04-22","start_date":"2010-04-21","location":"Paderborn"},"publication":"Advanced manufacturing and sustainable logistics : proceedings / 8th International Heinz Nixdorf Symposium, IHNS 2010, Paderborn","doi":"doi.org/10.1007/978-3-642-12494-5_30","department":[{"_id":"DEP1520"}],"title":"Modelling post-carriage transport costs in groupage networks","publication_status":"published","publication_identifier":{"isbn":["978-3-642-12461-7"],"eisbn":["978-3-642-12494-5"]},"keyword":["cost-by-cause principle","freight forwarder","freight rates","network","overhead costs","pricing","simulation","transport"]},{"place":"Karlsruhe","status":"public","author":[{"last_name":"Börkircher","full_name":"Börkircher, Mikko","first_name":"Mikko"},{"first_name":"Thilo Gerhard","last_name":"Gamber","full_name":"Gamber, Thilo Gerhard","id":"71451"}],"extern":"1","type":"conference","_id":"617","page":"405-412","editor":[{"first_name":"G.","full_name":"Zülch, G.","last_name":"Zülch"}],"abstract":[{"lang":"eng","text":"The production of high quality, customer-oriented but equally competitive products should encourage the manufacturers of construction materials to ensure that the non value-adding activities are continuously reduced within production. Against\r\nthis background, an approach was developed, based on a combination of static value stream mapping and dynamic simulation. By means of a pilot study from a company of the construction materials industry, the developed approach is presented."}],"date_updated":"2023-03-15T13:50:04Z","year":2010,"user_id":"74004","main_file_link":[{"open_access":"1","url":"https://publikationen.bibliothek.kit.edu/1000019635"}],"corporate_editor":["Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB)"],"date_created":"2019-03-04T12:48:22Z","language":[{"iso":"ger"}],"citation":{"ufg":"<b>Börkircher, Mikko/Gamber, Thilo Gerhard (2010)</b>: Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie, in: G. Zülch/Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB) (Hgg.): <i>Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010.</i>, Karlsruhe, S. 405–412.","havard":"M. Börkircher, T.G. Gamber, Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie, in: G. Zülch, Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB) (Eds.), Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010., KIT, Karlsruhe, 2010: pp. 405–412.","apa":"Börkircher, M., &#38; Gamber, T. G. (2010). Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie. In G. Zülch &#38; Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB) (Eds.), <i>Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010.</i> (pp. 405–412). Karlsruhe: KIT. <a href=\"https://doi.org/ DOI: 10.5445/KSP/1000019635 \">https://doi.org/ DOI: 10.5445/KSP/1000019635 </a>","ama":"Börkircher M, Gamber TG. Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie. In: Zülch G, Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB), eds. <i>Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010.</i> Karlsruhe: KIT; 2010:405-412. doi:<a href=\"https://doi.org/ DOI: 10.5445/KSP/1000019635 \"> DOI: 10.5445/KSP/1000019635 </a>","ieee":"M. Börkircher and T. G. Gamber, “Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie,” in <i>Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010.</i>, Karlsruhe, 2010, no. 1, pp. 405–412.","van":"Börkircher M, Gamber TG. Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie. In: Zülch G, Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB), editors. Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7 und 8 Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010. Karlsruhe: KIT; 2010. p. 405–12.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Börkircher, Mikko</span> ; <span style=\"font-variant:small-caps;\">Gamber, Thilo Gerhard</span>: Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie. In: <span style=\"font-variant:small-caps;\">Zülch, G.</span> ; <span style=\"font-variant:small-caps;\">Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB)</span> (Hrsg.): <i>Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010.</i>. Karlsruhe : KIT, 2010, S. 405–412","mla":"Börkircher, Mikko, and Thilo Gerhard Gamber. “Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie.” <i>Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010.</i>, edited by G. Zülch and Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB), no. 1, KIT, 2010, pp. 405–12, doi:<a href=\"https://doi.org/ DOI: 10.5445/KSP/1000019635 \"> DOI: 10.5445/KSP/1000019635 </a>.","chicago":"Börkircher, Mikko, and Thilo Gerhard Gamber. “Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie.” In <i>Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010.</i>, edited by G. Zülch and Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB), 405–12. Karlsruhe: KIT, 2010. <a href=\"https://doi.org/ DOI: 10.5445/KSP/1000019635 \">https://doi.org/ DOI: 10.5445/KSP/1000019635 </a>.","short":"M. Börkircher, T.G. Gamber, in: G. Zülch, Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB) (Eds.), Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010., KIT, Karlsruhe, 2010, pp. 405–412.","chicago-de":"Börkircher, Mikko und Thilo Gerhard Gamber. 2010. Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie. In: <i>Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010.