[{"keyword":["Task Sequencing","Manufacturing","Learning To Rank","Scheduling Human Factors","Case Study"],"language":[{"iso":"eng"}],"publication":"Procedia Computer Science","publication_identifier":{"issn":["1877-0509"]},"date_created":"2026-01-29T10:15:17Z","date_updated":"2026-02-10T10:54:05Z","year":"2025","author":[{"id":"86180","first_name":"Jan-Phillip","last_name":"Herrmann","full_name":"Herrmann, Jan-Phillip"},{"first_name":"Sven","last_name":"Tackenberg","id":"71470","full_name":"Tackenberg, Sven"},{"last_name":"Burgert","first_name":"Florens","full_name":"Burgert, Florens"},{"last_name":"Nitsch","first_name":"Verena","full_name":"Nitsch, Verena"}],"status":"public","page":"1820-1829","title":"Influencing factors on worker task sequencing decisions in a medium-sized hydraulic cylinder manufacturer","volume":253,"citation":{"apa":"Herrmann, J.-P., Tackenberg, S., Burgert, F., &#38; Nitsch, V. (2025). Influencing factors on worker task sequencing decisions in a medium-sized hydraulic cylinder manufacturer. <i>Procedia Computer Science</i>, <i>253</i>, 1820–1829. <a href=\"https://doi.org/10.1016/j.procs.2025.01.244\">https://doi.org/10.1016/j.procs.2025.01.244</a>","chicago":"Herrmann, Jan-Phillip, Sven Tackenberg, Florens Burgert, and Verena Nitsch. “Influencing Factors on Worker Task Sequencing Decisions in a Medium-Sized Hydraulic Cylinder Manufacturer.” <i>Procedia Computer Science</i> 253 (2025): 1820–29. <a href=\"https://doi.org/10.1016/j.procs.2025.01.244\">https://doi.org/10.1016/j.procs.2025.01.244</a>.","van":"Herrmann JP, Tackenberg S, Burgert F, Nitsch V. Influencing factors on worker task sequencing decisions in a medium-sized hydraulic cylinder manufacturer. Procedia Computer Science. 2025;253:1820–9.","havard":"J.-P. Herrmann, S. Tackenberg, F. Burgert, V. Nitsch, Influencing factors on worker task sequencing decisions in a medium-sized hydraulic cylinder manufacturer, Procedia Computer Science. 253 (2025) 1820–1829.","mla":"Herrmann, Jan-Phillip, et al. “Influencing Factors on Worker Task Sequencing Decisions in a Medium-Sized Hydraulic Cylinder Manufacturer.” <i>Procedia Computer Science</i>, vol. 253, 2025, pp. 1820–29, <a href=\"https://doi.org/10.1016/j.procs.2025.01.244\">https://doi.org/10.1016/j.procs.2025.01.244</a>.","bjps":"<b>Herrmann J-P <i>et al.</i></b> (2025) Influencing Factors on Worker Task Sequencing Decisions in a Medium-Sized Hydraulic Cylinder Manufacturer. <i>Procedia Computer Science</i> <b>253</b>, 1820–1829.","ufg":"<b>Herrmann, Jan-Phillip u. a.</b>: Influencing factors on worker task sequencing decisions in a medium-sized hydraulic cylinder manufacturer, in: <i>Procedia Computer Science</i> 253 (2025),  S. 1820–1829.","short":"J.-P. Herrmann, S. Tackenberg, F. Burgert, V. Nitsch, Procedia Computer Science 253 (2025) 1820–1829.","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;\">Burgert, Florens</span> ; <span style=\"font-variant:small-caps;\">Nitsch, Verena</span>: Influencing factors on worker task sequencing decisions in a medium-sized hydraulic cylinder manufacturer. In: <i>Procedia Computer Science</i> Bd. 253. Amsterdam, Elsevier BV (2025), S. 1820–1829","chicago-de":"Herrmann, Jan-Phillip, Sven Tackenberg, Florens Burgert und Verena Nitsch. 2025. Influencing factors on worker task sequencing decisions in a medium-sized hydraulic cylinder manufacturer. <i>Procedia Computer Science</i> 253: 1820–1829. doi:<a href=\"https://doi.org/10.1016/j.procs.2025.01.244\">10.1016/j.procs.2025.01.244</a>, .","ieee":"J.-P. Herrmann, S. Tackenberg, F. Burgert, and V. Nitsch, “Influencing factors on worker task sequencing decisions in a medium-sized hydraulic cylinder manufacturer,” <i>Procedia Computer Science</i>, vol. 253, pp. 1820–1829, 2025, doi: <a href=\"https://doi.org/10.1016/j.procs.2025.01.244\">10.1016/j.procs.2025.01.244</a>.","ama":"Herrmann JP, Tackenberg S, Burgert F, Nitsch V. Influencing factors on worker task sequencing decisions in a medium-sized hydraulic cylinder manufacturer. <i>Procedia Computer Science</i>. 