@inproceedings{MuellerGrossmannSchmiedetal.2021, author = {Mueller, Ralph and Großmann, Daniel and Schmied, Sebastian and Mathias, Selvine George}, title = {Architecture of a model in the middle approach for virtual commissioning and integration of production entities}, booktitle = {Proceedings: 2021 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-2989-1}, doi = {https://doi.org/10.1109/ETFA45728.2021.9613619}, year = {2021}, language = {en} } @inproceedings{SchmiedGrossmannMathiasetal.2021, author = {Schmied, Sebastian and Großmann, Daniel and Mathias, Selvine George and Mueller, Ralph}, title = {A concept towards the evolution and versioning of aggregated information models}, booktitle = {Proceedings: 2021 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-2989-1}, doi = {https://doi.org/10.1109/ETFA45728.2021.9613193}, year = {2021}, language = {en} } @inproceedings{MathiasGrossmannSchmiedetal.2022, author = {Mathias, Selvine George and Großmann, Daniel and Schmied, Sebastian and Mueller, Ralph}, title = {Decentralized Integration Approach of Disjoint Modules in Factory Environments}, booktitle = {IEIM 2022: 2022 The 3rd International Conference on Industrial Engineering and Industrial Management}, publisher = {ACM}, address = {New York}, isbn = {978-1-4503-9569-4}, doi = {https://doi.org/10.1145/3524338.3524368}, pages = {195 -- 199}, year = {2022}, language = {en} } @inproceedings{MathiasGrossmannSequeira2019, author = {Mathias, Selvine George and Großmann, Daniel and Sequeira, Gerald Joy}, title = {A Comparison of Clustering Measures on Raw Signals of Welding Production Data}, booktitle = {Proceedings 2019 International Conference on Deep Learning and Machine Learning in Emerging Applications (Deep-ML)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-2914-3}, doi = {https://doi.org/10.1109/Deep-ML.2019.00019}, pages = {55 -- 60}, year = {2019}, language = {en} } @inproceedings{MathiasSchmiedGrossmann2020, author = {Mathias, Selvine George and Schmied, Sebastian and Großmann, Daniel}, title = {Monitoring of discrete electrical signals from welding processes using data mining and IIoT approaches}, booktitle = {Proceedings, IEEE 32nd International Conference on Tools with Artificial Intelligence, (ICTAI 2020)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-9228-4}, doi = {https://doi.org/10.1109/ICTAI50040.2020.00142}, pages = {911 -- 916}, year = {2020}, language = {en} } @inproceedings{SchmiedGrossmannMathiasetal.2020, author = {Schmied, Sebastian and Großmann, Daniel and Mathias, Selvine George and Mueller, Ralph}, title = {An approach for aggregation and historicization of production entities in the graph}, booktitle = {Proceedings 2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-8956-7}, doi = {https://doi.org/10.1109/ETFA46521.2020.9211907}, pages = {1107 -- 1110}, year = {2020}, language = {en} } @inproceedings{MuellerGrossmannSchmiedetal.2020, author = {Mueller, Ralph and Großmann, Daniel and Schmied, Sebastian and Mathias, Selvine George}, title = {Validation of dynamic interoperability and virtual commissioning of production equipment in early development stages}, booktitle = {Proceedings 2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-8956-7}, doi = {https://doi.org/10.1109/ETFA46521.2020.9211988}, pages = {1159 -- 1162}, year = {2020}, language = {en} } @inproceedings{MathiasSchmiedGrossmannetal.2020, author = {Mathias, Selvine George and Schmied, Sebastian and Großmann, Daniel and Mueller, Ralph and Mroß, Bj{\"o}rn}, title = {A Compliance Testing Structure for Implementation of Industry Standards through OPC UA}, booktitle = {Proceedings 2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-8956-7}, doi = {https://doi.org/10.1109/ETFA46521.2020.9212119}, pages = {1091 -- 1094}, year = {2020}, language = {en} } @inproceedings{SchmiedGrossmannMathiasetal.2020, author = {Schmied, Sebastian and Großmann, Daniel and Mathias, Selvine George and Banerjee, Suprateek}, title = {Vertical integration via dynamic aggregation of information in OPC UA}, booktitle = {Intelligent Information and Database Systems}, publisher = {Springer}, address = {Singapur}, isbn = {978-981-15-3379-2}, issn = {1865-0929}, doi = {https://doi.org/10.1007/978-981-15-3380-8_18}, pages = {204 -- 215}, year = {2020}, language = {en} } @inproceedings{MathiasManchaGrossmannetal.2021, author = {Mathias, Selvine George and Mancha, Mathew John and Großmann, Daniel and Kujat, Bernd and Schiebold, Kay}, title = {Investigations on numerical techniques for detecting variations in acoustic emissions}, booktitle = {IECON 2021 - 47th Annual Conference of the IEEE Industrial Electronics Society}, publisher = {IEEE}, address = {Piscataway (NJ)}, isbn = {978-1-6654-3554-3}, doi = {https://doi.org/10.1109/IECON48115.2021.9589074}, year = {2021}, language = {en} } @inproceedings{SchmiedGrossmannMathiasetal.2020, author = {Schmied, Sebastian and Großmann, Daniel and Mathias, Selvine George and Mueller, Ralph}, title = {An approach for an industrial information model management}, booktitle = {Proceedings, 2020 IEEE Conference on Industrial Cyberphysical Systems (ICPS)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-6389-5}, doi = {https://doi.org/10.1109/ICPS48405.2020.9274751}, pages = {402 -- 405}, year = {2020}, language = {en} } @inproceedings{AkmalAsifKovaletal.2025, author = {Akmal, Muhammad Uzair and Asif, Saara and Koval, Leonid and Mathias, Selvine George and Knollmeyer, Simon and Großmann, Daniel}, title = {Layered Data-Centric AI to Streamline Data Quality Practices for Enhanced Automation}, booktitle = {Artificial Intelligence: Methodology, Systems, and Applications: 19th International Conference, AIMSA 2024, Varna, Bulgaria, September 18-20, 2024, Proceedings}, editor = {Koprinkova-Hristova, Petia and Kasabov, Nikola}, publisher = {Springer}, address = {Cham}, isbn = {978-3-031-81542-3}, doi = {https://doi.org/10.1007/978-3-031-81542-3_11}, pages = {128 -- 142}, year = {2025}, language = {en} } @inproceedings{KnollmeyerAkmalKovaletal.2024, author = {Knollmeyer, Simon and Akmal, Muhammad Uzair and Koval, Leonid and Asif, Saara and Mathias, Selvine George and Großmann, Daniel}, title = {Document Knowledge Graph to Enhance Question Answering with Retrieval Augmented Generation}, 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/ETFA61755.2024.10711054}, year = {2024}, language = {en} } @inproceedings{AsifAkmalKovaletal.2024, author = {Asif, Saara and Akmal, Muhammad Uzair and Koval, Leonid and Knollmeyer, Simon and Mathias, Selvine George and Großmann, Daniel}, title = {Supervised Anomaly Detection for Production Line Images using Data Augmentation and Convolutional Neural Network}, 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/ETFA61755.2024.10710718}, year = {2024}, language = {en} } @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} } @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{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} } @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} }