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Ein handlungsnahes Prüfungsformat zur Erfassung von Beratungskompetenz im Lehramtsstudium</i>. BaGraTEd-Forschungskolloquium, Universität Bamberg.","ieee":"P. Wotschel, “Von der Theorie zur (Beratungs)Praxis? Ein handlungsnahes Prüfungsformat zur Erfassung von Beratungskompetenz im Lehramtsstudium,” presented at the BaGraTEd-Forschungskolloquium, Universität Bamberg, 2025."},"language":[{"iso":"eng"}],"_id":"63125","user_id":"89529","conference":{"name":"BaGraTEd-Forschungskolloquium","start_date":"25.06.2025","location":"Universität Bamberg"},"author":[{"id":"89529","full_name":"Wotschel, Philipp","last_name":"Wotschel","first_name":"Philipp"}],"status":"public","year":"2025","title":"Von der Theorie zur (Beratungs)Praxis? Ein handlungsnahes Prüfungsformat zur Erfassung von Beratungskompetenz im Lehramtsstudium","date_updated":"2026-09-01T07:59:33Z"},{"language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://dl.acm.org/doi/abs/10.1145/3757892.3757893"}],"doi":"10.1145/3757892.3757893","publication_identifier":{"issn":["2770-5331","2770-5331"]},"author":[{"full_name":"Zapata Gonzalez, David Ricardo","first_name":"David Ricardo","last_name":"Zapata Gonzalez","id":"105506"},{"full_name":"Meyer, Marcel","first_name":"Marcel","orcid":" 0009-0005-9136-8525","last_name":"Meyer","id":"105120"},{"first_name":"Oliver","last_name":"Müller","full_name":"Müller, Oliver","id":"72849"}],"title":"Causal Machine Learning Approaches for Modelling Data Center Heat Recovery: A Physical Testbed Study","year":"2025","intvolume":"         5","publication_status":"published","date_updated":"2026-09-01T11:18:27Z","date_created":"2025-12-22T13:19:06Z","department":[{"_id":"196"}],"type":"conference","issue":"2","publication":"ACM SIGEnergy Energy Informatics Review","abstract":[{"lang":"eng","text":"Data centers (DCs) form the backbone of our growing digital economy, but their rising energy demands pose challenges to our environment. At the same time, reusing waste heat from DCs also represents an opportunity, for example, for more sustainable heating of residential buildings. Modeling and optimizing these coupled and dynamic systems of heat generation and reuse is complex. On the one hand, physical simulations can be used to model these systems, but they are time-consuming to develop and run. Machine learning (ML), on the other hand, allows efficient data-driven modeling, but conventional correlation-based approaches struggle with the prediction of interventions and out-of-distribution generalization. Recent advances in causal ML, which combine principles from causal inference with flexible ML methods, are a promising approach for more robust predictions. Due to their focus on modeling interventions and cause-and-effect relationships, it is difficult to evaluate causal ML approaches rigorously. To address this challenge, we built a testbed of a miniature DC with an integrated waste heat network, equipped with sensors and actuators. This testbed allows conducting controlled experiments and automatic collection of realistic data, which can then be used to benchmark conventional and causal ML methods. Our experimental results highlight the strengths and weaknesses of each modeling approach, providing valuable insights on how to appropriately apply different types of machine learning to optimize data center operations and enhance their sustainability."