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ORCIDRalph Bergmann
- > Home > Persons > Ralph Bergmann
Publications
- 2025
[j37]Patrick Klein
, Lukas Malburg, Ralph Bergmann:
Combining informed data-driven anomaly detection with knowledge graphs for root cause analysis in predictive maintenance. Eng. Appl. Artif. Intell. 145: 110152 (2025)- 2024
- [c157]Florian Brand, Lukas Malburg, Ralph Bergmann:
Large Language Models as Knowledge Engineers. ICCBR Workshops 2024: 3-18 - [c156]Lukas Malburg, Maxim Hotz, Ralph Bergmann:
Improving Complex Adaptations in Process-Oriented Case-Based Reasoning by Applying Rule-Based Adaptation. ICCBR 2024: 50-66 - [c155]Alexander Schultheis, Lukas Malburg, Joscha Grüger, Justin Weich, Yannis Bertrand, Ralph Bergmann, Estefanía Serral Asensio:
Identifying Missing Sensor Values in IoT Time Series Data: A Weight-Based Extension of Similarity Measures for Smart Manufacturing. ICCBR 2024: 240-257 - [c153]Mirko Lenz, Lukas Malburg, Ralph Bergmann:
CBRkit: An Intuitive Case-Based Reasoning Toolkit for Python. ICCBR 2024: 289-304 - [i10]Juergen Mangler, Ronny Seiger, Janik-Vasily Benzin, Joscha Grüger, Yusuf Kirikkayis, Florian Gallik, Lukas Malburg, Matthias Ehrendorfer, Yannis Bertrand, Marco Franceschetti, Barbara Weber, Stefanie Rinderle-Ma, Ralph Bergmann, Estefanía Serral Asensio, Manfred Reichert:
From Internet of Things Data to Business Processes: Challenges and a Framework. CoRR abs/2405.08528 (2024) - 2023
- [j36]Lukas Malburg, Patrick Klein, Ralph Bergmann:
Converting semantic web services into formal planning domain descriptions to enable manufacturing process planning and scheduling in industry 4.0. Eng. Appl. Artif. Intell. 126: 106727 (2023) - [j35]Juergen Mangler, Joscha Grüger, Lukas Malburg, Matthias Ehrendorfer, Yannis Bertrand, Janik-Vasily Benzin, Stefanie Rinderle-Ma, Estefanía Serral Asensio, Ralph Bergmann:
DataStream XES Extension: Embedding IoT Sensor Data into Extensible Event Stream Logs. Future Internet 15(3): 109 (2023) - [j34]Achim Guldner, Maximilian Hoffmann, Christian Lohr, Rüdiger Machhamer, Lukas Malburg, Marlies Morgen, Stephanie C. Rodermund, Florian Schäfer, Lars Schaupeter, Jens Schneider, Felix Theusch, Ralph Bergmann, Guido Dartmann, Norbert Kuhn, Stefan Naumann, Ingo J. Timm, Matthias Vette-Steinkamp, Benjamin Weyers:
A framework for AI-based self-adaptive cyber-physical process systems. it Inf. Technol. 65(3): 113-128 (2023) - [j33]Joscha Grüger, Lukas Malburg, Ralph Bergmann:
IoT-enriched event log generation and quality analytics: a case study. it Inf. Technol. 65(3): 128-138 (2023) - [j32]Lukas Malburg, Maximilian Hoffmann, Ralph Bergmann:
Applying MAPE-K control loops for adaptive workflow management in smart factories. J. Intell. Inf. Syst. 61(1): 83-111 (2023) - [c146]Matthias Ehrendorfer, Yannis Bertrand, Lukas Malburg, Juergen Mangler, Joscha Grüger, Stefanie Rinderle-Ma, Ralph Bergmann, Estefanía Serral Asensio:
Internet of Processes and Things: A Repository for IoT-Enriched Event Logs in Smart Environments. BPM (Demos / Resources Forum) 2023: 92-96 - [c142]Alexander Schultheis, Maximilian Hoffmann, Lukas Malburg, Ralph Bergmann:
Explanation of Similarities in Process-Oriented Case-Based Reasoning by Visualization. ICCBR 2023: 53-68 - [c141]Florian Brand, Katharina Lott, Lukas Malburg, Maximilian Hoffmann, Ralph Bergmann:
Using Deep Reinforcement Learning for the Adaptation of Semantic Workflows. ICCBR Workshops 2023: 55-70 - [c140]Lukas Malburg, Alexander Schultheis, Ralph Bergmann:
