[{"title":"Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction","citation":{"din1505-2-1":"<span style=\"font-variant:small-caps;\">Wunderlich, Paul</span> ; <span style=\"font-variant:small-caps;\">Hranisavljevic, Nemanja</span> ; <span style=\"font-variant:small-caps;\">Aalto University, Finland</span> ; <span style=\"font-variant:small-caps;\">Tampere University, Finland</span> ; <span style=\"font-variant:small-caps;\">Finnish Society of Automation, Finland</span> (Hrsg.): <i>Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction</i>. [Piscataway, NJ] : IEEE, 2019","chicago-de":"Wunderlich, Paul und Nemanja Hranisavljevic. 2019. <i>Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction</i>. Hg. von Aalto University, Finland, Tampere University, Finland, und Finnish Society of Automation, Finland. <i>2019 IEEE 17th International Conference on Industrial Informatics (INDIN)</i>. [Piscataway, NJ]: IEEE. doi:<a href=\"https://doi.org/10.1109/indin41052.2019.8972251\">10.1109/indin41052.2019.8972251</a>, .","short":"P. Wunderlich, N. Hranisavljevic, Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction, IEEE, [Piscataway, NJ], 2019.","ufg":"<b>Wunderlich, Paul/Hranisavljevic, Nemanja</b>: Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction, hg. von Aalto University, Finland/Tampere University, Finland, Finnish Society of Automation, Finland, [Piscataway, NJ] 2019.","mla":"Wunderlich, Paul, and Nemanja Hranisavljevic. “Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction.” <i>2019 IEEE 17th International Conference on Industrial Informatics (INDIN)</i>, edited by Aalto University, Finland et al., IEEE, 2019, pp. 1285–90, <a href=\"https://doi.org/10.1109/indin41052.2019.8972251\">https://doi.org/10.1109/indin41052.2019.8972251</a>.","havard":"P. Wunderlich, N. Hranisavljevic, Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction, IEEE, [Piscataway, NJ], 2019.","bjps":"<b>Wunderlich P and Hranisavljevic N</b> (2019) <i>Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction</i>, Aalto University, Finland, Tampere University, Finland, and Finnish Society of Automation, Finland (eds). [Piscataway, NJ]: IEEE.","van":"Wunderlich P, Hranisavljevic N. Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction. Aalto University, Finland, Tampere University, Finland, Finnish Society of Automation, Finland, editors. 2019 IEEE 17th International Conference on Industrial Informatics (INDIN). [Piscataway, NJ]: IEEE; 2019.","chicago":"Wunderlich, Paul, and Nemanja Hranisavljevic. <i>Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction</i>. Edited by Aalto University, Finland, Tampere University, Finland, and Finnish Society of Automation, Finland. <i>2019 IEEE 17th International Conference on Industrial Informatics (INDIN)</i>. [Piscataway, NJ]: IEEE, 2019. <a href=\"https://doi.org/10.1109/indin41052.2019.8972251\">https://doi.org/10.1109/indin41052.2019.8972251</a>.","apa":"Wunderlich, P., &#38; Hranisavljevic, N. (2019). Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction. In Aalto University, Finland, Tampere University, Finland, &#38; Finnish Society of Automation, Finland (Eds.), <i>2019 IEEE 17th International Conference on Industrial Informatics (INDIN)</i> (pp. 1285–1290). IEEE. <a href=\"https://doi.org/10.1109/indin41052.2019.8972251\">https://doi.org/10.1109/indin41052.2019.8972251</a>","ama":"Wunderlich P, Hranisavljevic N. <i>Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction</i>. (Aalto University, Finland, Tampere University, Finland, Finnish Society of Automation, Finland, eds.). IEEE; 2019:1285-1290. doi:<a href=\"https://doi.org/10.1109/indin41052.2019.8972251\">10.1109/indin41052.2019.8972251</a>","ieee":"P. Wunderlich and N. Hranisavljevic, <i>Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction</i>. [Piscataway, NJ]: IEEE, 2019, pp. 1285–1290. doi: <a href=\"https://doi.org/10.1109/indin41052.2019.8972251\">10.1109/indin41052.2019.8972251</a>."