}],"_id":"63400","publisher":"Association for Computing Machinery (ACM)","page":"4-10","volume":5,"user_id":"105120","status":"public","oa":"1","citation":{"ama":"Zapata Gonzalez DR, Meyer M, Müller O. Causal Machine Learning Approaches for Modelling Data Center Heat Recovery: A Physical Testbed Study. In: <i>ACM SIGEnergy Energy Informatics Review</i>. Vol 5. Association for Computing Machinery (ACM); 2025:4-10. doi:<a href=\"https://doi.org/10.1145/3757892.3757893\">10.1145/3757892.3757893</a>","bibtex":"@inproceedings{Zapata Gonzalez_Meyer_Müller_2025, title={Causal Machine Learning Approaches for Modelling Data Center Heat Recovery: A Physical Testbed Study}, volume={5}, DOI={<a href=\"https://doi.org/10.1145/3757892.3757893\">10.1145/3757892.3757893</a>}, number={2}, booktitle={ACM SIGEnergy Energy Informatics Review}, publisher={Association for Computing Machinery (ACM)}, author={Zapata Gonzalez, David Ricardo and Meyer, Marcel and Müller, Oliver}, year={2025}, pages={4–10} }","mla":"Zapata Gonzalez, David Ricardo, et al. “Causal Machine Learning Approaches for Modelling Data Center Heat Recovery: A Physical Testbed Study.” <i>ACM SIGEnergy Energy Informatics Review</i>, vol. 5, no. 2, Association for Computing Machinery (ACM), 2025, pp. 4–10, doi:<a href=\"https://doi.org/10.1145/3757892.3757893\">10.1145/3757892.3757893</a>.","short":"D.R. Zapata Gonzalez, M. Meyer, O. Müller, in: ACM SIGEnergy Energy Informatics Review, Association for Computing Machinery (ACM), 2025, pp. 4–10.","chicago":"Zapata Gonzalez, David Ricardo, Marcel Meyer, and Oliver Müller. “Causal Machine Learning Approaches for Modelling Data Center Heat Recovery: A Physical Testbed Study.” In <i>ACM SIGEnergy Energy Informatics Review</i>, 5:4–10. Association for Computing Machinery (ACM), 2025. <a href=\"https://doi.org/10.1145/3757892.3757893\">https://doi.org/10.1145/3757892.3757893</a>.","apa":"Zapata Gonzalez, D. R., Meyer, M., &#38; Müller, O. (2025). Causal Machine Learning Approaches for Modelling Data Center Heat Recovery: A Physical Testbed Study. <i>ACM SIGEnergy Energy Informatics Review</i>, <i>5</i>(2), 4–10. <a href=\"https://doi.org/10.1145/3757892.3757893\">https://doi.org/10.1145/3757892.3757893</a>","ieee":"D. R. Zapata Gonzalez, M. Meyer, and O. Müller, “Causal Machine Learning Approaches for Modelling Data Center Heat Recovery: A Physical Testbed Study,” in <i>ACM SIGEnergy Energy Informatics Review</i>, 2025, vol. 5, no. 2, pp. 4–10, doi: <a href=\"https://doi.org/10.1145/3757892.3757893\">10.1145/3757892.3757893</a>."},"project":[{"_id":"824","name":"DC2HEAT - Data Centre HEat Recovery with AI-Technologies"}]},{"date_created":"2025-09-18T11:17:38Z","type":"journal_article","citation":{"bibtex":"@article{del Valle Luque_2025, title={[Synthèse] “Le théâtre au service de la formation des enseignants”. Développement d’un concept d’enseignement basé sur le théâtre pour la promotion de la compétence d’enseignement performatif des futurs enseignants de langues étrangères}, volume={39}, DOI={<a href=\"https://doi.org/10.4000/14nop\">10.4000/14nop</a>}, journal={TIPA. Travaux interdisciplinaires sur la parole et le langage}, publisher={OpenEdition}, author={del Valle Luque, Victoria}, year={2025} }","ama":"del Valle Luque V. [Synthèse] “Le théâtre au service de la formation des enseignants”. Développement d’un concept d’enseignement basé sur le théâtre pour la promotion de la compétence d’enseignement performatif des futurs enseignants de langues étrangères. <i>TIPA Travaux interdisciplinaires sur la parole et le langage</i>. 