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  2023 (11)
Internet of Processes and Things: A Repository for IoT-Enriched Event Logs in Smart Environments. Ehrendorfer, M.; Bertrand, Y.; Malburg, L.; Mangler, J.; Grüger, J.; Rinderle-Ma, S.; Bergmann, R.; and Asensio, E. S. In Fahland, D.; Jiménez-Ramírez, A.; Kumar, A.; Mendling, J.; Pentland, B. T.; Rinderle-Ma, S.; Slaats, T.; Versendaal, J.; Weber, B.; Weske, M.; and Winter, K., editor(s), Proceedings of the Best Dissertation Award, Doctoral Consortium, and Demonstration & Resources Forum at BPM 2023 co-located with 21st International Conference on Business Process Management (BPM 2023), Utrecht, The Netherlands, September 11th to 15th, 2023, volume 3469, of CEUR Workshop Proceedings, pages 92–96, 2023. CEUR-WS.org
Internet of Processes and Things: A Repository for IoT-Enriched Event Logs in Smart Environments [pdf]Paper   link   bibtex   abstract  
Explanation of Similarities in Process-Oriented Case-Based Reasoning by Visualization. Schultheis, A.; Hoffmann, M.; Malburg, L.; and Bergmann, R. In Case-Based Reasoning Research and Development - 31st International Conference, ICCBR 2023, Aberdeen, Scotland, July 17-20, 2023, Proceedings, volume 14141, of Lecture Notes in Computer Science, pages 53–68, 2023. Springer
Explanation of Similarities in Process-Oriented Case-Based Reasoning by Visualization [pdf]Paper   doi   link   bibtex   abstract   16 downloads  
IoT-enriched event log generation and quality analytics: a case study. Grüger, J.; Malburg, L.; and Bergmann, R. it - Information Technology. June 2023.
IoT-enriched event log generation and quality analytics: a case study [pdf]Paper   doi   link   bibtex   abstract   3 downloads  
Using Deep Reinforcement Learning for the Adaptation of Semantic Workflows. Brand, F.; Lott, K.; Malburg, L.; Hoffmann, M.; and Bergmann, R. In Malburg, L.; and Verma, D., editor(s), Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), Aberdeen, Scotland, UK, July 17, 2023, volume 3438, of CEUR Workshop Proceedings, pages 55–70, 2023. CEUR-WS.org
Using Deep Reinforcement Learning for the Adaptation of Semantic Workflows [pdf]Paper   link   bibtex   abstract   15 downloads  
Modeling and Using Complex IoT Time Series Data in Case-Based Reasoning: From Application Scenarios to Implementations. Malburg, L.; Schultheis, A.; and Bergmann, R. In Malburg, L.; and Verma, D., editor(s), Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), Aberdeen, Scotland, UK, July 17, 2023, volume 3438, of CEUR Workshop Proceedings, pages 81–96, 2023. CEUR-WS.org
Modeling and Using Complex IoT Time Series Data in Case-Based Reasoning: From Application Scenarios to Implementations [pdf]Paper   link   bibtex   abstract   4 downloads  
Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), Aberdeen, Scotland, UK, July 17, 2023. Malburg, L.; and Verma, D., editors. Volume 3438, of CEUR Workshop Proceedings.CEUR-WS.org. 2023.
Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), Aberdeen, Scotland, UK, July 17, 2023 [link]Paper   link   bibtex  
Adaptive Management of Cyber-Physical Workflows by Means of Case-Based Reasoning and Automated Planning. Malburg, L.; Brand, F.; and Bergmann, R. In Sales, T. P.; Proper, H. A.; Guizzardi, G.; Montali, M.; Maggi, F. M.; and Fonseca, C. M., editor(s), Enterprise Design, Operations, and Computing (EDOC) Workshops 2022, volume 466, of Lecture Notes in Business Information Processing, pages 79–95, 2023. Springer. The original publication is available at www.springerlink.com
Adaptive Management of Cyber-Physical Workflows by Means of Case-Based Reasoning and Automated Planning [pdf]Paper   doi   link   bibtex   abstract   15 downloads  
Applying MAPE-K control loops for adaptive workflow management in smart factories. Malburg, L.; Hoffmann, M.; and Bergmann, R. Journal of Intelligent Information Systems, 61(1): 83–111. 2023.
Applying MAPE-K control loops for adaptive workflow management in smart factories [pdf]Paper   doi   link   bibtex   abstract   12 downloads  
Converting semantic web services into formal planning domain descriptions to enable manufacturing process planning and scheduling in industry 4.0. Malburg, L.; Klein, P.; and Bergmann, R. Engineering Applications of Artificial Intelligence, 126: 106727. 2023.
