[{"abstract":[{"lang":"eng","text":"The current trend of integrating machines and factories into cyber-physical systems (CPS) creates an enormous complexity for operators of such systems. Especially the search for the root cause of cascading failures becomes highly time-consuming. Within this paper, we address the question on how to help human users to better and faster understand root causes of such situations. We propose a concept of interactive alarm flood reduction and present the implementation of a first vertical prototype for such a system. We consider this prototype as a first artifact to be discussed by the research community and aim towards an incremental further development of the system in order to support humans in complex error situations."}],"oa":"1","publication_identifier":{"eisbn":["9783319668086 "],"isbn":["978-3-319-66807-9"]},"publication":" Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings","date_updated":"2023-03-15T13:49:51Z","publisher":"Springer","language":[{"iso":"eng"}],"year":2017,"main_file_link":[{"open_access":"1"}],"keyword":["Alarm flood reduction","Machine learning","Assistive system"],"publication_status":"published","volume":10410,"author":[{"id":"61868","full_name":"Büttner, Sebastian","first_name":"Sebastian","last_name":"Büttner"},{"id":"52317","full_name":"Wunderlich, Paul","first_name":"Paul","last_name":"Wunderlich"},{"last_name":"Heinz","first_name":"Mario","id":"68913","full_name":"Heinz, Mario"},{"last_name":"Niggemann","id":"10876","full_name":"Niggemann, Oliver","first_name":"Oliver"},{"last_name":"Röcker","id":"61525","full_name":"Röcker, Carsten","first_name":"Carsten"}],"date_created":"2020-12-10T13:40:04Z","type":"conference","_id":"4254","place":"Cham","user_id":"15514","status":"public","department":[{"_id":"DEP5023"}],"intvolume":"     10410","page":"69-82","title":"Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction","editor":[{"last_name":"Holzinger","first_name":"Andreas","full_name":"Holzinger, Andreas"}],"citation":{"havard":"S. Büttner, P. Wunderlich, M. Heinz, O. Niggemann, C. Röcker, Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction, in: A. Holzinger (Ed.),  Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings, Springer, Cham, 2017: pp. 69–82.","van":"Büttner S, Wunderlich P, Heinz M, Niggemann O, Röcker C. Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction. In: Holzinger A, editor.  Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 84, 89, 129 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings. Cham: Springer; 2017. p. 69–82. (Lecture Notes in Computer Science ; vol. 10410).","din1505-2-1":"<span style=\"font-variant:small-caps;\">Büttner, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Wunderlich, Paul</span> ; <span style=\"font-variant:small-caps;\">Heinz, Mario</span> ; <span style=\"font-variant:small-caps;\">Niggemann, Oliver</span> ; <span style=\"font-variant:small-caps;\">Röcker, Carsten</span>: Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction. In: <span style=\"font-variant:small-caps;\">Holzinger, A.</span> (Hrsg.): <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, <i>Lecture Notes in Computer Science </i>. Bd. 10410. Cham : Springer, 2017, S. 69–82","bjps":"<b>Büttner S <i>et al.</i></b> (2017) Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction. In Holzinger A (ed.), <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, vol. 10410. Cham: Springer, pp. 69–82.","chicago-de":"Büttner, Sebastian, Paul Wunderlich, Mario Heinz, Oliver Niggemann und Carsten Röcker. 2017. Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction. In: <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, hg. von Andreas Holzinger, 10410:69–82. Lecture Notes in Computer Science . Cham: Springer.","chicago":"Büttner, Sebastian, Paul Wunderlich, Mario Heinz, Oliver Niggemann, and Carsten Röcker. “Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction.” In <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, edited by Andreas Holzinger, 10410:69–82. Lecture Notes in Computer Science . Cham: Springer, 2017.","ufg":"<b>Büttner, Sebastian et. al. (2017)</b>: Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction, in: Andreas Holzinger (Hg.): <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i> (=<i>Lecture Notes in Computer Science  10410</i>), Cham, S. 69–82.","short":"S. Büttner, P. Wunderlich, M. Heinz, O. Niggemann, C. Röcker, in: A. Holzinger (Ed.),  Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings, Springer, Cham, 2017, pp. 69–82.","mla":"Büttner, Sebastian, et al. “Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction.” <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, edited by Andreas Holzinger, vol. 10410, Springer, 2017, pp. 69–82.","ieee":"S. Büttner, P. Wunderlich, M. Heinz, O. Niggemann, and C. Röcker, “Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction,” in <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, Reggio, Italy, 2017, vol. 10410, pp. 69–82.","apa":"Büttner, S., Wunderlich, P., Heinz, M., Niggemann, O., &#38; Röcker, C. (2017). Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction. In A. Holzinger (Ed.), <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i> (Vol. 10410, pp. 69–82). Cham: Springer.","ama":"Büttner S, Wunderlich P, Heinz M, Niggemann O, Röcker C. Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction. In: Holzinger A, ed. <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>. Vol 10410. Lecture Notes in Computer Science . Cham: Springer; 2017:69-82."