Publications

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Patrick Klein; Lukas Malburg; Ralph Bergmann
Combining informed data-driven anomaly detection with knowledge graphs for root cause analysis in predictive maintenance
In: Engineering Applications of Artificial Intelligence, Vol. 145, Page 110152, Elsevier, 2025.
Yannis Bertrand; Alexander Schultheis; Lukas Malburg; Joscha Grüger; Estefanía Serral Asensio; Ralph Bergmann
Challenges in Data Quality Management for IoT-Enhanced Event Logs
In: Research Challenges in Information Science - 19th International Conference, RCIS 2025, Proceedings. IEEE International Conference on Research Challenges in Information Science (RCIS-2025), 19th International Conference on Research Challenges in Information Science, May 20-23, Seville, Spain, Pages 20-36, Lecture Notes in Business Information Processing (LNBIP), Springer, 2025.
Guillermo Jimenez-Diaz; Mirko Lenz; Lukas Malburg; Belen Diaz-Agudo; Ralph Bergmann
A Framework for Supporting the Iterative Design of CBR Applications
In: Isabelle Bichindaritz; Beatriz Lopez (Hrsg.). Case-Based Reasoning Research and Development. International Conference on Case-Based Reasoning (ICCBR-2025), Biarritz, France, Lecture Notes in Computer Science (LNCS), Springer, Cham, 2025.
Ralph Bergmann; Florian Brand; Mirko Lenz; Lukas Malburg
EXAR: A Unified Experience-Grounded Agentic Reasoning Architecture
In: Isabelle Bichindaritz; Beatriz Lopez (Hrsg.). Case-Based Reasoning Research and Development. International Conference on Case-Based Reasoning (ICCBR-2025), Cham, France, Lecture Notes in Computer Science (LNCS), Springer, 2025.
Maxim Hotz; Lukas Malburg; Ralph Bergmann
Advanced Search Techniques for Determining Optimal Sequences of Adaptation Rules in Process-Oriented Case-Based Reasoning
In: Isabelle Bichindaritz; Beatriz Lopez (Hrsg.). Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3, 2025, Proceedings. International Conference on Case-Based Reasoning (ICCBR-2025), Pages 236-251, Lecture Notes in Computer Science, Vol. 15662, Springer, 2025.
Maximilian Hoffmann; Lukas Malburg; Ralph Bergmann
Augmentation of Semantic Processes for Deep Learning Applications
In: Applied Artificial Intelligence, Vol. 39, No. 1, Pages 1-48, Taylor & Francis, 2025.
Alexander Schultheis; David Jilg; Lukas Malburg; Simon Bergweiler; Ralph Bergmann
Towards Flexible Control of Production Processes: A Requirements Analysis for Adaptive Workflow Management and Evaluation of Suitable Process Modeling Languages
In: Minghai Yuan; Fengque Pei (Hrsg.). Processes, Vol. 12, No. 12, Pages 1-20, MDPI, 12/2024.
Alexander Schultheis; Benjamin Alt; Sebastian Bast; Achim Guldner; David Jilg; Darko Katic; Johannes Mundorf; Tobias Schlagenhauf; Sebastian Weber; Ralph Bergmann; Simon Bergweiler; Lars Creutz; Guido Dartmann; Lukas Malburg; Stefan Naumann; Mahdi Rezapour; Martin Ruskowski
EASY: Energy-Efficient Analysis and Control Processes in the Dynamic Edge-Cloud Continuum for Industrial Manufacturing
In: KI - Künstliche Intelligenz, German Journal on Artificial Intelligence - Organ des Fachbereiches "Künstliche Intelligenz" der Gesellschaft für Informatik e.V. (KI), Springer, 9/2024.
Alexander Schultheis
Exploring a Hybrid Case-Based Reasoning Approach for Time Series Adaptation in Predictive Maintenance
In: Lukas Malburg (Hrsg.). Proceedings of the Workshops at the 32nd International Conference on Case-Based Reasoning (ICCBR-WS 2024). International Conference on Case-Based Reasoning (ICCBR-2024), co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2024), located at 31st International Conference on Case-Based Reasoning (ICCBR 2024), July 1-5, Merida, Mexico, CEUR Workshop Proceedings, CEUR-WS.org. 7/2024.
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
In: Juan A. Recio-Garcia; Mauricio G. Orozco-del-Castillo; Derek Bridge (Hrsg.). Case-Based Reasoning Research and Development - 32nd International Conference, ICCBR 2024, Merida, Mexico, July 1-4, 2024, Proceedings. International Conference on Case-Based Reasoning (ICCBR-2024), July 1-4, Merida, Mexico, Lecture Notes in Computer Science (LNCS), Springer, 6/2024.