2025;39. doi:<a href=\"https://doi.org/10.4000/14nop\">10.4000/14nop</a>","mla":"del Valle Luque, Victoria. “[Synthèse] ‘Le Théâtre Au Service de La Formation Des Enseignants’. Développement d’un Concept d’enseignement Basé Sur Le Théâtre Pour La Promotion de La Compétence d’enseignement Performatif Des Futurs Enseignants de Langues Étrangères.” <i>TIPA. Travaux Interdisciplinaires Sur La Parole et Le Langage</i>, vol. 39, OpenEdition, 2025, doi:<a href=\"https://doi.org/10.4000/14nop\">10.4000/14nop</a>.","chicago":"del Valle Luque, Victoria. “[Synthèse] ‘Le Théâtre Au Service de La Formation Des Enseignants’. Développement d’un Concept d’enseignement Basé Sur Le Théâtre Pour La Promotion de La Compétence d’enseignement Performatif Des Futurs Enseignants de Langues Étrangères.” <i>TIPA. Travaux Interdisciplinaires Sur La Parole et Le Langage</i> 39 (2025). <a href=\"https://doi.org/10.4000/14nop\">https://doi.org/10.4000/14nop</a>.","short":"V. del Valle Luque, TIPA. Travaux Interdisciplinaires Sur La Parole et Le Langage 39 (2025).","ieee":"V. del Valle Luque, “[Synthèse] ‘Le théâtre au service de la formation des enseignants’. Développement d’un concept d’enseignement basé sur le théâtre pour la promotion de la compétence d’enseignement performatif des futurs enseignants de langues étrangères,” <i>TIPA. Travaux interdisciplinaires sur la parole et le langage</i>, vol. 39, 2025, doi: <a href=\"https://doi.org/10.4000/14nop\">10.4000/14nop</a>.","apa":"del Valle Luque, V. (2025). [Synthèse] “Le théâtre au service de la formation des enseignants”. Développement d’un concept d’enseignement basé sur le théâtre pour la promotion de la compétence d’enseignement performatif des futurs enseignants de langues étrangères. <i>TIPA. Travaux Interdisciplinaires Sur La Parole et Le Langage</i>, <i>39</i>. <a href=\"https://doi.org/10.4000/14nop\">https://doi.org/10.4000/14nop</a>"},"publication":"TIPA. Travaux interdisciplinaires sur la parole et le langage","_id":"61354","publisher":"OpenEdition","volume":39,"user_id":"82909","doi":"10.4000/14nop","author":[{"first_name":"Victoria","last_name":"del Valle Luque","full_name":"del Valle Luque, Victoria"}],"publication_identifier":{"issn":["2264-7082"]},"year":"2025","title":"[Synthèse] “Le théâtre au service de la formation des enseignants”. 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Alves <i>et al.</i>, <i>6G Resilience White Paper</i>. Oulu, Finland, 2025.","apa":"Alves, H., Mahmood, N. H., López, O. L. A., Samarakoon, S., Yrjölä, S., Latva-aho, M., Juntti, M., Pouttu, A., Dekorsy, A., family=Sena, given=Arthur Sousa,  prefix=de, Sezgin, A., Matthiesen, B., Benzaid, C., Weeraddana, C., Hutchison, D., Marasinghe, D., Ergenç, D., Jorswieck, E., Harjula, E., … Svensson, T. (2025). <i>6G Resilience White Paper</i>.","chicago":"Alves, Hirley, Nurul H. Mahmood, Onel Luis Alcaraz López, Sumudu Samarakoon, Seppo Yrjölä, Matti Latva-aho, Markku Juntti, et al. <i>6G Resilience White Paper</i>. 6G Research Visions. Oulu, Finland, 2025.","short":"H. Alves, N.H. Mahmood, O.L.A. López, S. Samarakoon, S. Yrjölä, M. Latva-aho, M. Juntti, A. Pouttu, A. Dekorsy,  prefix=de family=Sena, given=Arthur Sousa, A. Sezgin, B. Matthiesen, C. Benzaid, C. Weeraddana, D. Hutchison, D. Marasinghe, D. Ergenç, E. Jorswieck, E. Harjula, F. Dressler, I. Atzeni, J. van de Beek, J. Rak, K. Mikhaylov, L. Lovén, M. Liyanage, M. Katz, M. Matinmikko-Blue, M. Rasti, M. Ylianttila, N. Nguyen, P. Porambage, P. Popovski, P. Ahokangas, P. Rajatheva, R.