@inproceedings{MuenchReichAdam2020, author = {M{\"u}nch, Justin and Reich, Marius and Adam, Mario}, title = {Entwicklung eines Tools zur automatisierten Optimierung von Energiesystemen durch Maschinelles Lernen}, series = {RET.Con 2020. 3. Regenerative Energietechnik Konferenz, 13.-14.02.2020, Nordhausen}, booktitle = {RET.Con 2020. 3. Regenerative Energietechnik Konferenz, 13.-14.02.2020, Nordhausen}, editor = {Wesselak, Viktor}, publisher = {Hochschule Nordhausen}, address = {Nordhausen}, organization = {Hochschule Nordhausen}, isbn = {978-3-940820-16-7}, doi = {10.22032/dbt.46243}, pages = {152 -- 156}, year = {2020}, language = {de} } @misc{deCarvalhoHeinzeIlleetal.2012, author = {de Carvalho, Raphael and Heinze, Robert and Ille, Fabian and Adam, Mario and Kameier, Frank and Schauenberg, Udo}, title = {Verbesserte energetische Prognose von air conomy Modulen. Vergleich zwischen Design of Experiments (DoE) und Dimensionsanalyse (Teil 1)}, series = {HLH L{\"u}ftung/Klima, Heizung/Sanit{\"a}r, Geb{\"a}udetechnik}, volume = {63}, journal = {HLH L{\"u}ftung/Klima, Heizung/Sanit{\"a}r, Geb{\"a}udetechnik}, number = {8}, publisher = {Springer VDI-Verlag}, pages = {24 -- 28}, year = {2012}, language = {de} } @inproceedings{ReichPatrickAdam2024, author = {Reich, Marius and Patrick, Rathjen and Adam, Mario}, title = {Harnessing Machine Learning for Rapid Optimization: Integration of Time Series Data into Prior Approximation of Energy System Simulations}, series = {Book of Abstracts :10th International Conference on Smart Energy Systems}, booktitle = {Book of Abstracts :10th International Conference on Smart Energy Systems}, editor = {Lund, Henrik and Mathiesen, Brian Vad and {\O}stergaard, Poul Alberg and Thellufsen, Jakob Zinck and Brodersen, Hans J{\o}rgen}, publisher = {Aalborg University}, address = {Aalborg}, pages = {73}, year = {2024}, language = {en} } @inproceedings{ReichRathjenAdam2025, author = {Reich, Marius and Rathjen, Patrick and Adam, Mario}, title = {Precomputed ML Surrogates for Energy System Design: Methodology and In-Depth Evaluation}, series = {Book of Abstracts 2025: 11th International Conference on Smart Energy Systems, 16-17 September 2025. Copenhagen}, booktitle = {Book of Abstracts 2025: 11th International Conference on Smart Energy Systems, 16-17 September 2025. Copenhagen}, editor = {Henrik, Lund and Brain Vad, Mathiesen and {\O}stergaard, Poul Alberg and Thellufsen, Jakob Zinck and Brodersen, Hans J{\o}rgen}, publisher = {Aalborg University}, address = {Aalborg}, year = {2025}, language = {en} } @inproceedings{GottschaldReichAdam2023, author = {Gottschald, Jonas and Reich, Marius and Adam, Mario}, title = {Lessons Learned: On the Potentials and Challenges of a Model Predictive Controlled DHN Heat Supply}, series = {Book of Abstracts: 9th International Conference on Smart Energy Systems. Aalborg Universitet}, booktitle = {Book of Abstracts: 9th International Conference on Smart Energy Systems. Aalborg Universitet}, editor = {Lund, Henrik and Mathiesen, Brian Vad and {\O}stergaard, Paul Alberg and Brodersen, Hans J{\o}rgen}, publisher = {Aalborg University}, address = {Aalborg}, pages = {87 -- 87}, year = {2023}, language = {en} } @inproceedings{ReichPrusasAdam2023, author = {Reich, Marius and Prusas, Benedikt and Adam, Mario}, title = {Prior-Approximation of Rule-Based Energy System Simulation for Fast Design Optimization}, series = {Book of Abstracts: 9th International Conference on Smart Energy Systems. Aalborg Universitet}, booktitle = {Book of Abstracts: 9th International Conference on Smart Energy Systems. Aalborg Universitet}, editor = {Lund, Henrik and Mathiesen, Brian Vad and {\O}stergaard, Paul Alberg and Brodersen, Hans J{\o}rgen}, publisher = {Aalborg University}, address = {Aalborg}, pages = {115}, year = {2023}, language = {en} }