TY - CHAP A1 - Meitz, Lukas A1 - Heider, Michael A1 - Schöler, Thorsten A1 - Hähner, Jörg T1 - A Taxonomy for Complexity Estimation of Machine Data in Machine Health Applications T2 - Proceedings of the 21st International Conference on Informatics in Control, Automation and Robotics KW - product automation systems KW - predictive maintenance KW - condition monitoring KW - complexity KW - taxonomy Y1 - 2024 UR - https://www.scitepress.org/publishedPapers/2024/129949/pdf/index.html SN - 978-989-758-717-7 U6 - https://doi.org/10.5220/0012994900003822 SN - 2184-2809 N1 - Beitrag: 21st International Conference on Informatics in Control, Automation and Robotics (ICINCO 2024), Porto, Portugal, 18.11.2024 - 20.11.2024 VL - 1 SP - 341 EP - 350 PB - SCITEPRESS - Science and Technology Publications ER - TY - CHAP A1 - Kottre, Andreas A1 - Schöler, Thorsten A1 - Legat, Christoph T1 - Leveraging Semantic-based Root Cause Analysis with Alarm Flood Reduction T2 - IFAC-PapersOnLine KW - cyber-physical production systems KW - intelligent maintenance systems KW - alarm analysis KW - knowledge-based control KW - Industry 4.0 KW - intelligent manufacturing systems Y1 - 2023 U6 - https://doi.org/10.1016/j.ifacol.2023.10.031 SN - 2405-8963 VL - 56 IS - 2023,2 SP - 8585 EP - 8590 ER - TY - CHAP A1 - Farnham, Tim A1 - Schöler, Thorsten T1 - Flexible Protocol Stack Framework: Design, Validation and Performance T2 - Proceedings of 2003 Software Defined Radio Technical Conference and Product Exposition Y1 - 2003 UR - https://www.wirelessinnovation.org/assets/Proceedings/2003/2003-sy3-001-farnham.pdf ER - TY - JOUR A1 - Holzapfel, Korbinian A1 - Schöler, Thorsten A1 - Dechent, Raphael A1 - Naumann, Markus A1 - Allweyer, Martin A1 - Eisenacher, Tobias T1 - Automatisierte Lokalisation von Armnerven im Ultraschall durch Künstliche Intelligenz mit tiefen neuronalen Netzwerken JF - Klinische Neurophysiologie KW - tiefes Neuronales Netzwerk KW - Nervensonografie KW - Künstliche Intelligenz Y1 - 2025 U6 - https://doi.org/10.1055/a-2573-0858 SN - 1434-0275 VL - 56 IS - 2025,2 SP - 63 EP - 71 PB - Georg Thieme Verlag KG ER - TY - JOUR A1 - Bannout, Angelo Valentino A1 - Holzapfel, Korbinian A1 - Schöler, Thorsten A1 - Bayas, Antonios A1 - Naumann, Markus A1 - Joachim, Daniel T1 - Affekterkennung auf Basis von EEG-Signalen unter Verwendung künstlicher neuronaler Netze JF - Klinische Neurophysiologie T2 - Affective Computing Based on EEG Signals Using Neural Network KW - EEG KW - Affekterkennung KW - Neuronale Netzwerke Y1 - 2025 U6 - https://doi.org/10.1055/a-2517-1205 SN - 1434-0275 VL - 56 IS - 2025,2 SP - 80 EP - 86 PB - Georg Thieme Verlag KG CY - Stuttgart ER - TY - JOUR A1 - Scholz, Jürgen A1 - Schöler, Thorsten A1 - Sokolov, Yuri I. A1 - Kotsoeva, V. S. A1 - Elkina, Anna A. T1 - Technologija Blockchain. Principy raboty i perspektivy primenenija // Технология Blockchain. Принципы работы и перспективы применения JF - ЭТАП: Экономическая Теория, Анализ, Практика // ETAP: Ekonomicheskaya Teoriya, Analiz, Praktika // [Economic Theory, Analysis and Practice] T2 - Blockchain Technology. Priciples of Operation and Application Prospects KW - technology KW - Blockchain KW - transactions KW - decentralization KW - liquidity KW - possible Blockchain applications KW - data exchange Y1 - 2017 UR - http://etap.instet.ru/images/etap/Etap_06_2017_A_EN.pdf SN - 2071-6435 IS - 2017,6 SP - 67 EP - 76 PB - Institut Ėffektivnych Technologij CY - Moskau ER - TY - RPRT A1 - Goldenberg, Vladimir A1 - Lobachev, Mykhaylo A1 - Schöler, Thorsten T1 - Actual Aspects of Implementation and of AI in University Research and Teaching Process BT - Experience of Odessa Polytechnic National University (OPNU) and Technische Hochschule Augsburg (THA) KW - Künstliche Intelligenz KW - Robotik KW - Universitäten KW - Internationalität KW - Kooperation Y1 - 2024 U6 - https://doi.org/10.60524/opus-1976 ER - TY - CHAP A1 - Meitz, Lukas A1 - Heider, Michael A1 - Schöler, Thorsten A1 - Hähner, Jörg ED - Gusikhin, Oleg ED - Hammoudi, Slimane ED - Cuzzocrea, Alfredo T1 - On Data-Preprocessing for Effective Predictive Maintenance on Multi-Purpose Machines T2 - Proceedings of the 12th International Conference on Data Science, Technology and Applications (DATA 2023) N2 - Maintenance of complex machinery is time and resource intensive. Therefore, decreasing maintenance cycles by employing Predictive Maintenance (PdM) is sought after by many manufacturers of machines and can be a valuable selling point. However, currently PdM is a hard to solve problem getting increasingly harder with the complexity of the maintained system. One challenge is to adequately prepare data for model training and analysis. In this paper, we propose the use of expert knowledge–based preprocessing techniques to extend the standard data science–workflow. We define complex multi-purpose machinery as an pplication domain and test our proposed techniques on real-world data generated by numerous achines deployed in the wild. We find that our techniques enable and enhance model training. KW - predictive maintenance KW - data preprocessing KW - multi-purpose machines Y1 - 2023 SN - 978-989-758-664-4 U6 - https://doi.org/10.5220/0012146700003541 SN - 2184-285X SP - 606 EP - 612 PB - SciTePress ER - TY - JOUR A1 - Oğuz, Faruk Enes A1 - Alkan, Ahmet A1 - Schöler, Thorsten T1 - Emotion Detection from ECG Signals with Different Learning Algorithms and Automated Feature Engineering JF - Signal, Image and Video Processing KW - emotion detection KW - machine learning KW - deep learning KW - ECG KW - BiLSTM Y1 - 2023 U6 - https://doi.org/10.1007/s11760-023-02606-y SN - 1863-1711 ER - TY - JOUR A1 - Ostgathe, Martin A1 - Zäh, Michael F. A1 - Grimmert, Philipp A1 - Schöler, Thorsten T1 - Wissensbasiertes Störungsmanagement in Produktionsabläufen JF - Zeitschrift für wirtschaftlichen Fabrikbetrieb (ZWF) Y1 - 2011 UR - https://www.wiso-net.de/document/ZWF__a7040ff5c576f80b2bc099ecfd844a834f47c543 U6 - https://doi.org/10.3139/104.110660 VL - 106 IS - 11 SP - 838 EP - 843 ER - TY - CHAP A1 - Schöler, Thorsten A1 - Pröll, Sebastian T1 - Transparency in Industrial Processes T2 - Proceedings of the 4th International Scientific and Practical Conference "Contribution of Transport to the National Economic Security Development" T2 - ВКЛАД ТРАНСПОРТА В НАЦИОНАЛЬНУЮ ЭКОНОМИЧЕСКУЮ БЕЗОПАСНОСТЬ KW - manufacturing KW - services KW - data monitoring KW - data analytics KW - data science Y1 - 2019 UR - https://elibrary.ru/item.asp?id=41881190 SN - 978-5-7876-0372-9 SP - 45 EP - 50 ER - TY - RPRT A1 - Fay, Alexander A1 - Gehlhoff, Felix A1 - Seitz, Matthias A1 - Vogel-Heuser, Birgit A1 - Baumgärtel, Hartwick A1 - Diedrich, Christian A1 - Lüder, Arndt A1 - Schöler, Thorsten A1 - Sutschet, Gerhard A1 - Verbeet, Gerhard ED - VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik, T1 - Agenten zur Realisierung von Industrie 4.0 (VDI Statusreport Juli 2019) T2 - Agents for the realisation of Industrie 4.0 KW - Industrie 4.0 KW - Digitalisierung KW - Digitale Transformation Y1 - 2019 UR - https://www.vdi.de/ueber-uns/presse/publikationen/details/agenten-zur-realisierung-von-industrie-40 ER - TY - CHAP A1 - Schöler, Thorsten A1 - Behrens, Leonie A1 - Pupeter, Jan A1 - Staber, Marcel T1 - Beyond Blockchain - The Next Generation Blockchains T2 - Proceedings of the Third International Scientific and Practical Conference "Contribution of Transport to the National Economic Security Development" T2 - ВКЛАД ТРАНСПОРТА В НАЦИОНАЛЬНУЮ ЭКОНОМИЧЕСКУЮ БЕЗОПАСНОСТЬ Труды III Международной научно-практической конференции KW - blockchain KW - digital identity KW - IOTA Y1 - 2018 UR - https://elibrary.ru/item.asp?id=37052707 SP - 25 EP - 29 ER - TY - CHAP A1 - Schöler, Thorsten T1 - Integrated Approach For Autonomously Driving Model Cars T2 - Proceedings of the Eighth International Scientific Conference "Modern Information Technology" (MIT 2018) Y1 - 2018 UR - https://drive.google.com/file/d/1M_Ycw93GuLZBA9-20iiUogLHKPDhkGm-/view SN - 978-617-7046-50-8 SP - 214 EP - 215 ER - TY - CHAP A1 - Schöler, Thorsten A1 - Pröll, Sebastian A1 - Kögel, Lucas A1 - Hanka, Thomas ED - Vogel-Heuser, Birgit T1 - Software-Agenten zur Integration von Prozessen in der Fertigungs- und Gebäudeautomatisierung T2 - Softwareagenten in der Industrie 4.0 KW - Automatisierungssystem KW - Industrie 4.0 KW - Mehragentensystem KW - Anwendungssoftware KW - Softwareplattform Y1 - 2018 SN - 9783110524451 SN - 9783110527056 U6 - https://doi.org/10.1515/9783110527056 SP - 67 EP - 88 PB - De Gruyter CY - Oldenbourg ER - TY - CHAP A1 - Schöler, Thorsten ED - Höltgen, Stefan T1 - Teil I: Informatik T2 - Medientechnisches Wissen, Band 2: Informatik, Programmieren, Kybernetik KW - Medienwissenschaft KW - Theoretische Informatik KW - Medieninformatik KW - Programmiersprache KW - Kybernetik zweiter Ordnung Y1 - 2018 SN - 978-3-11-049624-6 U6 - https://doi.org/10.1515/9783110496253 SP - 7 EP - 130 PB - De Gruyter Oldenbourg CY - Berlin ER - TY - CHAP A1 - Kadatskyi, M. A1 - Schöler, Thorsten T1 - Using Gaussian Naive Bayes for Prediction of Car Directions in Autonomous Driving T2 - VI. International Scientific and Technical Conference "Information Culture Technology" (ICT 2018) Y1 - 2018 ER - TY - CHAP A1 - Schöler, Thorsten T1 - Selecting Artificial Neural Networks for Autonomous Driving T2 - VI. International Scientific and Technical Conference "Information Culture Technology" (ICT 2018) KW - autonomous driving Y1 - 2018 ER - TY - JOUR A1 - Baranov, Leonid A1 - Schöler, Thorsten A1 - Goldenberg, Vladimir A1 - Maximov, Vladislav T1 - Automatische und energieoptimale Zugsteuerung BT - Optimierung des Traktionsenergieverbrauches insbesondere für die Schienenfahrzeuge der U-Bahn JF - EI - Der Eisenbahningenieur: Internationale Fachzeitschrift für Schienenverkehr & Technik KW - Traktion KW - Schiene KW - U-Bahn KW - Optimierung KW - Fördertechnik KW - Verkehr Y1 - 2018 UR - https://www.wiso-net.de/document/EI__a76758b6703c9cbc268ebc6a634040c88f1f889e SN - 0013-2810 VL - 2018 IS - 2018,11 SP - 20 EP - 25 ER - TY - JOUR A1 - Meitz, Lukas A1 - Senge, Julia A1 - Wagenhals, Tim A1 - Schöler, Thorsten A1 - Hähner, Jörg A1 - Edinger, Janick A1 - Krupitzer, Christian T1 - A Literature Review Framework and Open Research Challenges for Predictive Maintenance in Industry 4.0 JF - Computers & Industrial Engineering KW - machine learning KW - predictive maintenance KW - Industry 4.0 KW - Industrial IoT KW - forecasting KW - anomaly detection Y1 - 2025 U6 - https://doi.org/10.1016/j.cie.2025.111193 SN - 0360-8352 VL - 206 PB - Elsevier BV ER - TY - JOUR A1 - Gisi, Markus A1 - Schöler, Thorsten A1 - Legat, Christoph T1 - Comparative Analysis of Traditional and Transformer-Based Models in Multi-label Classification of Industrial Requirements JF - IFAC-PapersOnLine KW - machine learning KW - information systems KW - computational intelligence Y1 - 2025 U6 - https://doi.org/10.1016/j.ifacol.2025.11.872 SN - 2405-8963 VL - 59 IS - 2025,24 SP - 245 EP - 250 PB - Elsevier BV ER - TY - INPR A1 - Legat, Christoph A1 - Schöler, Thorsten A1 - Kottre, Andreas T1 - Impediments and Requirements for ICT Technology Adoption in Special Machinery Engineering and Its Impact on Sustainability KW - study KW - technology adoption KW - special machinery KW - sustainability KW - ICT KW - OEE Y1 - 2023 U6 - https://doi.org/10.20944/preprints202312.2229.v1 ER - TY - CHAP A1 - Kottre, Andreas A1 - Schöler, Thorsten A1 - Legat, Christoph T1 - Applying Engineering Knowledge in Alarm Flood Reduction to Reduce Machine Downtime T2 - IFAC-PapersOnLine KW - smart maintenance KW - pattern analysis KW - decision making KW - computational intelligence KW - intelligent manufacturing KW - smart factory Y1 - 2022 U6 - https://doi.org/10.1016/j.ifacol.2022.04.169 SN - 2405-8963 VL - 55 IS - 2022,2 SP - 54 EP - 59 ER - TY - CHAP A1 - Schmalzel, Felix A1 - Springer, Martin A1 - Schöler, Thorsten ED - Seebacher, Uwe G. ED - Legat, Christoph T1 - Multi-Agent Reinforcement- Learning for Solving Flexible Job Shop Scheduling Problems T2 - Collective Intelligence Y1 - 2024 SN - 978-104027156-8 U6 - https://doi.org/10.1201/9781032690711-5 SP - 106 EP - 122 PB - CRC Press CY - Boca Raton ER - TY - CHAP A1 - Kottre, Andreas A1 - Schöler, Thorsten A1 - Legat, Christoph ED - Borangiu, Theodor ED - Trentesaux, Damien ED - Leitão, Paulo ED - Legat, Christoph T1 - Improving Reactive Maintenance Through Root Cause Analysis and Operator-Aided Decision Making T2 - Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future: Proceedings of SOHOMA 2024 KW - computational intelligence KW - service orientation in holonic manufacturing KW - multi-agent manufacturing KW - holonic manufacturing KW - SOHOMA’24 KW - SOHOMA Y1 - 2025 SN - 9783031853159 U6 - https://doi.org/10.1007/978-3-031-85316-6_19 SN - 1860-949X IS - (Studies in Computational Intelligence;1197) SP - 259 EP - 272 PB - Springer Nature Switzerland CY - Cham ER - TY - CHAP A1 - von Rußdorf, Philipp A1 - Schöler, Thorsten A1 - Goller, Ralf ED - Borangiu, Theodor ED - Trentesaux, Damien ED - Leitão, Paulo ED - Legat, Christoph T1 - A Concept for a Data Operating Platform for a Process Technology Research Environment as Step Towards a Universal Platform T2 - Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future: Proceedings of SOHOMA 2024 KW - research data management KW - system architecture Y1 - 2025 SN - 9783031853159 U6 - https://doi.org/10.1007/978-3-031-85316-6_13 SN - 1860-949X IS - (Studies in Computational Intelligence;1197) SP - 175 EP - 186 PB - Springer Nature Switzerland CY - Cham ER -