Current and Upcoming Projects
Machine Learning and Optimal Experimental Design for Thermodynamic Property Modeling
Start: 2025-03-01
End: 2028-02-29
Principal Investigators: Roland Herzog, Markus Richter
Staff: Viktor Martinek, Ophelia Frotscher
Funded by: DFG within the Priority Program funding scheme
Part of: Machine Learning in Chemical Engineering (SPP 2331)
End: 2028-02-29
Principal Investigators: Roland Herzog, Markus Richter
Staff: Viktor Martinek, Ophelia Frotscher
Funded by: DFG within the Priority Program funding scheme
Part of: Machine Learning in Chemical Engineering (SPP 2331)
Latest Publications
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Entropy scaling of viscosity IV---application to 124 industrially important fluidsJournal of Chemical & Engineering Data, 2025
bibtex
@ARTICLE{MartinekBellHerzogRichterYang:2025:1, AUTHOR = {Martinek, Viktor and Bell, Ian and Herzog, Roland and Richter, Markus and Yang, Xiaoxian}, PUBLISHER = {American Chemical Society (ACS)}, DATE = {2025-01}, DOI = {10.1021/acs.jced.4c00451}, JOURNALTITLE = {Journal of Chemical \& Engineering Data}, TITLE = {Entropy scaling of viscosity IV---application to 124 industrially important fluids}, }
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Shape constraints in symbolic regression using penalized least squares,
2024
bibtex
@ONLINE{MartinekReuterFrotscherMostaghimRichterHerzog:2024:1, AUTHOR = {Martinek, Viktor and Reuter, Julia and Frotscher, Ophelia and Mostaghim, Sanaz and Richter, Markus and Herzog, Roland}, DATE = {2024-05}, EPRINT = {2405.20800}, EPRINTTYPE = {arXiv}, TITLE = {Shape constraints in symbolic regression using penalized least squares}, }
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Unit-aware genetic programming for the development of empirical equationsParallel Problem Solving from Nature – PPSN XVIII, p.168-183, 2024
bibtex
@INPROCEEDINGS{ReuterMartinekHerzogMostaghim:2024:2, AUTHOR = {Reuter, Julia and Martinek, Viktor and Herzog, Roland and Mostaghim, Sanaz}, PUBLISHER = {Springer Nature Switzerland}, BOOKTITLE = {Parallel Problem Solving from Nature – PPSN XVIII}, DATE = {2024}, DOI = {10.1007/978-3-031-70055-2_11}, EPRINT = {2405.18896}, EPRINTTYPE = {arXiv}, PAGES = {168--183}, TITLE = {Unit-aware genetic programming for the development of empirical equations}, }
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Introducing thermodynamics-informed symbolic regression -- a tool for thermodynamic equations of state development,
2023
bibtex
@ONLINE{MartinekFrotscherRichterHerzog:2023:1, AUTHOR = {Martinek, Viktor and Frotscher, Ophelia and Richter, Markus and Herzog, Roland}, DATE = {2023-09}, EPRINT = {2309.02805}, EPRINTTYPE = {arXiv}, TITLE = {Introducing thermodynamics-informed symbolic regression -- a tool for thermodynamic equations of state development}, }
Recent Teaching
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2024 SSMathematical Machine Learning (Seminar)
Currently Supervising
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M.Sc. Thesis of
Optimization of Battery Storage Systems in Power Markets using Reinforcement LearningM.Sc. Physik, Heidelberg UniversitySupervision: Ullrich Köthe, Roland Herzog and Viktor Martinek(mit Statkraft)
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M.Sc. Thesis of
Inverse Reinforcement Learning in Trust GamesM.Sc. Scientific Computing, Heidelberg UniversitySupervision: Roland Herzog, Georgia Koppe and Viktor Martinek