@inproceedings{ReichAdamLambach2018, author = {Reich, Marius and Adam, Mario and Lambach, Stefan}, title = {Comparison of different Methods for Approximating Models of Energy Supply Systems and Polyoptimising the Systems-Structure and Components-Dimension}, series = {30th International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems (ECOS 2017), San Diego, California, USA, 2-6 July 2017}, booktitle = {30th International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems (ECOS 2017), San Diego, California, USA, 2-6 July 2017}, publisher = {Curran Associates Inc}, address = {Red Hook, NY}, isbn = {9781510862562}, pages = {2921 -- 2933}, year = {2018}, language = {en} } @inproceedings{GottschaldReichAdametal.2020, author = {Gottschald, Jonas and Reich, Marius and Adam, Mario and Leibauer, R.}, title = {Selbstlernende Betriebsoptimierung einer hybriden Nahw{\"a}rmeversorgung}, series = {Fachkonferenz Digitalisieren - Sektoren koppeln - Flexibilisieren, 24.11.2020, Berlin}, booktitle = {Fachkonferenz Digitalisieren - Sektoren koppeln - Flexibilisieren, 24.11.2020, Berlin}, address = {Berlin}, organization = {Fraunhofer IOSB}, year = {2020}, language = {de} } @inproceedings{AdamGottschaldReichetal.2019, author = {Adam, Mario and Gottschald, Jonas and Reich, Marius and G{\"o}tzelmann, Dennis}, title = {BestHeatNet - Selbstlernende Betriebsoptimierung einer hybriden Nahw{\"a}rmeversorgung}, series = {Der Geothermiekongress, 19.-21.11.2019, M{\"u}nchen}, booktitle = {Der Geothermiekongress, 19.-21.11.2019, M{\"u}nchen}, address = {M{\"u}nchen}, year = {2019}, language = {de} } @inproceedings{BiedermannReichKameieretal.2018, author = {Biedermann, Till M. and Reich, Marius and Kameier, Frank and Adam, Mario and Paschereit, C.}, title = {Assessment of Statistical Sampling Methods and Approximation Models Applied to Aeroacoustic and Vibroacoustic Problem}, series = {NOVEM - 6th conference on Noise and Vibration emerging methods, 07.-09.05.2018, Ibiza / Spain}, booktitle = {NOVEM - 6th conference on Noise and Vibration emerging methods, 07.-09.05.2018, Ibiza / Spain}, address = {Ibiza}, year = {2018}, language = {en} } @inproceedings{GottschaldAdamReich2018, author = {Gottschald, Jonas and Adam, Mario and Reich, Marius}, title = {Multi-Objective Optimization of a District Heating Networks Energy Supply Systems Structure and Dimension}, series = {SDH - 5th International Solar District Heating Conference, 11.-12.04.2018, Graz / Austria}, booktitle = {SDH - 5th International Solar District Heating Conference, 11.-12.04.2018, Graz / Austria}, address = {Graz}, organization = {SDH projects}, year = {2018}, language = {en} } @inproceedings{NoltingSpiegelReichetal.2018, author = {Nolting, Lars and Spiegel, Thomas and Reich, Marius and Adam, Mario and Praktiknjo, Aaron}, title = {Can Energy System Modeling benefit from Artificial Neural Networks? Application of Two-Stage Metamodels to Reduce Computation of Security of Supply Assessments (Best Application Paper Award)}, series = {CIE - 48th International Conference on Computers \& Industrial Engineering, 02.-05.12.2018, Auckland / New Zealand}, booktitle = {CIE - 48th International Conference on Computers \& Industrial Engineering, 02.-05.12.2018, Auckland / New Zealand}, address = {Auckland}, year = {2018}, language = {en} } @inproceedings{ReichAdamGottschald2018, author = {Reich, Marius and Adam, Mario and Gottschald, Jonas}, title = {Robust Optimization of District Heating Networks Structure and Dimension combining Metamodels and Multi-Objective Optimization}, series = {ECOS - 31th International Conference on Efficiency, Cost, Optimization, Simulation and Enviromental Impact of Energy Systems, 17.-21.06.2018, Guimaraes / Portugal}, booktitle = {ECOS - 31th International Conference on Efficiency, Cost, Optimization, Simulation and Enviromental Impact of Energy Systems, 17.-21.06.2018, Guimaraes / Portugal}, address = {Guimaraes}, year = {2018}, language = {en} } @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} } @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} }