TY - JOUR A1 - Mathias, Selvine George A1 - Großmann, Daniel T1 - Use Cases of Data Reduction to Time Series Data in Sensor Monitoring JF - Journal of Ubiquitous Systems and Pervasive Networks UR - https://doi.org/10.5383/JUSPN.16.02.005 Y1 - 2022 UR - https://doi.org/10.5383/JUSPN.16.02.005 SN - 1923-7332 VL - 16 IS - 2 SP - 87 EP - 92 PB - IASKS CY - [s. l.] ER - TY - JOUR A1 - Schmied, Sebastian A1 - Mathias, Selvine George A1 - Großmann, Daniel A1 - Mueller, Ralph A1 - Jumar, Ulrich T1 - Information modelling with focus on existing manufacturing systems JF - Annual Reviews in Control UR - https://doi.org/10.1016/j.arcontrol.2021.04.010 KW - information model KW - aggregation KW - OPC UA KW - cyber–physical manufacturing systems Y1 - 2021 UR - https://doi.org/10.1016/j.arcontrol.2021.04.010 SN - 1367-5788 VL - 2021 IS - 51 SP - 392 EP - 400 PB - Elsevier CY - Amsterdam ER - TY - JOUR A1 - Mueller, Ralph A1 - Großmann, Daniel A1 - Schmied, Sebastian A1 - Jumar, Ulrich T1 - Co-Simulation im Planungsprozess für die Informationsmodell-basierte virtuelle Inbetriebnahme JF - at - Automatisierungstechnik T2 - Co-simulation in the planning process for information model-based virtual commissioning UR - https://doi.org/10.1515/auto-2021-0167 KW - virtuelle Inbetriebnahme KW - Informationsmodell KW - OPC UA KW - Planungsprozess KW - Maschinenkommunikation KW - virtual commissioning KW - information model KW - OPC UA KW - planning process KW - machine communication Y1 - 2022 UR - https://doi.org/10.1515/auto-2021-0167 SN - 2196-677X SN - 0178-2312 VL - 70 IS - 7 SP - 612 EP - 622 PB - De Gruyter CY - Berlin ER - TY - JOUR A1 - Schmied, Sebastian A1 - Großmann, Daniel A1 - Mueller, Ralph A1 - Mathias, Selvine George A1 - Jumar, Ulrich T1 - Erstellung und Management von Informationsmodellen für bestehende Produktionssysteme T1 - Creation and management of Information Models for existing production systems JF - at - Automatisierungstechnik UR - https://doi.org/10.1515/auto-2020-0021 KW - OPC UA KW - Informationsmodellierung KW - Produktionssystem KW - Prozessdaten-Management KW - OPC UA KW - Information Modeling KW - production system KW - process data management Y1 - 2020 UR - https://doi.org/10.1515/auto-2020-0021 SN - 2196-677X VL - 68 IS - 5 SP - 325 EP - 336 PB - De Gruyter CY - Berlin ER - TY - CHAP A1 - Mathias, Selvine George A1 - Akmal, Muhammad Uzair A1 - Asif, Saara A1 - Knollmeyer, Simon A1 - Koval, Leonid A1 - Grossmann, Daniel ED - Maglogiannis, Ilias ED - Iliadis, Lazaros ED - Andreou, Andreas ED - Papaleonidas, Antonios T1 - Handling Anonymized Non-numerical Features in Data Using Transformations for Regression Models T2 - Artificial Intelligence Applications and Innovations: 21st IFIP WG 12.5 International Conference, AIAI 2025, Limassol, Cyprus, June 26–29, 2025, Proceedings, Part III UR - https://doi.org/10.1007/978-3-031-96231-8_8 Y1 - 2025 UR - https://doi.org/10.1007/978-3-031-96231-8_8 SN - 978-3-031-96231-8 SP - 99 EP - 111 PB - Springer CY - Cham ER - TY - JOUR A1 - Vogt, Anna A1 - Mueller, Ralph A1 - Kampa, Thomas A1 - Stark, Rainer A1 - Großmann, Daniel T1 - Concept and architecture for information exchange between digital twins of the product (CPS) and the production system (CPPS) JF - Procedia CIRP N2 - 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. UR - https://doi.org/10.1016/j.procir.2021.11.217 KW - digital twin KW - cyber physical system KW - production system KW - information model KW - information exchange KW - intelligent production systems KW - smart production Y1 - 2021 UR - https://doi.org/10.1016/j.procir.2021.11.217 UR - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:573-16642 SN - 2212-8271 SP - 1292 EP - 1297 PB - Elsevier CY - Amsterdam ER - TY - JOUR A1 - Mayr, Thomas A1 - Knollmeyer, Simon A1 - Jeknic, Isidora A1 - Fink, Leon A1 - Hensel, Ralph A1 - Huber, Marco F. A1 - Großmann, Daniel T1 - Enhancing Process Planning in the Automotive Industry: Extracting Procedural Knowledge from Assembly Operation Descriptions using Large Language Models JF - Procedia CIRP N2 - 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. UR - https://doi.org/10.1016/j.procir.2026.01.137 Y1 - 2026 UR - https://doi.org/10.1016/j.procir.2026.01.137 UR - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:573-66843 SN - 2212-8271 VL - 2026 IS - 138 SP - 797 EP - 802 PB - Elsevier CY - Amsterdam ER - TY - CHAP A1 - Akmal, Muhammad Uzair A1 - Mathias, Selvine George A1 - Asif, Saara A1 - Koval, Leonid A1 - Knollmeyer, Simon A1 - Großmann, Daniel T1 - Humanizing AI: A Human-Centered Architecture to Developing Trustworthy Intelligent Systems T2 - CS & IT Conference Proceedings Y1 - 2025 UR - https://www.csitcp.com/abstract/15/158csit03 SN - 978-1-923107-57-1 SP - 27 EP - 44 PB - AIRCC CY - [s. l.] ER -