Converting semantic web services into formal planning domain descriptions to enable manufacturing process planning and scheduling in industry 4.0 [pdf]Paper   doi   link   bibtex   abstract   5 downloads  
A framework for AI-based self-adaptive cyber-physical process systems. Guldner, A.; Hoffmann, M.; Lohr, C.; Machhamer, R.; Malburg, L.; Morgen, M.; Rodermund, S. C.; Schäfer, F.; Schaupeter, L.; Schneider, J.; Theusch, F.; Bergmann, R.; Dartmann, G.; Kuhn, N.; Naumann, S.; Timm, I. J.; Vette-Steinkamp, M.; and Weyers, B. it - Information Technology. 2023.
A framework for AI-based self-adaptive cyber-physical process systems [pdf]Paper   doi   link   bibtex   abstract   3 downloads  
DataStream XES Extension: Embedding IoT Sensor Data into Extensible Event Stream Logs. Mangler, J.; Grüger, J.; Malburg, L.; Ehrendorfer, M.; Bertrand, Y.; Benzin, J.; Rinderle-Ma, S.; Serral Asensio, E.; and Bergmann, R. Future Internet, 15(3). 2023.
DataStream XES Extension: Embedding IoT Sensor Data into Extensible Event Stream Logs [pdf]Paper   doi   link   bibtex   abstract   10 downloads  
  2022 (8)
KI 2022: Advances in Artificial Intelligence - 45th German Conference on AI, Trier, Germany, September 19-23, 2022, Proceedings. Bergmann, R.; Malburg, L.; Rodermund, S. C.; and Timm, I. J., editors. Volume 13404, of Lecture Notes in Computer Science.Springer. 2022.
KI 2022: Advances in Artificial Intelligence - 45th German Conference on AI, Trier, Germany, September 19-23, 2022, Proceedings [pdf]Paper   doi   link   bibtex   1 download  
GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning. Hoffmann, M.; Malburg, L.; Bach, N.; and Bergmann, R. In Keane, M. T.; and Wiratunga, N., editor(s), Case-Based Reasoning Research and Development - 30th International Conference, ICCBR 2022, Nancy, France, September 12-15, 2022, Proceedings, volume 13405, of Lecture Notes in Computer Science, pages 240–255, 2022. Springer
GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning [pdf]Paper   doi   link   bibtex   abstract   11 downloads  
Towards Adaptive Workflow Management by Case-Based Reasoning and Automated Planning. Malburg, L.; and Bergmann, R. In Reuss, P.; and Schönborn, J., editor(s), Workshops Proceedings for the Thirtieth International Conference on Case-Based Reasoning co-located with the Thirtieth International Conference on Case-Based Reasoning (ICCBR 2022), Nancy, France, September 12-15, 2022, volume 3389, of CEUR Workshop Proceedings, pages 211–220, 2022. CEUR-WS.org
Towards Adaptive Workflow Management by Case-Based Reasoning and Automated Planning [pdf]Paper   link   bibtex   abstract   9 downloads  
ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks. Hoffmann, M.; Malburg, L.; and Bergmann, R. In Marrella, A.; and Weber, B., editor(s), Business Process Management Workshops - BPM 2021, Rome, Italy, September 6 - 10, 2021, volume 436, of Lecture Notes in Business Information Processing, pages 43–55, 2022. Springer. The original publication is available at www.springerlink.com
ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks [pdf]Paper   doi   link   bibtex   abstract   18 downloads  
Considering Inter-Case Dependencies During Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning. Kumar, R.; Schultheis, A.; Malburg, L.; Hoffmann, M.; and Bergmann, R. In Proceedings of the 35th International Florida Artificial Intelligence Research Society Conference, FLAIRS 2022, Hutchinson Island, Jensen Beach, Florida, USA, 2022.
Considering Inter-Case Dependencies During Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning [pdf]Paper   doi   link   bibtex   abstract   9 downloads  
Integrating process management and event processing in smart factories: A systems architecture and use cases. Seiger, R.; Malburg, L.; Weber, B.; and Bergmann, R. Journal of Manufacturing Systems, 63: 575–592. 2022.
Integrating process management and event processing in smart factories: A systems architecture and use cases [pdf]Paper   doi   link   bibtex   abstract   21 downloads  
SensorStream: An XES Extension for Enriching Event Logs with IoT-Sensor Data. Grüger, J.; Malburg, L.; Mangler, J.; Bertrand, Y.; Rinderle-Ma, S.; Bergmann, R.; and Serral Asensio, E. CoRR, abs/2206.11392. 2022.
SensorStream: An XES Extension for Enriching Event Logs with IoT-Sensor Data [link]Paper   link   bibtex   abstract   9 downloads  
An IoT-Enriched Event Log for Process Mining in Smart Factories. Malburg, L.; Grüger, J.; and Bergmann, R. CoRR, abs/2209.02702. 2022.
An IoT-Enriched Event Log for Process Mining in Smart Factories [link]Paper   link   bibtex   abstract   5 downloads  
  2021 (2)
Object Detection for Smart Factory Processes by Machine Learning. Malburg, L.; Rieder, M.; Seiger, R.; Klein, P.; and Bergmann, R. Procedia Computer Science, 184: 581–588. 2021. Best Paper.
