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Papers matching “data-driven modeling” 473

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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
MAST: a hybrid Multi-Agent Spatio-Temporal model of tumor microenvironment informed using a data-driven approach
2022 Bioinformatics Advances article Mathematics Mathematical Biology Tumor Growth Open access

Giulia Cesaro, Mikele Milia, Giacomo Baruzzo, Francesco Morandini, Alessio Lazzarini, Piergiorgio Alotto, +4 more

12

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
Advancing data-driven process modeling in metal forming
2025 at - Automatisierungstechnik article Engineering Metal Forming Simulation Techniques

Mathias Liewald, Birgit Vogel‐Heuser, Thomas Bergs, Marco F. Huber, Peer Kröger

2

citations
Data-Driven Modeling of the Ramp-Up of Electric Heating Systems
2025 ACM SIGEnergy Energy Informatics Review article Engineering Integrated Energy Systems Optimization

0

citations
Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning
2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents

Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi, Roland Can Aydin, Mikhail Itskov, Christian Johannes Cyron

341

citations
Data-Driven Nonlinear Model Reduction Using Koopman Theory: Integrated Control Form and NMPC Case Study
2022 IEEE Control Systems Letters article Physics and Astronomy Model Reduction and Neural Networks Open access

Jan C. Schulze, Alexander Mitsos

17

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
A Data-Driven Two-Phase Multi-Split Causal Ensemble Model for Time Series
2023 Symmetry article Computer Science Bayesian Modeling and Causal Inference Open access

Zhipeng Ma, Marco Kemmerling, Daniel Buschmann, Chrismarie Enslin, Daniel Lütticke, Robert Heinrich Schmitt

7

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
Data-driven computational modeling of the DNA damage response and liver toxicity
2021 Toxicology Letters article Pharmacology, Toxicology and Pharmaceutics Drug-Induced Hepatotoxicity and Protection

Muriel M. Heldring, T Lakhal, Sylvia E. Le Dévédec, Bob van de Water, Joost B. Beltman

0

citations
Heterogeneous data-driven aerodynamic modeling based on physical feature embedding
2023 Chinese Journal of Aeronautics article Physics and Astronomy Model Reduction and Neural Networks Open access

Weiwei Zhang, Xuhao Peng, Jiaqing Kou, Xu Wang

39

citations
Model-free Data-Driven inference in computational mechanics
2022 Computer Methods in Applied Mechanics and Engineering article Decision Sciences Probabilistic and Robust Engineering Design Open access

Erik Prume, Stefanie Reese, M. Ortíz

32

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
Model-free data-driven computational mechanics enhanced by tensor voting
2020 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access

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

82

citations
Data-driven reduced order surrogate modeling for coronary in-stent restenosis
2024 Computer Methods and Programs in Biomedicine article Physics and Astronomy Model Reduction and Neural Networks Open access

Jianye Shi, Kiran Manjunatha, Felix Jan Vogt, Stefanie Reese

2

citations