</i>, hg. von G. Zülch und Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB), 405–412. Karlsruhe: KIT. doi:<a href=\"https://doi.org/ DOI: 10.5445/KSP/1000019635 ,\"> DOI: 10.5445/KSP/1000019635 ,</a> .","bjps":"<b>Börkircher M and Gamber TG</b> (2010) Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie. In Zülch G and Institut für Arbeitswissenschaft und Betriebsorganisation (IFAB) (eds), <i>Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010.</i> Karlsruhe: KIT, pp. 405–412."},"publisher":"KIT","oa":"1","keyword":["Simulation","Automobilindustrie","Digitale Fabrik","Logistiksysteme","Bauindustrie"],"publication":"Integrationsaspekte der Simulation: Technik, Orgnisation und Personal, Karlsruhe, 7. und 8. Oktober 2010 = Integration Aspects of Simulation: Equipment, Organization and Personnell, Karlsruhe, 7th and 8th October 2010.","conference":{"name":"Integrationsaspekte der Simulation: Technik, Orgnisation und Personal","end_date":"2010-10-08","location":"Karlsruhe","start_date":"2010-10-07"},"title":"Simulationsunterstütztes Wertstromdesign: Ansatz zur Steigerung des Wertschöpfungspotenzials in der Baustoffindustrie","publication_identifier":{"isbn":["978-3-86644-558-1"]},"publication_status":"published","issue":"1","doi":" DOI: 10.5445/KSP/1000019635 "},{"date_updated":"2023-03-15T13:49:56Z","year":2007,"user_id":"74004","date_created":"2019-01-30T07:51:48Z","language":[{"iso":"eng"}],"place":"New York","status":"public","author":[{"first_name":"Gert","last_name":"Zülch","full_name":"Zülch, Gert"},{"full_name":"Gamber, Thilo Gerhard","id":"71451","last_name":"Gamber","first_name":"Thilo Gerhard"},{"first_name":"Patricia","last_name":"Stock","full_name":"Stock, Patricia"}],"extern":"1","type":"conference","page":"337-344","_id":"486","abstract":[{"text":"Growing market demands on enterprises and the resulting challenges for their organization have been discussed for many years now. The flexibilty and mutability of an enterprise are thereby considered as a significant factor for success.","lang":"eng"}],"editor":[{"full_name":"Olhager, Jan","last_name":"Olhager","first_name":"Jan"},{"first_name":"Fredrik","full_name":"Persson, Fredrik","last_name":"Persson"}],"keyword":["production planning and control","decision-making system","personnel-oriented simulation"],"conference":{"start_date":"2007-09-17","location":"Linköping","end_date":"2007-09-19","name":"International IFIP TC 5, WG 5.7 Conference on Advances in Production Management Systems (APMS 2007)"},"publication":"Advances in Production Management Systems","title":"Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area","publication_identifier":{"isbn":["978-0-387-74157-4"]},"publication_status":"published","publisher":"Springer","citation":{"ama":"Zülch G, Gamber TG, Stock P. Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area. In: Olhager J, Persson F, eds. <i>Advances in Production Management Systems</i>. New York: Springer; 2007:337-344.","short":"G. Zülch, T.G. Gamber, P. Stock, in: J. Olhager, F. Persson (Eds.), Advances in Production Management Systems, Springer, New York, 2007, pp. 337–344.","chicago":"Zülch, Gert, Thilo Gerhard Gamber, and Patricia Stock. “Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area.” In <i>Advances in Production Management Systems</i>, edited by Jan Olhager and Fredrik Persson, 337–44. New York: Springer, 2007.","mla":"Zülch, Gert, et al. “Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area.” <i>Advances in Production Management Systems</i>, edited by Jan Olhager and Fredrik Persson, Springer, 2007, pp. 337–44.","apa":"Zülch, G., Gamber, T. G., &#38; Stock, P. (2007). Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area. In J. Olhager &#38; F. Persson (Eds.), <i>Advances in Production Management Systems</i> (pp. 337–344). New York: Springer.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Zülch, Gert</span> ; <span style=\"font-variant:small-caps;\">Gamber, Thilo Gerhard</span> ; <span style=\"font-variant:small-caps;\">Stock, Patricia</span>: Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area. In: <span style=\"font-variant:small-caps;\">Olhager, J.</span> ; <span style=\"font-variant:small-caps;\">Persson, F.</span> (Hrsg.): <i>Advances in Production Management Systems</i>. New York : Springer, 2007, S. 337–344","havard":"G. Zülch, T.G. Gamber, P. Stock, Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area, in: J. Olhager, F. Persson (Eds.), Advances in Production Management Systems, Springer, New York, 2007: pp. 337–344.","ufg":"<b>Zülch, Gert et. al. (2007)</b>: Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area, in: Jan Olhager/Fredrik Persson (Hgg.): <i>Advances in Production Management Systems</i>, New York, S. 337–344.","chicago-de":"Zülch, Gert, Thilo Gerhard Gamber und Patricia Stock. 2007. Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area. In: <i>Advances in Production Management Systems</i>, hg. von Jan Olhager und Fredrik Persson, 337–344. New York: Springer.","bjps":"<b>Zülch G, Gamber TG and Stock P</b> (2007) Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area. In Olhager J and Persson F (eds), <i>Advances in Production Management Systems</i>. New York: Springer, pp. 337–344.","van":"Zülch G, Gamber TG, Stock P. Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area. In: Olhager J, Persson F, editors. Advances in Production Management Systems. New York: Springer; 2007. p. 337–44.","ieee":"G. Zülch, T. G. Gamber, and P. Stock, “Methodology for the Analysis of Simulation-Based Decision-Making in the Manufacturing Area,” in <i>Advances in Production Management Systems</i>, Linköping, 2007, pp. 337–344."}}]