-J. Reifert, T. Hewa, T. 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Sparse Incremental Aggregation in Satellite Federated Learning. In: <i>2025 14th International ITG Conference on Systems, Communications and Coding (SCC)</i>. IEEE; 2025. doi:<a href=\"https://doi.org/10.1109/ieeeconf62907.2025.10949091\">10.1109/ieeeconf62907.2025.10949091</a>","bibtex":"@inproceedings{Razmi_Mukherjee_Matthiesen_Dekorsy_Popovski_2025, title={Sparse Incremental Aggregation in Satellite Federated Learning}, DOI={<a href=\"https://doi.org/10.1109/ieeeconf62907.2025.10949091\">10.1109/ieeeconf62907.2025.10949091</a>}, booktitle={2025 14th International ITG Conference on Systems, Communications and Coding (SCC)}, publisher={IEEE}, author={Razmi, Nasrin and Mukherjee, Sourav and Matthiesen, Bho and Dekorsy, Armin and Popovski, Petar}, year={2025} }","apa":"Razmi, N., Mukherjee, S., Matthiesen, B., Dekorsy, A., &#38; Popovski, P. (2025). Sparse Incremental Aggregation in Satellite Federated Learning. <i>2025 14th International ITG Conference on Systems, Communications and Coding (SCC)</i>. <a href=\"https://doi.org/10.1109/ieeeconf62907.2025.10949091\">https://doi.org/10.1109/ieeeconf62907.2025.10949091</a>","ieee":"N. Razmi, S. Mukherjee, B. Matthiesen, A. Dekorsy, and P. Popovski, “Sparse Incremental Aggregation in Satellite Federated Learning,” 2025, doi: <a href=\"https://doi.org/10.1109/ieeeconf62907.2025.10949091\">10.1109/ieeeconf62907.2025.10949091</a>.","short":"N. Razmi, S. Mukherjee, B. Matthiesen, A. Dekorsy, P. Popovski, in: 2025 14th International ITG Conference on Systems, Communications and Coding (SCC), IEEE, 2025.","chicago":"Razmi, Nasrin, Sourav Mukherjee, Bho Matthiesen, Armin Dekorsy, and Petar Popovski. “Sparse Incremental Aggregation in Satellite Federated Learning.” In <i>2025 14th International ITG Conference on Systems, Communications and Coding (SCC)</i>. IEEE, 2025. <a href=\"https://doi.org/10.1109/ieeeconf62907.2025.10949091\">https://doi.org/10.1109/ieeeconf62907.2025.10949091</a>."},"user_id":"126292","doi":"10.1109/ieeeconf62907.2025.10949091","publisher":"IEEE","_id":"66968","language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2026-09-04T14:48:22Z","year":"2025","status":"public","title":"Sparse Incremental Aggregation in Satellite Federated Learning","author":[{"full_name":"Razmi, Nasrin","first_name":"Nasrin","last_name":"Razmi"},{"last_name":"Mukherjee","first_name":"Sourav","full_name":"Mukherjee, Sourav"},{"full_name":"Matthiesen, Bho","last_name":"Matthiesen","orcid":"0000-0002-4582-3938","first_name":"Bho","id":"126292"},{"full_name":"Dekorsy, Armin","first_name":"Armin","last_name":"Dekorsy"},{"full_name":"Popovski, Petar","last_name":"Popovski","first_name":"Petar"}]},{"date_created":"2026-09-04T14:06:56Z","type":"conference","publication":"2024 IEEE Globecom Workshops (GC Wkshps)","citation":{"mla":"Razmi, Nasrin, et al. “Energy-Aware Federated Learning in Satellite Constellations.” <i>2024 IEEE Globecom Workshops (GC Wkshps)</i>, IEEE, 2025, doi:<a href=\"https://doi.org/10.1109/gcwkshp64532.2024.11100966\">10.1109/gcwkshp64532.2024.11100966</a>.","ama":"Razmi N, Matthiesen B, Dekorsy A, Popovski P. Energy-Aware Federated Learning in Satellite Constellations. In: <i>2024 IEEE Globecom Workshops (GC Wkshps)</i>. IEEE; 2025. doi:<a href=\"https://doi.org/10.1109/gcwkshp64532.2024.11100966\">10.1109/gcwkshp64532.2024.11100966</a>","bibtex":"@inproceedings{Razmi_Matthiesen_Dekorsy_Popovski_2025, title={Energy-Aware