2025;253:1820-1829. doi:<a href=\"https://doi.org/10.1016/j.procs.2025.01.244\">10.1016/j.procs.2025.01.244</a>"},"_id":"13349","doi":"10.1016/j.procs.2025.01.244","place":"Amsterdam","type":"scientific_journal_article","intvolume":"       253","user_id":"83781","abstract":[{"lang":"eng","text":"In weakly-structured work processes, workers are free to decide in which sequence to process their tasks. Predicting their decision-making helps plan production more accurately while preserving workers’ autonomy. The factors that influence workers’ decision-making depend on the manufacturing process and person considered, and they must be newly collected for each use case. This paper identifies the factors influencing workers when deciding in which sequence to process manufacturing tasks in a medium-sized hydraulic cylinder manufacturer. Five workers and two lead workers were observed and interviewed during several work shifts about influencing factors. The authors propose a new interview technique called indifference testing to overcome subjects’ difficulty articulating their decision-making process. Collected factors were categorized using inductive category formation and context analysis. The analyses identified 75 influencing factors comprising 37 decision attributes and 38 decision rules. The identified decision attributes indicate that worker preferences are influenced by attributes from the classical scheduling literature and attributes related to worker well-being, circadian rhythms, and ergonomics. The identified decision rules are useful constituents of more complex preference functions. The decision attributes and rules enable the construction of machine learning models to predict workers’ task sequencing decisions in job shops. Potential applications include systematically eliminating or controlling influencing factors through workplace design measures to increase worker well-being and optimality of their decisions."}],"department":[{"_id":"DEP7020"}],"publisher":"Elsevier BV","quality_controlled":"1","publication_status":"published"},{"oa":"1","language":[{"iso":"eng"}],"keyword":["Systems Engineering (SE)","Design methods","Case study","Design process"],"date_created":"2023-06-26T11:03:16Z","publication":"Proceedings of the International Conference on Engineering Design (ICED23)","publication_identifier":{"eissn":[" 2732-527X"]},"date_updated":"2023-06-29T12:45:11Z","year":"2023","main_file_link":[{"open_access":"1","url":"https://www.cambridge.org/core/journals/proceedings-of-the-design-society/article/supporting-systems-engineering-activities-by-artifactoriented-description-and-selection-of-methods/E80825E7E1B5D70F784E978A6119295D"}],"author":[{"full_name":"Ammersdörfer, Theresa","last_name":"Ammersdörfer","first_name":"Theresa"},{"first_name":"David","full_name":"Inkermann, David","last_name":"Inkermann"},{"first_name":"Johannes","last_name":"Müller","full_name":"Müller, Johannes"},{"last_name":"Mandel","first_name":"Constantin","full_name":"Mandel, Constantin"},{"full_name":"Albers, Albert","last_name":"Albers","first_name":"Albert"},{"first_name":"Julian","last_name":"Tekaat","full_name":"Tekaat, Julian"},{"last_name":"Schierbaum","full_name":"Schierbaum, Anja","first_name":"Anja"},{"last_name":"Anacker","first_name":"Harald","full_name":"Anacker, Harald"},{"last_name":"Bitzer","full_name":"Bitzer, Michael","first_name":"Michael"},{"first_name":"Sven","full_name":"Kleiner, Sven","last_name":"Kleiner"},{"first_name":"Jan-Phillip","id":"75846","full_name":"Herrmann, Jan-Phillip","last_name":"Herrmann"},{"full_name":"Krause, Patrik","first_name":"Patrik","last_name":"Krause"}],"page":"3245-3254","status":"public","title":"SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS","volume":3,"citation":{"din1505-2-1":"<span style=\"font-variant:small-caps;\"><span style=\"font-variant:small-caps;\">Ammersdörfer, Theresa</span> ; <span style=\"font-variant:small-caps;\">Inkermann, David</span> ; <span style=\"font-variant:small-caps;\">Müller, Johannes</span> ; <span style=\"font-variant:small-caps;\">Mandel, Constantin</span> ; <span style=\"font-variant:small-caps;\">Albers, Albert</span> ; <span style=\"font-variant:small-caps;\">Tekaat, Julian</span> ; <span style=\"font-variant:small-caps;\">Schierbaum, Anja</span> ; <span style=\"font-variant:small-caps;\">Anacker, Harald</span> ; u. a.