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Papers matching “data-driven modeling” 708

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Data-driven Extreme Events Modeling for Vehicle Networks by Personalized Federated Learning: Invited Paper
2022 conference-paper Engineering Vehicular Ad Hoc Networks (VANETs)

Paul Zheng, Yao Lin Zhu, Yulin Hu, Anke Schmeink

5

citations
Poster Abstract: The Accuracy Paradox in Data-Driven Model Predictive Control
2026 conference-paper Engineering Advanced Control Systems Optimization Open access

Martin Rätz, Dirk Müller

0

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
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 Materials Science Machine Learning in Materials Science Open access

Erik Prume, Stefanie Reese, M. Ortíz

32

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
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
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
Data-driven Modeling of Grid-Support Services Provided by Heat Pumps in an Energy Community
2026 IEEE Power & Energy Society General Meeting (PESGM) conference-paper Engineering Smart Grid Energy Management

Rezeq Direya, Ferdinanda Ponci, Antonello Monti

0

citations
Supplementary materials for "Modeling the Memory of Unmyelinated Axons: Integration of a Data-Driven Approach with Physiological Memory Concept"
2026 Zenodo (CERN European Organization for Nuclear Research) supplementary-materials Open access

Anna Maxion, Jenny Tigerholm, Barbara Namer, Ekaterina Kutafina

0

citations
Supplementary materials for "Modeling the Memory of Unmyelinated Axons: Integration of a Data-Driven Approach with Physiological Memory Concept"
2026 Zenodo (CERN European Organization for Nuclear Research) supplementary-materials Open access

Anna Maxion, Jenny Tigerholm, Barbara Namer, Ekaterina Kutafina

0

citations
Development of an Adaptive BIM Catalog Through Data-Driven Modeling with Visual Programming Using Pneumatic Void Forms for Lightweight Foundations
2025 Lecture notes in civil engineering conference-paper Engineering BIM and Construction Integration

Sabine Hartmann, Katharina Klemt‐Albert

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
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 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
From Hybrid Mechanistic--Data-Driven Modeling Toward Neuro-Symbolic AI: What, Why, and How
2026 arXiv (Cornell University) preprint Materials Science Machine Learning in Materials Science Open access

Moein E. Samadi, Andreas Schuppert

0

citations
Data-Driven Simulation In Process Mining: Introducing A Reference Model
2023 conference-paper Business, Management and Accounting Business Process Modeling and Analysis Open access

Mahsa Pourbafrani, Wil M. P. van der Aalst

11

citations
Data-driven modeling of resolved and filtered thermo-diffusively unstable hydrogen–air flames
2024 Proceedings of the Combustion Institute article Chemical Engineering Advanced Combustion Engine Technologies 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 Energy Hybrid Renewable Energy Systems 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 Social Sciences Geographic Information Systems Studies Open access

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

38

citations
A data-driven strategy for phase field nucleation modeling
2024 npj Materials Degradation article Materials Science Solidification and crystal growth phenomena Open access

Yang Hu, Kai Wang, Robert Spatschek

6

citations
A hybrid model combining evolutionary probability and machine learning leverages data-driven protein engineering
2022 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

11

citations