Federated Learning in Satellite Constellations}, DOI={<a href=\"https://doi.org/10.1109/gcwkshp64532.2024.11100966\">10.1109/gcwkshp64532.2024.11100966</a>}, booktitle={2024 IEEE Globecom Workshops (GC Wkshps)}, publisher={IEEE}, author={Razmi, Nasrin and Matthiesen, Bho and Dekorsy, Armin and Popovski, Petar}, year={2025} }","apa":"Razmi, N., Matthiesen, B., Dekorsy, A., &#38; Popovski, P. (2025). Energy-Aware Federated Learning in Satellite Constellations. <i>2024 IEEE Globecom Workshops (GC Wkshps)</i>. <a href=\"https://doi.org/10.1109/gcwkshp64532.2024.11100966\">https://doi.org/10.1109/gcwkshp64532.2024.11100966</a>","ieee":"N. Razmi, B. Matthiesen, A. 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IEEE, 2025. <a href=\"https://doi.org/10.1109/gcwkshp64532.2024.11100966\">https://doi.org/10.1109/gcwkshp64532.2024.11100966</a>."},"extern":"1","_id":"66969","publisher":"IEEE","language":[{"iso":"eng"}],"user_id":"126292","doi":"10.1109/gcwkshp64532.2024.11100966","year":"2025","status":"public","title":"Energy-Aware Federated Learning in Satellite Constellations","author":[{"first_name":"Nasrin","last_name":"Razmi","full_name":"Razmi, Nasrin"},{"id":"126292","first_name":"Bho","last_name":"Matthiesen","orcid":"0000-0002-4582-3938","full_name":"Matthiesen, Bho"},{"last_name":"Dekorsy","first_name":"Armin","full_name":"Dekorsy, Armin"},{"full_name":"Popovski, Petar","first_name":"Petar","last_name":"Popovski"}],"publication_status":"published","date_updated":"2026-09-04T14:48:14Z"},{"type":"book_chapter","date_created":"2025-06-14T06:12:49Z","place":"Trier","publication":"Praktiken der Erinnerung","citation":{"ieee":"I. Kruse and J. Kanning, “Zwischen Ablehnung und Befürwortung . 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Facilitating the Automated Generation of Data-Driven Models for the Diagnostics and Prognostics of Technical Systems. In: <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. IEEE; 2025. doi:<a href=\"https://doi.org/10.1109/etfa65518.2025.11205799\">10.1109/etfa65518.2025.11205799</a>","ieee":"A. Löwen, D. Quirin, M. Hesse, O. K. Aimiyekagbon, and W. Sextro, “Facilitating the Automated Generation of Data-Driven Models for the Diagnostics and Prognostics of Technical Systems,” presented at the 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), Porto, 2025, doi: <a href=\"https://doi.org/10.1109/etfa65518.2025.11205799\">10.1109/etfa65518.2025.11205799</a>.","apa":"Löwen, A., Quirin, D., Hesse, M., Aimiyekagbon, O. K., &#38; Sextro, W. (2025). Facilitating the Automated Generation of Data-Driven Models for the Diagnostics and Prognostics of Technical Systems. <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), Porto. <a href=\"https://doi.org/10.1109/etfa65518.2025.11205799\">https://doi.org/10.1109/etfa65518.2025.11205799</a>","short":"A. Löwen, D. Quirin, M. Hesse, O.K. Aimiyekagbon, W. Sextro, in: 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), IEEE, 2025.","chicago":"Löwen, Alexander, Dennis Quirin, Marc Hesse, Osarenren Kennedy Aimiyekagbon, and Walter Sextro. “Facilitating the Automated Generation of Data-Driven Models for the Diagnostics and Prognostics of Technical Systems.” In <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. IEEE, 2025. <a href=\"https://doi.org/10.1109/etfa65518.2025.11205799\">https://doi.org/10.1109/etfa65518.2025.11205799</a>."