--- _id: '4254' 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. author: - first_name: Sebastian full_name: Büttner, Sebastian id: '61868' last_name: Büttner - first_name: Paul full_name: Wunderlich, Paul id: '52317' last_name: Wunderlich - first_name: Mario full_name: Heinz, Mario id: '68913' last_name: Heinz - first_name: Oliver full_name: Niggemann, Oliver id: '10876' last_name: Niggemann - first_name: Carsten full_name: Röcker, Carsten id: '61525' last_name: Röcker citation: 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. 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. Vol 10410. Lecture Notes in Computer Science . Cham: Springer; 2017:69-82.' apa: 'Büttner, S., Wunderlich, P., Heinz, M., Niggemann, O., & Röcker, C. (2017). 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 (Vol. 10410, pp. 69–82). Cham: Springer.' bjps: 'Büttner S et al. (2017) Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction. In Holzinger A (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, vol. 10410. Cham: Springer, pp. 69–82.' 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 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, edited by Andreas Holzinger, 10410:69–82. Lecture Notes in Computer Science . Cham: Springer, 2017.' 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: 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, hg. von Andreas Holzinger, 10410:69–82. Lecture Notes in Computer Science . Cham: Springer.' din1505-2-1: 'Büttner, Sebastian ; Wunderlich, Paul ; Heinz, Mario ; Niggemann, Oliver ; Röcker, Carsten: Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction. In: Holzinger, A. (Hrsg.): 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, Lecture Notes in Computer Science . Bd. 10410. Cham : Springer, 2017, S. 69–82' 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.' 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 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, Reggio, Italy, 2017, vol. 10410, pp. 69–82.' mla: 'Büttner, Sebastian, et al. “Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction.” 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, edited by Andreas Holzinger, vol. 10410, Springer, 2017, pp. 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.' ufg: 'Büttner, Sebastian et. al. (2017): Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction, in: Andreas Holzinger (Hg.): 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 (=Lecture Notes in Computer Science 10410), Cham, S. 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).' conference: end_date: 2017-09-01 location: Reggio, Italy name: International Cross-Domain Conference, CD-MAKE 2017 start_date: 2017-08-29 date_created: 2020-12-10T13:40:04Z date_updated: 2023-03-15T13:49:51Z department: - _id: DEP5023 editor: - first_name: Andreas full_name: Holzinger, Andreas last_name: Holzinger intvolume: ' 10410' keyword: - Alarm flood reduction - Machine learning - Assistive system language: - iso: eng main_file_link: - open_access: '1' oa: '1' page: 69-82 place: Cham 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' publication_identifier: eisbn: - '9783319668086 ' isbn: - 978-3-319-66807-9 publication_status: published publisher: Springer series_title: 'Lecture Notes in Computer Science ' status: public title: 'Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction' type: conference user_id: '15514' volume: 10410 year: 2017 ... --- _id: '4255' 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. author: - first_name: Michael full_name: Fellmann, Michael last_name: Fellmann - first_name: Sebastian full_name: Robert, Sebastian last_name: Robert - first_name: Sebastian full_name: Büttner, Sebastian id: '61868' last_name: Büttner - first_name: Henrik full_name: Mucha, Henrik id: '64896' last_name: Mucha - first_name: Carsten full_name: Röcker, Carsten id: '61525' last_name: Röcker citation: 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. 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. Vol 10410. Lecture Notes in Computer Science . Cham: Springer; 2017:59-68. doi:10.1007/978-3-319-66808-6_5' apa: 'Fellmann, M., Robert, S., Büttner, S., Mucha, H., & Röcker, C. (2017). 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 (Vol. 10410, pp. 59–68). Cham: Springer. https://doi.org/10.1007/978-3-319-66808-6_5' bjps: 'Fellmann M et al. (2017) Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories. In Holzinger A (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, vol. 10410. Cham: Springer, pp. 59–68.' 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 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, edited by Andreas Holzinger, 10410:59–68. Lecture Notes in Computer Science . Cham: Springer, 2017. https://doi.org/10.1007/978-3-319-66808-6_5.' 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: 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, hg. von Andreas Holzinger, 10410:59–68. Lecture Notes in Computer Science . Cham: Springer. doi:10.1007/978-3-319-66808-6_5, .' din1505-2-1: 'Fellmann, Michael ; Robert, Sebastian ; Büttner, Sebastian ; Mucha, Henrik ; Röcker, Carsten: Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories. In: Holzinger, A. (Hrsg.): 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, Lecture Notes in Computer Science . Bd. 10410. Cham : Springer, 2017, S. 59–68' 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.' 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 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, Reggio, Italy, 2017, vol. 10410, pp. 59–68.' mla: 'Fellmann, Michael, et al. “Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories.” 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, edited by Andreas Holzinger, vol. 10410, Springer, 2017, pp. 59–68, doi:10.1007/978-3-319-66808-6_5.' 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.' ufg: 'Fellmann, Michael et. al. (2017): Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories, in: Andreas Holzinger (Hg.): 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 (=Lecture Notes in Computer Science 10410), Cham, S. 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).' conference: end_date: 2017-09-01 location: Reggio, Italy name: International Cross-Domain Conference, CD-MAKE 2017 start_date: 2017-08-29 date_created: 2020-12-10T13:40:05Z date_updated: 2023-03-15T13:49:51Z department: - _id: DEP5023 doi: 10.1007/978-3-319-66808-6_5 editor: - first_name: Andreas full_name: Holzinger, Andreas last_name: Holzinger intvolume: ' 10410' keyword: - Assistance systems - Smart factory - Production processes language: - iso: eng main_file_link: - open_access: '1' oa: '1' page: 59-68 place: Cham 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' publication_identifier: eisbn: - '9783319668086 ' isbn: - 978-3-319-66807-9 publication_status: published publisher: Springer series_title: 'Lecture Notes in Computer Science ' status: public title: Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories type: conference user_id: '15514' volume: 10410 year: 2017 ...