@inproceedings{MeitzHeiderSchoeleretal., author = {Meitz, Lukas and Heider, Michael and Sch{\"o}ler, Thorsten and H{\"a}hner, J{\"o}rg}, title = {On Data-Preprocessing for Effective Predictive Maintenance on Multi-Purpose Machines}, series = {Proceedings of the 12th International Conference on Data Science, Technology and Applications (DATA 2023)}, booktitle = {Proceedings of the 12th International Conference on Data Science, Technology and Applications (DATA 2023)}, editor = {Gusikhin, Oleg and Hammoudi, Slimane and Cuzzocrea, Alfredo}, publisher = {SciTePress}, isbn = {978-989-758-664-4}, issn = {2184-285X}, doi = {10.5220/0012146700003541}, pages = {606 -- 612}, abstract = {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.}, language = {en} } @article{OğuzAlkanSchoeler, author = {Oğuz, Faruk Enes and Alkan, Ahmet and Sch{\"o}ler, Thorsten}, title = {Emotion Detection from ECG Signals with Different Learning Algorithms and Automated Feature Engineering}, series = {Signal, Image and Video Processing}, journal = {Signal, Image and Video Processing}, issn = {1863-1711}, doi = {10.1007/s11760-023-02606-y}, pages = {9}, language = {en} } @article{OstgatheZaehGrimmertetal., author = {Ostgathe, Martin and Z{\"a}h, Michael F. and Grimmert, Philipp and Sch{\"o}ler, Thorsten}, title = {Wissensbasiertes St{\"o}rungsmanagement in Produktionsabl{\"a}ufen}, series = {Zeitschrift f{\"u}r wirtschaftlichen Fabrikbetrieb (ZWF)}, volume = {106}, journal = {Zeitschrift f{\"u}r wirtschaftlichen Fabrikbetrieb (ZWF)}, number = {11}, doi = {10.3139/104.110660}, pages = {838 -- 843}, language = {de} } @inproceedings{SchoelerProell, author = {Sch{\"o}ler, Thorsten and Pr{\"o}ll, Sebastian}, title = {Transparency in Industrial Processes}, series = {Proceedings of the 4th International Scientific and Practical Conference "Contribution of Transport to the National Economic Security Development"}, booktitle = {Proceedings of the 4th International Scientific and Practical Conference "Contribution of Transport to the National Economic Security Development"}, isbn = {978-5-7876-0372-9}, pages = {45 -- 50}, language = {en} } @techreport{FayGehlhoffSeitzetal., author = {Fay, Alexander and Gehlhoff, Felix and Seitz, Matthias and Vogel-Heuser, Birgit and Baumg{\"a}rtel, Hartwick and Diedrich, Christian and L{\"u}der, Arndt and Sch{\"o}ler, Thorsten and Sutschet, Gerhard and Verbeet, Gerhard}, title = {Agenten zur Realisierung von Industrie 4.0 (VDI Statusreport Juli 2019)}, editor = {VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik,}, language = {de} } @inproceedings{SchoelerBehrensPupeteretal., author = {Sch{\"o}ler, Thorsten and Behrens, Leonie and Pupeter, Jan and Staber, Marcel}, title = {Beyond Blockchain - The Next Generation Blockchains}, series = {Proceedings of the Third International Scientific and Practical Conference "Contribution of Transport to the National Economic Security Development"}, booktitle = {Proceedings of the Third International Scientific and Practical Conference "Contribution of Transport to the National Economic Security Development"}, pages = {25 -- 29}, language = {en} } @inproceedings{Schoeler, author = {Sch{\"o}ler, Thorsten}, title = {Integrated Approach For Autonomously Driving Model Cars}, series = {Proceedings of the Eighth International Scientific Conference "Modern Information Technology" (MIT 2018)}, booktitle = {Proceedings of the Eighth International Scientific Conference "Modern Information Technology" (MIT 2018)}, isbn = {978-617-7046-50-8}, pages = {214 -- 215}, language = {en} } @incollection{SchoelerProellKoegeletal., author = {Sch{\"o}ler, Thorsten and Pr{\"o}ll, Sebastian and K{\"o}gel, Lucas and Hanka, Thomas}, title = {Software-Agenten zur Integration von Prozessen in der Fertigungs- und Geb{\"a}udeautomatisierung}, series = {Softwareagenten in der Industrie 4.0}, booktitle = {Softwareagenten in der Industrie 4.0}, editor = {Vogel-Heuser, Birgit}, publisher = {De Gruyter}, address = {Oldenbourg}, isbn = {9783110524451}, doi = {10.1515/9783110527056}, pages = {67 -- 88}, subject = {Automatisierungssystem}, language = {de} } @incollection{Schoeler, author = {Sch{\"o}ler, Thorsten}, title = {Teil I: Informatik}, series = {Medientechnisches Wissen, Band 2: Informatik, Programmieren, Kybernetik}, booktitle = {Medientechnisches Wissen, Band 2: Informatik, Programmieren, Kybernetik}, editor = {H{\"o}ltgen, Stefan}, publisher = {De Gruyter Oldenbourg}, address = {Berlin}, isbn = {978-3-11-049624-6}, doi = {10.1515/9783110496253}, pages = {7 -- 130}, subject = {Medienwissenschaft}, language = {de} } @inproceedings{KadatskyiSchoeler, author = {Kadatskyi, M. and Sch{\"o}ler, Thorsten}, title = {Using Gaussian Naive Bayes for Prediction of Car Directions in Autonomous Driving}, series = {VI. International Scientific and Technical Conference "Information Culture Technology" (ICT 2018)}, booktitle = {VI. International Scientific and Technical Conference "Information Culture Technology" (ICT 2018)}, language = {en} }