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Papers matching “data-driven modeling” 281

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Data-driven modeling of single-sided bottom-hung window ventilation
2025 Building and Environment article Engineering Building Energy and Comfort Optimization Open access

0

citations
AutoMoG 3D: Automated Data-Driven Model Generation of Multi-Energy Systems Using Hinging Hyperplanes
2021 Frontiers in Energy Research article Engineering Integrated Energy Systems Optimization Open access

Andreas Kämper, Alexander Holtwerth, Ludger Leenders, André Bardow

12

citations
Data usage in the internet of production: development of a process database for data-driven modeling
2025 The International Journal of Advanced Manufacturing Technology article Engineering Digital Transformation in Industry Open access

Christian Brecher, Vincent Lohrmann, Marcel Fey

1

citations
Globally optimal scheduling of an electrochemical process via data-driven dynamic modeling and wavelet-based adaptive grid refinement
2023 Optimization and Engineering article Engineering Advanced Control Systems Optimization Open access

Chrysanthi Papadimitriou, Tim Varelmann, Christian Schröder, Andreas Jupke, Alexander Mitsos

4

citations
Data-driven ANN model for estimating unfrozen water content in the thermo-hydraulic simulation of frozen soils
2025 Computers and Geotechnics article Engineering Soil and Unsaturated Flow Open access

Mingpeng Liu, Peizhi ZHUANG, Raul Fuentes

3

citations
Predictive Data-Driven Model Based on Generative Adversarial Network for Premixed Turbulence-Combustion Regimes
2022 Combustion Science and Technology article Engineering Combustion and flame dynamics Open access

Temistocle Grenga, Ludovico Nista, Christoph Schumann, Gandolfo Scialabba, Antonio Attili, Heinz G. Pitsch

15

citations
Data-driven ANN model for estimating unfrozen water content in the thermo-hydraulic simulation of frozen soils
2026 Computers and Geotechnics article Engineering Soil and Unsaturated Flow Open access

Mingpeng Liu, Peizhi ZHUANG, Raul Fuentes Gutierrez

0

citations
AutoMoG: Automated data-driven Model Generation of multi-energy systems using piecewise-linear regression
2020 Computers & Chemical Engineering article Engineering Integrated Energy Systems Optimization Open access

Andreas Kämper, Ludger Leenders, Björn Bahl, André Bardow

15

citations
Data-Driven Model Reduction and Nonlinear Model Predictive Control of an Air Separation Unit by Applied Koopman Theory
2023 arXiv (Cornell University) preprint Engineering Advanced Control Systems Optimization Open access

Jan C. Schulze, Danimir T. Doncevic, Nils Erwes, Alexander Mitsos

0

citations
Data-Driven Modeling for Digital Representations in Energy Systems
2026 JuSER (Forschungszentrum Jülich) dissertation Engineering Power System Optimization and Stability Open access

Marcel Zimmer

0

citations
Data-driven modeling of open circuit voltage hysteresis for LiFePO 4 batteries with conditional generative adversarial network
2025 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Lisen Yan, Jun Peng, Zeyu Zhu, Heng Li, Zhiwu Huang, Dirk Uwe Sauer, +1 more

20

citations
Computational homogenization and data-driven surrogate modeling of mechanical metamaterials
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Cellular and Composite Structures Open access

Hooman Danesh

0

citations
Data-Driven Modeling of Building-Specific Municipal Heat Planning
2025 preprint Engineering Integrated Energy Systems Optimization Open access

Paul Maximilian Röhrig, Julius Zocher, Oliver Banovic, Julian Bigalke, Andreas Ulbig

0

citations
Efficient data structures for model-free data-driven computational mechanics
2021 Computer Methods in Applied Mechanics and Engineering article Engineering Numerical methods in engineering Open access

Robert Eggersmann, Laurent Stainier, M. Ortíz, Stefanie Reese

67

citations
Poster Abstract: The Accuracy Paradox in Data-Driven Model Predictive Control
2026 conference-paper Engineering Building Energy and Comfort Optimization Open access

Martin Rätz, Dirk Müller

0

citations
Data-driven surrogate modeling for performance prediction and sensitivity analysis of transport properties in proton exchange membrane water electrolyzers
2025 Applied Energy article Engineering Fuel Cells and Related Materials Open access

K. Ashoke Raman, Linus Hammacher, Hans Kungl, André Karl, Eva Jodat, Rüdiger‐A. Eichel, +1 more

33

citations
Real-life data-driven model predictive control for building energy systems comparing different machine learning models
2024 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Max Berktold, Dirk Müller

71

citations
Real-Life Data-Driven Model Predictive Control for Building Energy Systems Comparing Different Machine Learning Models
2023 SSRN Electronic Journal preprint Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Max Berktold, Dirk Müller

3

citations
Outperforming the Heating Curve with Data-Driven Model Predictive Control
2025 RWTH Publications (RWTH Aachen) article Engineering Advanced Control Systems Optimization Open access

0

citations
Data-driven modeling of single-sided bottom-hung window ventilation
2026 Building and Environment article Engineering Building Energy and Comfort Optimization Open access

Jun Cheng Jiang, Kai Rewitz, Dirk Müller

0

citations
Decision Support for Industrial Energy System Planning using Data-Driven Modeling and Multi-Objective Optimization
2024 SSRN Electronic Journal preprint Engineering Integrated Energy Systems Optimization Open access

Hendrik Schricker, Frederike Kuperjans, Andreas Kämper, Christiane Reinert, Niklas Vincenz von der Aßen

0

citations
Towards hybrid and explainable data-driven models for forming processes: addressing the gap between simulation, process data, and model validation
2026 Research Square preprint Engineering Metal Forming Simulation Techniques Open access

Daria Gelbich, Markus Schumann, Jonas Moske, Philipp Niemietz, Pascal Heinzelmann, Jonas Knoche, +16 more

0

citations
Data-driven modeling of resolved and filtered thermo-diffusively unstable hydrogen–air flames
2024 Proceedings of the Combustion Institute article Engineering Combustion and flame dynamics Open access

Arianna Remiddi, Pasquale Eduardo Lapenna, Davide Cavalieri, Davide Schintu, Giuseppe Indelicato, Antonio Attili, +3 more

6

citations
Data-driven modeling and optimization of anode-side structural, transport and electrochemical properties in PEM water electrolyzers
2026 Applied Energy article Engineering Fuel Cells and Related Materials Open access

K. Ashoke Raman, Linus Hammacher, Violeta Karyofylli, Hans Kungl, André Karl, Eva Jodat, +1 more

0

citations
Classification of Building Types in Germany: A Data-Driven Modeling Approach
2022 Data article Engineering Automated Road and Building Extraction Open access

Abhilash Bandam, Eedris Busari, Chloi Syranidou, Jochen Linßen, Detlef Stolten

38

citations