</span>: <i>SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS</i>. Bd. 3 : Cambridge University Press, 2023","chicago-de":"Ammersdörfer, Theresa, David Inkermann, Johannes Müller, Constantin Mandel, Albert Albers, Julian Tekaat, Anja Schierbaum, u. a. 2023. <i>SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS</i>. <i>Proceedings of the International Conference on Engineering Design (ICED23)</i>. Bd. 3. Cambridge University Press. doi:<a href=\"https://doi.org/10.1017/pds.2023.325\">https://doi.org/10.1017/pds.2023.325</a>, .","short":"T. Ammersdörfer, D. Inkermann, J. Müller, C. Mandel, A. Albers, J. Tekaat, A. Schierbaum, H. Anacker, M. Bitzer, S. Kleiner, J.-P. Herrmann, P. Krause, SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS, Cambridge University Press, 2023.","mla":"Ammersdörfer, Theresa, et al. “SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS.” <i>Proceedings of the International Conference on Engineering Design (ICED23)</i>, vol. 3, Cambridge University Press, 2023, pp. 3245–54, <a href=\"https://doi.org/10.1017/pds.2023.325\">https://doi.org/10.1017/pds.2023.325</a>.","havard":"T. Ammersdörfer, D. Inkermann, J. Müller, C. Mandel, A. Albers, J. Tekaat, A. Schierbaum, H. Anacker, M. Bitzer, S. Kleiner, J.-P. Herrmann, P. Krause, SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS, Cambridge University Press, 2023.","bjps":"<b>Ammersdörfer T <i>et al.</i></b> (2023) <i>SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS</i>. Cambridge University Press.","ufg":"<b>Ammersdörfer, Theresa u. a.</b>: SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS, Bd. 3, o. O. 2023.","ama":"Ammersdörfer T, Inkermann D, Müller J, et al. <i>SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS</i>. Vol 3. Cambridge University Press; 2023:3245-3254. doi:<a href=\"https://doi.org/10.1017/pds.2023.325\">https://doi.org/10.1017/pds.2023.325</a>","van":"Ammersdörfer T, Inkermann D, Müller J, Mandel C, Albers A, Tekaat J, et al. SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS. Vol. 3, Proceedings of the International Conference on Engineering Design (ICED23). Cambridge University Press; 2023.","chicago":"Ammersdörfer, Theresa, David Inkermann, Johannes Müller, Constantin Mandel, Albert Albers, Julian Tekaat, Anja Schierbaum, et al. <i>SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS</i>. <i>Proceedings of the International Conference on Engineering Design (ICED23)</i>. Vol. 3. Cambridge University Press, 2023. <a href=\"https://doi.org/10.1017/pds.2023.325\">https://doi.org/10.1017/pds.2023.325</a>.","ieee":"T. Ammersdörfer <i>et al.</i>, <i>SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS</i>, vol. 3. Cambridge University Press, 2023, pp. 3245–3254. doi: <a href=\"https://doi.org/10.1017/pds.2023.325\">https://doi.org/10.1017/pds.2023.325</a>.","apa":"Ammersdörfer, T., Inkermann, D., Müller, J., Mandel, C., Albers, A., Tekaat, J., Schierbaum, A., Anacker, H., Bitzer, M., Kleiner, S., Herrmann, J.-P., &#38; Krause, P. (2023). SUPPORTING SYSTEMS ENGINEERING ACTIVITIES BY ARTIFACT-ORIENTED DESCRIPTION AND SELECTION OF METHODS. In <i>Proceedings of the International Conference on Engineering Design (ICED23)</i> (Vol. 3, pp. 3245–3254). Cambridge University Press. <a href=\"https://doi.org/10.1017/pds.2023.325\">https://doi.org/10.1017/pds.2023.325</a>"},"doi":"https://doi.org/10.1017/pds.2023.325","_id":"10012","type":"conference_editor_article","user_id":"15514","intvolume":"         3","conference":{"location":"Bordeaux, Frankreich","name":"24th International Conference on Engineering Design (ICED 2023)","start_date":"2023-07-24","end_date":"2023-07-28"},"department":[{"_id":"DEP7020"}],"abstract":[{"text":"Systems Engineering (SE) is becoming increasingly relevant in industrial application since more stakeholders are involved in engineering activities. To implement SE, companies have to adapt existing engineering processes and methods. This adaption requires knowledge about new methods as well as their integration into the engineering activities. In