},"abstract":[{"lang":"eng","text":"The integration of data-driven models and specifically machine learning for conditon monitoring and predictive maintenance into companies, especially small and medium-sized enterprises, offers significant opportunities in reducing costs, operating more sustainably, and maintaining long-term competitiveness. However, many small and medium-sized enterprises lack the necessary resources and expertise to derive knowledge from data and integrate their own machine learning based solutions. To address this challenge, a framework is presented that enables the automated generation of data-driven models with a particular focus on condition monitoring and predictive maintenance, but applicable to other use cases as well. Using a dataset from the 2022 data challenge of the prognostics and health management society, it is demonstrated that the framework can generate high-performing models, achieving F1-scores up to 0.998, exemplarily for a classification task."}],"related_material":{"link":[{"url":"https://gitlab.ub.uni-bielefeld.de/ml4proflow/modules/ml4proflow-mods-ldm","relation":"software"}]},"project":[{"_id":"1483","name":"Industrie 4.0 Ökosystem für den automatisierten Einsatz von datengetriebenen Services (I4.0AutoServ)"}],"date_created":"2025-12-18T09:07:38Z","type":"conference","department":[{"_id":"151"}],"status":"public","title":"Facilitating the Automated Generation of Data-Driven Models for the Diagnostics and Prognostics of Technical Systems","year":"2025","author":[{"full_name":"Löwen, Alexander","last_name":"Löwen","first_name":"Alexander","id":"47233"},{"last_name":"Quirin","first_name":"Dennis","full_name":"Quirin, Dennis"},{"full_name":"Hesse, Marc","first_name":"Marc","last_name":"Hesse"},{"last_name":"Aimiyekagbon","first_name":"Osarenren Kennedy","full_name":"Aimiyekagbon, Osarenren Kennedy","id":"9557"},{"first_name":"Walter","last_name":"Sextro","full_name":"Sextro, Walter","id":"21220"}],"conference":{"location":"Porto","name":"2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)"},"publication_status":"published","date_updated":"2026-09-23T11:20:15Z","publisher":"IEEE","_id":"63193","language":[{"iso":"eng"}],"user_id":"47233","doi":"10.1109/etfa65518.2025.11205799"},{"doi":"10.1515/9783111624495","user_id":"94428","alternative_title":["Eine sprachhistorische und soziokommunikative Untersuchung zu Lviv/Lemberg 1848–1918"],"_id":"67219","publisher":"De Gruyter","date_updated":"2026-09-24T11:39:42Z","publication_status":"published","title":"Multilingualität in der Stadt","year":"2025","status":"public","publication_identifier":{"isbn":["9783111624020","9783111624495","9783111624297"]},"author":[{"full_name":"Ptashnyk, Stefaniya","first_name":"Stefaniya","last_name":"Ptashnyk"}],"type":"book_editor","date_created":"2026-09-22T10:45:17Z","citation":{"chicago":"Ptashnyk, Stefaniya. <i>Multilingualität in Der Stadt</i>. 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Díaz Canales, A. Avila Galarza, S. Schlüter, E. Lacayo Escobar, A. Schlüter, Journal of Sustainable Development Indicators 1 (2025) 1–26.","ieee":"E. B. Díaz Canales, A. Avila Galarza, S. Schlüter, E. Lacayo Escobar, and A. Schlüter, “Implementing Strategic Environmental Assessment in the Global South, a Challenge: Nicaragua as a Case Study,” <i>Journal of Sustainable Development Indicators</i>, vol. 1, no. 2, pp. 1–26, 2025, doi: <a href=\"https://doi.org/10.13044/j.sdi.d2.0592\">10.13044/j.sdi.d2.0592</a>.","apa":"Díaz Canales, E. B., Avila Galarza, A., Schlüter, S., Lacayo Escobar, E., &#38; Schlüter, A. (2025). 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