@inproceedings{KovalAkmalAsifetal.2025, author = {Koval, Leonid and Akmal, Muhammad Uzair and Asif, Saara and Mathias, Selvine George and Knollmeyer, Simon and Großmann, Daniel}, title = {Optimizing AI-Driven Production in Industry 4.0: A Morphological Box and Taxonomy Approach}, booktitle = {2025 International Conference on Computer Technology Applications (ICCTA)}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3315-1265-1}, doi = {https://doi.org/10.1109/ICCTA65425.2025.11166106}, pages = {272 -- 278}, year = {2025}, language = {en} } @inproceedings{KovalAkmalAsifetal.2024, author = {Koval, Leonid and Akmal, Muhammad Uzair and Asif, Saara and Mathias, Selvine George and Knollmeyer, Simon and Großmann, Daniel}, title = {Addressing the complexity of AI Integration in Manufacturing: A Morphological Analysis}, booktitle = {2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA)}, editor = {Facchinetti, Tullio and Cenedese, Angelo and Lo Bello, Lucia and Vitturi, Stefano and Sauter, Thilo and Tramarin, Federico}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3503-6123-0}, doi = {https://doi.org/10.1109/ETFA61755.2024.10711011}, year = {2024}, language = {en} } @inproceedings{AsifAkmalKovaletal.2024, author = {Asif, Saara and Akmal, Muhammad Uzair and Koval, Leonid and Mathias, Selvine George and Knollmeyer, Simon and Großmann, Daniel}, title = {A Conceptual Framework for Addressing Class Imbalance in Image Data: Challenges and Strategies}, booktitle = {2024 IEEE 12th International Conference on Intelligent Systems (IS): Proceedings}, editor = {Sgurev, Vassil and Jotsov, Vladimir and Piuri, Vincenzo and Doukovska, Luybka and Yoshinov, Radoslav}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3503-5098-2}, doi = {https://doi.org/10.1109/IS61756.2024.10705251}, year = {2024}, language = {en} } @inproceedings{KovalWaechterErdoganetal.2025, author = {Koval, Leonid and W{\"a}chter, Sonja and Erdogan, H{\"u}seyin and Großmann, Daniel}, title = {Ontology-Driven Modeling and Integration of Production Processes in Advanced Driver-Assistance Systems within the Gaia-X Ecosystem}, booktitle = {2025 11th International Conference on Computer Technology Applications (ICCTA 2025)}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3315-1265-1}, doi = {https://doi.org/10.1109/ICCTA65425.2025.11166225}, pages = {211 -- 216}, year = {2025}, language = {en} } @inproceedings{NowackiMuellerGrossmannetal.2023, author = {Nowacki, Natalie Samanta and Mueller, Ralph and Großmann, Daniel and Lueder, Arndt}, title = {Approach for identifying data usage information objects for the later implementation in production environments}, booktitle = {2023 The 10th International Conference on Industrial Engineering and Applications (Europe), ICIEA-EU 2023}, subtitle = {Enabling a logic for the information modelling based on use cases using a conversation concept}, publisher = {ACM}, address = {New York}, isbn = {978-1-4503-9852-7}, doi = {https://doi.org/10.1145/3587889.3587915}, pages = {169 -- 175}, year = {2023}, language = {en} } @article{MathiasGrossmann2022, author = {Mathias, Selvine George and Großmann, Daniel}, title = {Use Cases of Data Reduction to Time Series Data in Sensor Monitoring}, volume = {16}, journal = {Journal of Ubiquitous Systems and Pervasive Networks}, number = {2}, publisher = {IASKS}, address = {[s. l.]}, issn = {1923-7332}, doi = {https://doi.org/10.5383/JUSPN.16.02.005}, pages = {87 -- 92}, year = {2022}, language = {en} } @article{SchmiedMathiasGrossmannetal.2021, author = {Schmied, Sebastian and Mathias, Selvine George and Großmann, Daniel and Mueller, Ralph and Jumar, Ulrich}, title = {Information modelling with focus on existing manufacturing systems}, volume = {2021}, journal = {Annual Reviews in Control}, number = {51}, publisher = {Elsevier}, address = {Amsterdam}, issn = {1367-5788}, doi = {https://doi.org/10.1016/j.arcontrol.2021.04.010}, pages = {392 -- 400}, year = {2021}, language = {en} } @article{MuellerGrossmannSchmiedetal.2022, author = {Mueller, Ralph and Großmann, Daniel and Schmied, Sebastian and Jumar, Ulrich}, title = {Co-Simulation im Planungsprozess f{\"u}r die Informationsmodell-basierte virtuelle Inbetriebnahme}, volume = {70}, journal = {at - Automatisierungstechnik}, number = {7}, publisher = {De Gruyter}, address = {Berlin}, issn = {2196-677X}, doi = {https://doi.org/10.1515/auto-2021-0167}, pages = {612 -- 622}, year = {2022}, language = {de} } @article{SchmiedGrossmannMuelleretal.2020, author = {Schmied, Sebastian and Großmann, Daniel and Mueller, Ralph and Mathias, Selvine George and Jumar, Ulrich}, title = {Erstellung und Management von Informationsmodellen f{\"u}r bestehende Produktionssysteme}, volume = {68}, journal = {at - Automatisierungstechnik}, number = {5}, publisher = {De Gruyter}, address = {Berlin}, issn = {2196-677X}, doi = {https://doi.org/10.1515/auto-2020-0021}, pages = {325 -- 336}, year = {2020}, language = {de} } @inproceedings{MathiasAkmalAsifetal.2025, author = {Mathias, Selvine George and Akmal, Muhammad Uzair and Asif, Saara and Knollmeyer, Simon and Koval, Leonid and Grossmann, Daniel}, title = {Handling Anonymized Non-numerical Features in Data Using Transformations for Regression Models}, booktitle = {Artificial Intelligence Applications and Innovations: 21st IFIP WG 12.5 International Conference, AIAI 2025, Limassol, Cyprus, June 26-29, 2025, Proceedings, Part III}, editor = {Maglogiannis, Ilias and Iliadis, Lazaros and Andreou, Andreas and Papaleonidas, Antonios}, publisher = {Springer}, address = {Cham}, isbn = {978-3-031-96231-8}, doi = {https://doi.org/10.1007/978-3-031-96231-8_8}, pages = {99 -- 111}, year = {2025}, language = {en} } @article{VogtMuellerKampaetal.2021, author = {Vogt, Anna and Mueller, Ralph and Kampa, Thomas and Stark, Rainer and Großmann, Daniel}, title = {Concept and architecture for information exchange between digital twins of the product (CPS) and the production system (CPPS)}, journal = {Procedia CIRP}, publisher = {Elsevier}, address = {Amsterdam}, issn = {2212-8271}, doi = {https://doi.org/10.1016/j.procir.2021.11.217}, pages = {1292 -- 1297}, year = {2021}, abstract = {The Digital Twin concept and CPS- and IIoT-based approaches are increasingly important topics concerning future Industry 4.0 architectures. They offer high potential for dynamical aspects in intelligent production planning and control as well as part traceability and documentation. Standardized information exchange is an upcoming requirement among the whole supply chain. This paper presents a concept for a Digital Twin architecture based on motor production in the automotive industry. The key aspect is an information exchange structure for Digital Twins of products and production systems that are combined using principles of Dynamic Aggregation.}, language = {en} } @article{MayrKnollmeyerJeknicetal.2026, author = {Mayr, Thomas and Knollmeyer, Simon and Jeknic, Isidora and Fink, Leon and Hensel, Ralph and Huber, Marco F. and Großmann, Daniel}, title = {Enhancing Process Planning in the Automotive Industry: Extracting Procedural Knowledge from Assembly Operation Descriptions using Large Language Models}, volume = {2026}, journal = {Procedia CIRP}, number = {138}, publisher = {Elsevier}, address = {Amsterdam}, issn = {2212-8271}, doi = {https://doi.org/10.1016/j.procir.2026.01.137}, pages = {797 -- 802}, year = {2026}, abstract = {The non-standardized, human-written assembly descriptions have been a long-standing obstacle in the automotive assembly industry, making it difficult to use these data in the planning stage. The paper presents a standardization method based on Large Language Models (LLMs), focusing on consistency and clarity. This approach does not only streamline the planning processes but also facilitates the benchmarking of productivity and process quality across different individual parts and assembly lines, thus enabling comprehensive efficiency analysis and ultimately leading to more informed decision-making. Our method was evaluated at a German OEM in the automotive sector, demonstrating its practical applicability and effectiveness.}, language = {en} } @inproceedings{AkmalMathiasAsifetal.2025, author = {Akmal, Muhammad Uzair and Mathias, Selvine George and Asif, Saara and Koval, Leonid and Knollmeyer, Simon and Großmann, Daniel}, title = {Humanizing AI: A Human-Centered Architecture to Developing Trustworthy Intelligent Systems}, booktitle = {CS \& IT Conference Proceedings}, publisher = {AIRCC}, address = {[s. l.]}, isbn = {978-1-923107-57-1}, url = {https://www.csitcp.com/abstract/15/158csit03}, pages = {27 -- 44}, year = {2025}, language = {en} }