order to ensure goal-oriented identification of methods for different SE activities in this contribution an action field profile and the Systems Engineering Method Matrix are proposed. The development of both tools is driven by the assumption that most SE activities and methods can be described based on the artefacts the deliver. In order to get feedback about the proposed tools, semi-structured interviews with two industry partners were conducted, focussing on the tool's usability. These interviews underline the basic usability of the tools and their support to identify SE activities to be supported by (new) methods. Moreover, requirements for further development and adaption are derived from the interviews.","lang":"eng"}],"quality_controlled":"1","publisher":"Cambridge University Press","publication_status":"published"},{"publication":"Sustainability / Multidisciplinary Digital Publishing Institute (MDPI)","publication_identifier":{"issn":["2071-1050 "]},"date_created":"2022-07-13T20:32:19Z","date_updated":"2024-08-08T06:27:56Z","oa":"1","keyword":["mass housing neighbourhoods","rehabilitation","housing design values","comparative case study","questionnaire","multiscale approach","Germany","North Macedonia","Serbia"],"language":[{"iso":"eng"}],"title":"Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue","citation":{"ieee":"A. Milovanovic <i>et al.</i>, “Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue,” <i>Sustainability / Multidisciplinary Digital Publishing Institute (MDPI)</i>, vol. 14, no. 13, Art. no. 8106, 2022, doi: <a href=\"https://doi.org/10.3390/su14138106\">10.3390/su14138106</a>.","ama":"Milovanovic A, Dragutinovic A, Nikezic A, et al. Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue. <i>Sustainability / Multidisciplinary Digital Publishing Institute (MDPI)</i>. 2022;14(13). doi:<a href=\"https://doi.org/10.3390/su14138106\">10.3390/su14138106</a>","short":"A. Milovanovic, A. Dragutinovic, A. Nikezic, U. Pottgiesser, M. Stojanovski, A. Ivanovska Deskova, J. Ivanovski, T. Damjanovska, Sustainability / Multidisciplinary Digital Publishing Institute (MDPI) 14 (2022).","chicago-de":"Milovanovic, Aleksandra, Anica Dragutinovic, Ana Nikezic, Uta Pottgiesser, Mihajlo Stojanovski, Ana Ivanovska Deskova, Jovan Ivanovski und Tea Damjanovska. 2022. Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue. <i>Sustainability / Multidisciplinary Digital Publishing Institute (MDPI)</i> 14, Nr. 13. doi:<a href=\"https://doi.org/10.3390/su14138106\">10.3390/su14138106</a>, .","din1505-2-1":"<span style=\"font-variant:small-caps;\">Milovanovic, Aleksandra</span> ; <span style=\"font-variant:small-caps;\">Dragutinovic, Anica</span> ; <span style=\"font-variant:small-caps;\">Nikezic, Ana</span> ; <span style=\"font-variant:small-caps;\">Pottgiesser, Uta</span> ; <span style=\"font-variant:small-caps;\">Stojanovski, Mihajlo</span> ; <span style=\"font-variant:small-caps;\">Ivanovska Deskova, Ana</span> ; <span style=\"font-variant:small-caps;\">Ivanovski, Jovan</span> ; <span style=\"font-variant:small-caps;\">Damjanovska, Tea</span>: Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue. In: <i>Sustainability / Multidisciplinary Digital Publishing Institute (MDPI)</i> Bd. 14. Basel, MDPI (2022), Nr. 13","apa":"Milovanovic, A., Dragutinovic, A., Nikezic, A., Pottgiesser, U., Stojanovski, M., Ivanovska Deskova, A., Ivanovski, J., &#38; Damjanovska, T. (2022). Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue. <i>Sustainability / Multidisciplinary Digital Publishing Institute (MDPI)</i>, <i>14</i>(13), Article 8106. <a href=\"https://doi.org/10.3390/su14138106\">https://doi.org/10.3390/su14138106</a>","chicago":"Milovanovic, Aleksandra, Anica Dragutinovic, Ana Nikezic, Uta Pottgiesser, Mihajlo Stojanovski, Ana Ivanovska Deskova, Jovan Ivanovski, and Tea Damjanovska. “Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue.” <i>Sustainability / Multidisciplinary Digital Publishing Institute (MDPI)</i> 14, no. 13 (2022). <a href=\"https://doi.org/10.3390/su14138106\">https://doi.org/10.3390/su14138106</a>.","van":"Milovanovic A, Dragutinovic A, Nikezic A, Pottgiesser U, Stojanovski M, Ivanovska Deskova A, et al. Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue. Sustainability / Multidisciplinary Digital Publishing Institute (MDPI). 2022;14(13).","ufg":"<b>Milovanovic, Aleksandra u. a.</b>: Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue, in: <i>Sustainability / Multidisciplinary Digital Publishing Institute (MDPI)</i> 14 (2022), H. 13.","bjps":"<b>Milovanovic A <i>et al.</i></b> (2022) Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue. <i>Sustainability / Multidisciplinary Digital Publishing Institute (MDPI)</i> <b>14</b>.","mla":"Milovanovic, Aleksandra, et al. “Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue.” <i>Sustainability / Multidisciplinary Digital Publishing Institute (MDPI)</i>, vol. 14, no. 13, 8106, 2022, <a href=\"https://doi.org/10.3390/su14138106\">https://doi.org/10.3390/su14138106</a>.","havard":"A. Milovanovic, A. Dragutinovic, A. Nikezic, U. Pottgiesser, M. Stojanovski, A. Ivanovska Deskova, J. Ivanovski, T. Damjanovska, Rehabilitation of Mass Housing as a Contribution to Social Equality: Insights from the East-West European Academic Dialogue, Sustainability / Multidisciplinary Digital Publishing Institute (MDPI). 14 (2022)."},"volume":14,"author":[{"first_name":"Aleksandra","full_name":"Milovanovic, Aleksandra","last_name":"Milovanovic"},{"orcid":"0000-0002-6962-5223","first_name":"Anica","id":"68875","full_name":"Dragutinovic, Anica","last_name":"Dragutinovic"},{"first_name":"Ana","last_name":"Nikezic","full_name":"Nikezic, Ana"},{"orcid":"0000-0002-8594-3168","full_name":"Pottgiesser, Uta","first_name":"Uta","last_name":"Pottgiesser","id":"27166"},{"last_name":"Stojanovski","first_name":"Mihajlo","full_name":"Stojanovski, Mihajlo"},{"first_name":"Ana","last_name":"Ivanovska Deskova","full_name":"Ivanovska Deskova, Ana"},{"full_name":"Ivanovski, Jovan","first_name":"Jovan","last_name":"Ivanovski"},{"last_name":"Damjanovska","first_name":"Tea","full_name":"Damjanovska, Tea"}],"main_file_link":[{"url":"https://www.mdpi.com/2071-1050/14/13/8106/htm","open_access":"1"}],"year":"2022","status":"public","type":"scientific_journal_article","user_id":"83781","intvolume":"        14","place":"Basel","_id":"8457","article_number":"8106","doi":"10.3390/su14138106","publication_status":"published","department":[{"_id":"DEP1000"},{"_id":"DEP1055"}],"abstract":[{"lang":"eng","text":"Mass housing neighbourhoods (MHN) represent the leading pattern of urban transformation and expansion in the second half of the 20th century, and accordingly evaluation, regeneration and redesign of the MHN represent a necessary and challenging task in the contemporary research context. In the practical scope of MHN rehabilitation, various holistic approaches and design strategies are identified that affirm both ecological transition and social transformation of these urban settings. However, the level of application of such approaches across Europe varies greatly, and requires research initiatives of a comparative nature that open a cross-geographical debate at the European level. Although there is a series of evidence-based studies that define the conceptual framework of MHN, i.e., large-scale housing settlements, through historical-interpretative and chronological analyses, the academic debate on practical and feasible MHN rehabilitation and their sustainable integration into the urban development of cities at European level is underdeveloped. The specific objective of this paper is to establish preliminary insights into the current level of MHN rehabilitation and to identify challenges for further actions through (1) a comparative analysis of MHN role models from the second half of 20th century, and through (2) insights from an implemented expert questionnaire. The research engages a comparative case study analysis as the primary method and analyses MHN in Germany (as a representative of Western Europe) and in the two ex-Yugoslav countries, North Macedonia and Serbia (as representatives of Eastern Europe). This research has highlighted the main obstacles and challenges for MHN rehabilitation and demonstrated the importance of a multiscale approach to MHN analysis, having in mind that through the distribution of design values at the analysed spatial levels (neighbourhood level, building level, and apartment level) the application of affirmative indicators within different design values group is recognised."