},"conference":{"name":"International Cross-Domain Conference, CD-MAKE 2017","location":"Reggio, Italy","end_date":"2017-09-01","start_date":"2017-08-29"},"series_title":"Lecture Notes in Computer Science "},{"publisher":"Springer","publication":" Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings","date_updated":"2023-03-15T13:49:51Z","oa":"1","publication_identifier":{"eisbn":["9783319668086 "],"isbn":["978-3-319-66807-9"]},"abstract":[{"lang":"eng","text":"Increasingly, production processes are enabled and controlled by Information Technology (IT), a development being also referred to as “Industry 4.0”. IT thereby contributes to flexible and adaptive production processes, and in this sense factories become “smart factories”. In line with this, IT also more and more supports human workers via various assistance systems. This support aims to both support workers to better execute their tasks and to reduce the effort and time required when working. However, due to the large spectrum of assistance systems, it is hard to acquire an overview and to select an adequate system for a smart factory based on meaningful criteria. We therefore synthesize a set of comparison criteria into a consistent framework and demonstrate the application of our framework by classifying three examples."}],"date_created":"2020-12-10T13:40:05Z","author":[{"first_name":"Michael","full_name":"Fellmann, Michael","last_name":"Fellmann"},{"last_name":"Robert","first_name":"Sebastian","full_name":"Robert, Sebastian"},{"last_name":"Büttner","full_name":"Büttner, Sebastian","id":"61868","first_name":"Sebastian"},{"last_name":"Mucha","id":"64896","full_name":"Mucha, Henrik","first_name":"Henrik"},{"last_name":"Röcker","full_name":"Röcker, Carsten","id":"61525","first_name":"Carsten"}],"keyword":["Assistance systems","Smart factory","Production processes"],"publication_status":"published","volume":10410,"year":2017,"main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"_id":"4255","type":"conference","conference":{"location":"Reggio, Italy","name":"International Cross-Domain Conference, CD-MAKE 2017","start_date":"2017-08-29","end_date":"2017-09-01"},"series_title":"Lecture Notes in Computer Science ","title":"Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories","doi":"10.1007/978-3-319-66808-6_5","citation":{"ieee":"M. Fellmann, S. Robert, S. Büttner, H. Mucha, and C. Röcker, “Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories,” in <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, Reggio, Italy, 2017, vol. 10410, pp. 59–68.","apa":"Fellmann, M., Robert, S., Büttner, S., Mucha, H., &#38; Röcker, C. (2017). Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories. In A. Holzinger (Ed.), <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i> (Vol. 10410, pp. 59–68). Cham: Springer. <a href=\"https://doi.org/10.1007/978-3-319-66808-6_5\">https://doi.org/10.1007/978-3-319-66808-6_5</a>","ama":"Fellmann M, Robert S, Büttner S, Mucha H, Röcker C. Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories. In: Holzinger A, ed. <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>. Vol 10410. Lecture Notes in Computer Science . Cham: Springer; 2017:59-68. doi:<a href=\"https://doi.org/10.1007/978-3-319-66808-6_5\">10.1007/978-3-319-66808-6_5</a>","ufg":"<b>Fellmann, Michael et. al. (2017)</b>: Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories, in: Andreas Holzinger (Hg.): <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i> (=<i>Lecture Notes in Computer Science  10410</i>), Cham, S. 59–68.","short":"M. Fellmann, S. Robert, S. Büttner, H. Mucha, C. Röcker, in: A. Holzinger (Ed.),  Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings, Springer, Cham, 2017, pp. 59–68.","mla":"Fellmann, Michael, et al. “Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories.” <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, edited by Andreas Holzinger, vol. 10410, Springer, 2017, pp. 59–68, doi:<a href=\"https://doi.org/10.1007/978-3-319-66808-6_5\">10.1007/978-3-319-66808-6_5</a>.","bjps":"<b>Fellmann M <i>et al.</i></b> (2017) Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories. In Holzinger A (ed.), <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, vol. 10410. Cham: Springer, pp. 59–68.","chicago-de":"Fellmann, Michael, Sebastian Robert, Sebastian Büttner, Henrik Mucha und Carsten Röcker. 2017. Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories. In: <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, hg. von Andreas Holzinger, 10410:59–68. Lecture Notes in Computer Science . Cham: Springer. doi:<a href=\"https://doi.org/10.1007/978-3-319-66808-6_5,\">10.1007/978-3-319-66808-6_5,</a> .","chicago":"Fellmann, Michael, Sebastian Robert, Sebastian Büttner, Henrik Mucha, and Carsten Röcker. “Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories.” In <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, edited by Andreas Holzinger, 10410:59–68. Lecture Notes in Computer Science . Cham: Springer, 2017. <a href=\"https://doi.org/10.1007/978-3-319-66808-6_5\">https://doi.org/10.1007/978-3-319-66808-6_5</a>.","havard":"M. Fellmann, S. Robert, S. Büttner, H. Mucha, C. Röcker, Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories, in: A. Holzinger (Ed.),  Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings, Springer, Cham, 2017: pp. 59–68.","van":"Fellmann M, Robert S, Büttner S, Mucha H, Röcker C. Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories. In: Holzinger A, editor.  Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 84, 89, 129 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings. Cham: Springer; 2017. p. 59–68. (Lecture Notes in Computer Science ; vol. 10410).","din1505-2-1":"<span style=\"font-variant:small-caps;\">Fellmann, Michael</span> ; <span style=\"font-variant:small-caps;\">Robert, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Büttner, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Mucha, Henrik</span> ; <span style=\"font-variant:small-caps;\">Röcker, Carsten</span>: Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories. In: <span style=\"font-variant:small-caps;\">Holzinger, A.</span> (Hrsg.): <i> Machine Learning and Knowledge Extraction : First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings</i>, <i>Lecture Notes in Computer Science </i>. Bd. 10410. Cham : Springer, 2017, S. 59–68"},"editor":[{"last_name":"Holzinger","full_name":"Holzinger, Andreas","first_name":"Andreas"}],"status":"public","intvolume":"     10410","page":"59-68","department":[{"_id":"DEP5023"}],"user_id":"15514","place":"Cham"}]