},"year":"2019","author":[{"first_name":"Paul","id":"52317","full_name":"Wunderlich, Paul","last_name":"Wunderlich"},{"first_name":"Nemanja","last_name":"Hranisavljevic","full_name":"Hranisavljevic, Nemanja","id":"62376"}],"page":"1285-1290","status":"public","date_created":"2025-04-16T06:29:04Z","publication":"2019 IEEE 17th International Conference on Industrial Informatics (INDIN)","publication_identifier":{"eisbn":["978-1-7281-2927-3"],"isbn":["978-1-7281-2928-0"]},"date_updated":"2025-06-26T13:38:06Z","corporate_editor":["Aalto University, Finland","Tampere University, Finland","Finnish Society of Automation, Finland"],"language":[{"iso":"eng"}],"keyword":["probabilistic graphical model","causal model","alarm flood reduction","Bayesian network","Markov chain","restricted boltzmann machine","automata"],"publication_status":"published","conference":{"name":"17th IEEE International Conference on Industrial Informatics (INDIN)","location":"Helsinki, Finland ","start_date":"2019-07-22","end_date":"2019-07-25"},"department":[{"_id":"DEP5023"}],"abstract":[{"lang":"eng","text":"The increasing amount of alarms and information for an operator in a modern plant becomes a significant safety risk. Although the notifications are a valuable support, they also lead to the curse of overloading with information for the operator. Due to the huge amount of alarms it is almost impossible to separate the crucial information from the insignificant ones. Therefore, new procedures are required to reduce these alarm floods and support the operator to minimize the safety risk. One approach is based on learning a causal model that represents the relationships between the alarms. This allows alarm sequences that are causally implied to be reduced to the root cause alarm. Fundamental element of this approach is the causal model. Therefore in this work, different probabilistic graphical models are considered and evaluated on the basis of appropriate criteria. A real use case of a bottle filling module serves as a benchmark for how well they are suitable as a causal model for the application in alarm flood reduction."}],"publisher":"IEEE","type":"conference_editor_article","user_id":"83781","place":"[Piscataway, NJ]","doi":"10.1109/indin41052.2019.8972251","_id":"12803"},{"citation":{"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.","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.","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.","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.","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.","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.","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.","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.","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","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.","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."},"volume":10410,"title":"Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction","status":"public","page":"69-82","year":2017,"author":[{"first_name":"Sebastian","last_name":"Büttner","full_name":"Büttner, Sebastian","id":"61868"},{"first_name":"Paul","id":"52317","full_name":"Wunderlich, Paul","last_name":"Wunderlich"},{"first_name":"Mario","id":"68913","full_name":"Heinz, Mario","last_name":"Heinz"},{"first_name":"Oliver","id":"10876","last_name":"Niggemann","full_name":"Niggemann, Oliver"},{"full_name":"Röcker, Carsten","id":"61525","first_name":"Carsten","last_name":"Röcker"}],"main_file_link":[{"open_access":"1"}],"editor":[{"full_name":"Holzinger, Andreas","last_name":"Holzinger","first_name":"Andreas"}],"date_updated":"2023-03-15T13:49:51Z","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":{"isbn":["978-3-319-66807-9"],"eisbn":["9783319668086 "]},"date_created":"2020-12-10T13:40:04Z","keyword":["Alarm flood reduction","Machine learning","Assistive system"],"language":[{"iso":"eng"}],"oa":"1","publication_status":"published","series_title":"Lecture Notes in Computer Science ","publisher":"Springer","abstract":[{"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.","lang":"eng"}],"department":[{"_id":"DEP5023"}],"conference":{"location":"Reggio, Italy","name":"International Cross-Domain Conference, CD-MAKE 2017","start_date":"2017-08-29","end_date":"2017-09-01"},"intvolume":"     10410","user_id":"15514","type":"conference","_id":"4254","place":"Cham"}]