}],"issue":"13","publisher":"MDPI","quality_controlled":"1"},{"type":"conference","user_id":"83781","_id":"597","place":"Lemgo","publication_status":"published","abstract":[{"lang":"eng","text":"This paper is aimed to discuss current research using data mining techniques and industry statistics in production environments. The general research approach is based on the idea of using data mining processes and techniques of industry statistics to find rare and hidden patterns behind failures of complex components. A case study will be applied to illustrate how the technique is carried out and where the limits of this approach occur. The case study deals with a component supplier of printing machines, which received an increasing number of client complaints, all related to one distinct problem. The observed failures seem to occur only among clients with very high quality standards. The affected component undergoes a very complex production process with several steps in different departments. Every single production unit records data information from multiple process variables and at different points in time. In the beginning there was no understanding of the failure causes in production at all. Therefore a huge amount of production data had to be analyzed to find the pattern that discloses the failure.\r\nThe data mining process starts with a first step in which the given data sets are prepared and then cleaned. Followed up by building a prediction model. The aim is to detect the root causes for failures and to predict potential failures in affected components. This paper shows how to use data mining to get the answer on pressing production failures.\r\n"}],"issue":"1","conference":{"name":"5th International Conference \"Production Engineering and Management\" ","location":"Trieste, Italy","start_date":"2015-10-01","end_date":"2015-10-02"},"department":[{"_id":"DEP7000"},{"_id":"DEP1306"}],"publisher":"Hochschule Ostwestfalen-Lippe","publication":"Production engineering and management : proceedings, 5th international conference, October 1 and 2, 2015, Trieste, Italy","publication_identifier":{"isbn":["978-3-941645-11-0"]},"date_created":"2019-02-19T07:15:57Z","corporate_editor":["Department of Production Engineering and Management","Hochschule Ostwestfalen-Lippe"],"editor":[{"first_name":"Elio","last_name":"Padoano","full_name":"Padoano, Elio"},{"full_name":"Villmer, Franz-Josef","first_name":"Franz-Josef","last_name":"Villmer","id":"14290"}],"related_material":{"link":[{"relation":"contains","url":"https://www.hs-owl.de/fileadmin/diman/Veroeffentlichungen/PEM_Tagung_zusammen2015.pdf"}]},"date_updated":"2024-03-22T13:12:47Z","oa":"1","keyword":["Data mining","production failure","multi-variant analysis","multivariate process control","predictive modelling","case study"],"language":[{"iso":"eng"}],"title":"Data Mining: A Potential Detector to Find Failure in Complex Components","citation":{"chicago-de":"Scheideler, Eva und Andrea Ahlemeyer-Stubbe. 2015. Data Mining: A Potential Detector to Find Failure in Complex Components. In: <i>Production engineering and management : proceedings, 5th international conference, October 1 and 2, 2015, Trieste, Italy</i>, hg. von Elio Padoano, Franz-Josef Villmer, Department of Production Engineering and Management, und Hochschule Ostwestfalen-Lippe, 163–174. Lemgo: Hochschule Ostwestfalen-Lippe.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Scheideler, Eva</span> ; <span style=\"font-variant:small-caps;\">Ahlemeyer-Stubbe, Andrea</span>: Data Mining: A Potential Detector to Find Failure in Complex Components. In: <span style=\"font-variant:small-caps;\">Padoano, E.</span> ; <span style=\"font-variant:small-caps;\">Villmer, F.-J.</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, 5th international conference, October 1 and 2, 2015, Trieste, Italy</i>. Lemgo : Hochschule Ostwestfalen-Lippe, 2015, S. 163–174","short":"E. Scheideler, A. Ahlemeyer-Stubbe, in: E. Padoano, F.