Modeling and Using Complex IoT Time Series Data in Case-Based Reasoning: From Application Scenarios to Implementations. ICCBR Workshops 2023: 81-96 - 2022
- [c132]Lukas Malburg, Florian Brand, Ralph Bergmann:
Adaptive Management of Cyber-Physical Workflows by Means of Case-Based Reasoning and Automated Planning. EDOC Workshops 2022: 79-95 - [c131]Rahol Kumar, Alexander Schultheis, Lukas Malburg, Maximilian Hoffmann, Ralph Bergmann:
Considering Inter-Case Dependencies During Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning. FLAIRS 2022 - [c129]Lukas Malburg, Ralph Bergmann:
Towards Adaptive Workflow Management by Case-based Reasoning and Automated Planning. ICCBR Workshops 2022: 211-220 - [c127]Maximilian Hoffmann, Lukas Malburg, Nico Bach, Ralph Bergmann:
GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning. ICCBR 2022: 240-255 - [e8]Ralph Bergmann, Lukas Malburg, Stephanie C. Rodermund, Ingo J. Timm:
KI 2022: Advances in Artificial Intelligence - 45th German Conference on AI, Trier, Germany, September 19-23, 2022, Proceedings. Lecture Notes in Computer Science 13404, Springer 2022, ISBN 978-3-031-15790-5 [contents] - [i8]Joscha Grüger, Lukas Malburg, Juergen Mangler, Yannis Bertrand, Stefanie Rinderle-Ma, Ralph Bergmann, Estefanía Serral Asensio:
SensorStream: An XES Extension for Enriching Event Logs with IoT-Sensor Data. CoRR abs/2206.11392 (2022) - [i7]Lukas Malburg, Joscha Grüger, Ralph Bergmann:
An IoT-Enriched Event Log for Process Mining in Smart Factories. CoRR abs/2209.02702 (2022) - 2021
- [c122]Lukas Malburg, Manfred-Peter Rieder, Ronny Seiger, Patrick Klein, Ralph Bergmann:
Object Detection for Smart Factory Processes by Machine Learning. ANT/EDI40 2021: 581-588 - [c121]Maximilian Hoffmann, Lukas Malburg, Ralph Bergmann:
ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks. Business Process Management Workshops 2021: 43-55 - [c120]Lukas Malburg, Maximilian Hoffmann, Simon Trumm, Ralph Bergmann:
Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning. FLAIRS 2021 - 2020
- [c115]Lukas Malburg, Ronny Seiger, Ralph Bergmann, Barbara Weber:
Using Physical Factory Simulation Models for Business Process Management Research. Business Process Management Workshops 2020: 95-107 - [c111]Maximilian Hoffmann, Lukas Malburg, Patrick Klein, Ralph Bergmann:
Using Siamese Graph Neural Networks for Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning. ICCBR 2020: 229-244 - [c110]Lukas Malburg, Patrick Klein, Ralph Bergmann:
Semantic Web Services for AI-Research with Physical Factory Simulation Models in Industry 4.0. IN4PL 2020: 32-43 - [i2]Lukas Malburg, Patrick Klein, Ralph Bergmann:
Using Semantic Web Services for AI-Based Research in Industry 4.0. CoRR abs/2007.03580 (2020) - 2019
- [c103]Ralph Bergmann, Lisa Grumbach, Lukas Malburg, Christian Zeyen:
ProCAKE: A Process-Oriented Case-Based Reasoning Framework. ICCBR Workshops 2019: 156-161 - [c102]Patrick Klein, Lukas Malburg, Ralph Bergmann:
Learning Workflow Embeddings to Improve the Performance of Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning. ICCBR 2019: 188-203 - [c100]Christian Zeyen, Lukas Malburg, Ralph Bergmann:
Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning. ICCBR 2019: 388-403 - [c96]Patrick Klein, Lukas Malburg, Ralph Bergmann:
FTOnto: A Domain Ontology for a Fischertechnik Simulation Production Factory by Reusing Existing Ontologies. LWDA 2019: 253-264 - 2018
- [c88]Lukas Malburg, Nicolas Münster, Christian Zeyen, Ralph Bergmann:
Query Model and Similarity-Based Retrieval for Workflow Reuse in the Digital Humanities. LWDA 2018: 251-262
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