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Data-Driven Model Reduction and Nonlinear Model Predictive Control of an Air Separation Unit by Applied Koopman Theory2023 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access
Jan C. Schulze, Danimir T. Doncevic, Nils Erwes, Alexander Mitsos
0citations -
Modeling the Memory of Unmyelinated Axons: Integration of a Data-Driven Approach with Physiological Memory Concept2025 bioRxiv (Cold Spring Harbor Laboratory) preprint Biochemistry, Genetics and Molecular Biology Cell Image Analysis Techniques Open access
Anna Maxion, Jenny Tigerholm, Barbara Namer, Ekaterina Kutafina
0citations -
Decision Support for Industrial Energy System Planning using Data-Driven Modeling and Multi-Objective Optimization2024 SSRN Electronic Journal preprint Engineering Integrated Energy Systems Optimization Open access
Hendrik Schricker, Frederike Kuperjans, Andreas Kämper, Christiane Reinert, Niklas Vincenz von der Aßen
0citations -
A hybrid model combining evolutionary probability and machine learning leverages data-driven protein engineering2022 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science Evolutionary Algorithms and Applications Open access
Alexander-Maurice Illig, Niklas E. Siedhoff, Ulrich Schwaneberg, Mehdi D. Davari
11citations -
A Hybrid Knowledge- and Data-driven Model for Automatic Assessment of Induced Spiking Patterns in C-fiber Microneurography: Methodological Development2025 bioRxiv (Cold Spring Harbor Laboratory) preprint Engineering Photonic and Optical Devices Open access
Alina Troglio, Andrea Fiebig, Anna Maxion, Ekaterina Kutafina, Barbara Namer
0citations -
Gradient Information and Regularization for Gene Expression Programming to Develop Data-Driven Physics Closure Models2022 arXiv (Cornell University) preprint Computer Science Evolutionary Algorithms and Applications Open access
Fabian Waschkowski, Haochen Li, Abhishek J. Deshmukh, Temistocle Grenga, Yaomin Zhao, Heinz G. Pitsch, +2 more
4citations -
A causal perspective on Machine Learning for concrete quality predictions and data-driven mixture optimization2026 Zenodo (CERN European Organization for Nuclear Research) preprint Engineering Innovative concrete reinforcement materials Open access
Thorsten Kalb, Anil Esen, Elsa Qoku, Thomas Matschei, Chiara Masiero, Gian Antonio Susto
0citations -
Improving Real-World Execution of Optimized Trading Schedules for Large-Scale Battery Storage Systems Through Data-Driven Component Parametrization2025 SSRN Electronic Journal preprint Engineering Advanced Battery Technologies Research Open access
Mauricio Celi Cortés, Lucas Koltermann, Najet Nsir, Jonas van Ouwerkerk, Dirk Uwe Sauer
1citations -
Data-driven Product-Process Optimization of N-isopropylacrylamide Microgel Flow-Synthesis2023 arXiv (Cornell University) preprint Computer Science Advanced Multi-Objective Optimization Algorithms Open access
Luise F. Kaven, Artur M. Schweidtmann, Jana Israel, Nadja Wolter, Alexander Mitsos
0citations