-J. Villmer, Department of Production Engineering and Management, Hochschule Ostwestfalen-Lippe (Eds.), Production Engineering and Management : Proceedings, 5th International Conference, October 1 and 2, 2015, Trieste, Italy, Hochschule Ostwestfalen-Lippe, Lemgo, 2015, pp. 163–174.","ufg":"<b>Scheideler, Eva/Ahlemeyer-Stubbe, Andrea</b>: Data Mining: A Potential Detector to Find Failure in Complex Components, in: <i>Padoano, Elio u. a. (Hgg.)</i>: Production engineering and management : proceedings, 5th international conference, October 1 and 2, 2015, Trieste, Italy, Lemgo 2015,  S. 163–174.","mla":"Scheideler, Eva, and Andrea Ahlemeyer-Stubbe. “Data Mining: A Potential Detector to Find Failure in Complex Components.” <i>Production Engineering and Management : Proceedings, 5th International Conference, October 1 and 2, 2015, Trieste, Italy</i>, edited by Elio Padoano et al., no. 1, Hochschule Ostwestfalen-Lippe, 2015, pp. 163–74.","bjps":"<b>Scheideler E and Ahlemeyer-Stubbe A</b> (2015) Data Mining: A Potential Detector to Find Failure in Complex Components. In Padoano E et al. (eds), <i>Production Engineering and Management : Proceedings, 5th International Conference, October 1 and 2, 2015, Trieste, Italy</i>. Lemgo: Hochschule Ostwestfalen-Lippe, pp. 163–174.","havard":"E. Scheideler, A. Ahlemeyer-Stubbe, Data Mining: A Potential Detector to Find Failure in Complex Components, in: E. Padoano, F.-J. Villmer, Department of Production Engineering and Management, Hochschule Ostwestfalen-Lippe (Eds.), Production Engineering and Management : Proceedings, 5th International Conference, October 1 and 2, 2015, Trieste, Italy, Hochschule Ostwestfalen-Lippe, Lemgo, 2015: pp. 163–174.","van":"Scheideler E, Ahlemeyer-Stubbe A. Data Mining: A Potential Detector to Find Failure in Complex Components. In: Padoano E, Villmer FJ, Department of Production Engineering and Management, Hochschule Ostwestfalen-Lippe, editors. Production engineering and management : proceedings, 5th international conference, October 1 and 2, 2015, Trieste, Italy. Lemgo: Hochschule Ostwestfalen-Lippe; 2015. p. 163–74.","chicago":"Scheideler, Eva, and Andrea Ahlemeyer-Stubbe. “Data Mining: A Potential Detector to Find Failure in Complex Components.” In <i>Production Engineering and Management : Proceedings, 5th International Conference, October 1 and 2, 2015, Trieste, Italy</i>, edited by Elio Padoano, Franz-Josef Villmer, Department of Production Engineering and Management, and Hochschule Ostwestfalen-Lippe, 163–74. Lemgo: Hochschule Ostwestfalen-Lippe, 2015.","apa":"Scheideler, E., &#38; Ahlemeyer-Stubbe, A. (2015). Data Mining: A Potential Detector to Find Failure in Complex Components. In E. Padoano, F.-J. Villmer, Department of Production Engineering and Management, &#38; Hochschule Ostwestfalen-Lippe (Eds.), <i>Production engineering and management : proceedings, 5th international conference, October 1 and 2, 2015, Trieste, Italy</i> (Issue 1, pp. 163–174). Hochschule Ostwestfalen-Lippe.","ama":"Scheideler E, Ahlemeyer-Stubbe A. Data Mining: A Potential Detector to Find Failure in Complex Components. In: Padoano E, Villmer FJ, Department of Production Engineering and Management, Hochschule Ostwestfalen-Lippe, eds. <i>Production Engineering and Management : Proceedings, 5th International Conference, October 1 and 2, 2015, Trieste, Italy</i>. Hochschule Ostwestfalen-Lippe; 2015:163-174.","ieee":"E. Scheideler and A. Ahlemeyer-Stubbe, “Data Mining: A Potential Detector to Find Failure in Complex Components,” in <i>Production engineering and management : proceedings, 5th international conference, October 1 and 2, 2015, Trieste, Italy</i>, Trieste, Italy, 2015, no. 1, pp. 163–174."},"main_file_link":[{"url":"https://www.hs-owl.de/fileadmin/diman/Veroeffentlichungen/PEM_Tagung_zusammen2015.pdf","open_access":"1"}],"year":"2015","author":[{"id":"61522","last_name":"Scheideler","full_name":"Scheideler, Eva","first_name":"Eva"},{"full_name":"Ahlemeyer-Stubbe, Andrea","last_name":"Ahlemeyer-Stubbe","first_name":"Andrea"}],"status":"public","page":"163-174"}]