Object Detection for Smart Factory Processes by Machine Learning [pdf]Paper   doi   link   bibtex   abstract   70 downloads  
Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning. Malburg, L.; Hoffmann, M.; Trumm, S.; and Bergmann, R. In Proceedings of the 34th International Florida Artificial Intelligence Research Society Conference, FLAIRS 2021, North Miami Beach, Florida, USA, 2021. Best Student Paper.
Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning [pdf]Paper   doi   link   bibtex   abstract   56 downloads  
  2020 (3)
Using Siamese Graph Neural Networks for Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning. Hoffmann, M.; Malburg, L.; Klein, P.; and Bergmann, R. In Watson, I.; and Weber, R. O., editor(s), Case-Based Reasoning Research and Development - 28th International Conference, ICCBR 2020, Salamanca, Spain, June 8-12, 2020, Proceedings, volume 12311, of Lecture Notes in Computer Science, pages 229–244, 2020. Springer The original publication is available at www.springerlink.com
Using Siamese Graph Neural Networks for Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning [pdf]Paper   doi   link   bibtex   abstract   77 downloads  
Semantic Web Services for AI-Research with Physical Factory Simulation Models in Industry 4.0. Malburg, L.; Klein, P.; and Bergmann, R. In Panetto, H.; Madani, K.; and Smirnov, A. V., editor(s), Proceedings of the International Conference on Innovative Intelligent Industrial Production and Logistics, IN4PL 2020, Budapest, Hungary, November 2-4, 2020, pages 32–43, 2020. SCITEPRESS.
Semantic Web Services for AI-Research with Physical Factory Simulation Models in Industry 4.0 [pdf]Paper   doi   link   bibtex   abstract   37 downloads  
Using Physical Factory Simulation Models for Business Process Management Research. Malburg, L.; Seiger, R.; Bergmann, R.; and Weber, B. In del-Río-Ortega , A.; Leopold, H.; and Santoro, F. M., editor(s), Business Process Management Workshops - BPM 2020 International Workshops, Sevilla, Spain, September 13 - 18, 2020, volume 397, of Lecture Notes in Business Information Processing, pages 95–107, 2020. Springer. The original publication is available at www.springerlink.com
Using Physical Factory Simulation Models for Business Process Management Research [pdf]Paper   doi   link   bibtex   abstract   31 downloads  
  2019 (4)
Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning. Zeyen, C.; Malburg, L.; and Bergmann, R. In Bach, K.; and Marling, C., editor(s), Case-Based Reasoning Research and Development: 27th International Conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019, Proceedings, of Lecture Notes in Artificial Intelligence, pages 388–403, 2019. Springer The original publication is available at www.springerlink.com
Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning [pdf]Paper   doi   link   bibtex   abstract   51 downloads  
Learning Workflow Embeddings to Improve the Performance of Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning. Klein, P.; Malburg, L.; and Bergmann, R. In Bach, K.; and Marling, C., editor(s), Case-Based Reasoning Research and Development: 27th International Conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019, Proceedings, pages 188–203, 2019. Springer. The original publication is available at www.springerlink.com
Learning Workflow Embeddings to Improve the Performance of Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning [pdf]Paper   doi   link   bibtex   abstract   43 downloads  
ProCAKE: A Process-Oriented Case-Based Reasoning Framework. Bergmann, R.; Grumbach, L.; Malburg, L.; and Zeyen, C. In Kapetanakis, S.; and Borck, H., editor(s), Workshops Proceedings for the Twenty-seventh International Conference on Case-Based Reasoning co-located with the Twenty-seventh International Conference on Case-Based Reasoning (ICCBR 2019), Otzenhausen, Germany, September 8-12, 2019, volume 2567, of CEUR Workshop Proceedings, pages 156–161, 2019. CEUR-WS.org
ProCAKE: A Process-Oriented Case-Based Reasoning Framework [pdf]Paper   link   bibtex   abstract   56 downloads  
FTOnto: A Domain Ontology for a Fischertechnik Simulation Production Factory by Reusing Existing Ontologies. Klein, P.; Malburg, L.; and Bergmann, R. In Jäschke, R.; and Weidlich, M., editor(s), Proceedings of the Conference on "Lernen, Wissen, Daten, Analysen", Berlin, Germany, September 30 - October 2, 2019., volume 2454, of CEUR Workshop Proceedings, pages 253–264, 2019. CEUR-WS.org
FTOnto: A Domain Ontology for a Fischertechnik Simulation Production Factory by Reusing Existing Ontologies [pdf]Paper   link   bibtex   abstract   23 downloads  
  2018 (1)
Query Model and Similarity-Based Retrieval for Workflow Reuse in the Digital Humanities. Malburg, L.; Münster, N.; Zeyen, C.; and Bergmann, R. In Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", LWDA 2018, volume 2191, pages 251–262, 2018. CEUR-WS.org
Query Model and Similarity-Based Retrieval for Workflow Reuse in the Digital Humanities [pdf]Paper   link   bibtex   abstract   9 downloads