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Papers matching “data-driven methods” 639

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Reducing Conservatism in Robust Data-Driven MPC via the S-Variable Method and Time-varying Lyapunov Functions
2025 Proceedings of the IEEE Conference on Decision & Control, including the Symposium on Adaptive Processes conference-paper Engineering Advanced Control Systems Optimization

Hoang Hai Nguyen, Dennis Gramlich, Christian Ebenbauer, Rolf Findeisen

0

citations
Modeling Unsteady Flows for Aeroelasticity Through Machine Learning and Data-Driven Methods
2024 AIAA SciTech Forum conference-paper Physics and Astronomy Model Reduction and Neural Networks cited by 1 patent

Jiaqing Kou, Matthias H. Meinke, Wolfgang Schröeder, Daning Huang

0

citations
Application of data-driven methods for energy system modelling demonstrated on an adaptive cooling supply system
2021 Energy article Engineering Building Energy and Comfort Optimization

Christoph Netsch, Sören Eschweiler, Tianyuan Wang, Thomas Storek, Marc Baranski, Dirk Müller

26

citations
Data-driven methods for accelerating microstructure-property analysis in metallic materials
2026 RWTH Publications (RWTH Aachen) dissertation Materials Science Machine Learning in Materials Science Open access

Zhang Chen

0

citations
A Data-Driven Method for the Derivation of Explicit Algebraic Reynolds Stress Models Applied to the Wake Losses of Low-Pressure Turbine Cascades
2024 Journal of Turbomachinery article Engineering Turbomachinery Performance and Optimization

Johannes Deutsch, Nima Fard Afshar, Peter Jeschke

0

citations
Concentrating solar power (CSP) plant data-driven digital twin: A novel method for flux density prediction
2025 RWTH Publications (RWTH Aachen) article Energy Solar Thermal and Photovoltaic Systems Open access

Sergio Díaz Alonso, Christian Raeder, Bernhard Franz Hoffschmidt

0

citations
Concentrating solar power (CSP) plant data-driven digital twin: A novel method for flux density prediction
2025 Results in Engineering article Energy Solar Thermal and Photovoltaic Systems Open access

Díaz Alonso Sergio, Christian Raeder, Hoffschmidt Bernhard

6

citations
Data-driven approach on estimating the minimum required supply temperature for building heating systems: method development, extended application evaluation and sensitivity analysis
2025 Journal of Building Performance Simulation article Engineering Building Energy and Comfort Optimization

Sascha Johnen, Philipp Althaus, Jan Stock, André Xhonneux, Dirk Müller

1

citations
Diagnosing Power Module Degradation with High-Resolution, Data-Driven Methods
2021 IEEE Energy Conversion Congress and Exposition (ECCE) conference-paper Engineering Silicon Carbide Semiconductor Technologies

Christoph H. van der Broeck, Timothy A. Polom, Rik W. De Doncker

9

citations
Monitoring and tracking of a suspension railway based on data-driven methods applied to inertial measurements
2021 Mechanical Systems and Signal Processing article Engineering Structural Health Monitoring Techniques

Daniel Frank Hesser, Kubilay Altun, Bernd A. Markert

32

citations
Data-Driven Index Formation with the MARI Method
2023 Springer eBooks book-chapter Decision Sciences Psychometric Methodologies and Testing

Julia Riebel, Hannah Lichtenberg

0

citations
Data-driven uncertainty quantification for constrained stochastic differential equations and application to solar photovoltaic power forecast data
2025 RWTH Publications (RWTH Aachen) article Decision Sciences Probabilistic and Robust Engineering Design Open access

0

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
A sparse basis for equilibrium stress fields with application for direct data-driven mechanics
2026 Computer Methods in Applied Mechanics and Engineering article Engineering Numerical methods in engineering Open access

Erik Prume, Chenyi Ji, Stefanie Reese, Michael Ortiz

1

citations
Implementation of a Data-Driven Approach (IDDA) framework
2026 Zenodo (CERN European Organization for Nuclear Research) standard Business, Management and Accounting Big Data and Business Intelligence Open access

Els Roorda, Marc Abraham Bruijnzeels, Marco René Spruit

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
Efficient data structures for data-driven mechanics
2021 conference-paper Engineering Numerical methods in engineering Open access

Robert Eggersmann, E. Prume, Laurent Stainier, Miguel Ortiz

0

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
Obey validity limits of data-driven models through topological data analysis and one-class classification
2021 Optimization and Engineering article Mathematics Advanced Optimization Algorithms Research Open access

Artur M. Schweidtmann, Jana M. Weber, Linus Netze, Alexander Mitsos

57

citations
Correction: Nasri et al. A Novel Data-Driven Approach to Examine Children’s Movements and Social Behaviour in Schoolyard Environments. Children 2022, 9, 1177
2022 Children erratum Medicine Physical Activity and Health Open access

Maedeh Nasri, Yung‐Ting Tsou, Alexander Koutamanis, Mitra Baratchi, Sarah N. Giest, Dennis Reidsma, +1 more

1

citations
Data-driven conditional flexibility index
2026 Computers & Chemical Engineering article Engineering Process Optimization and Integration Open access

Moritz Wedemeyer, Eike Cramer, Alexander Mitsos, Manuel Dahmen

0

citations
Autogeneration and optimization of pick-and-place trajectories in robotic systems: A data-driven approach
2026 Robotics and Computer-Integrated Manufacturing article Engineering Robot Manipulation and Learning Open access

0

citations
A Data-Driven Approach for Enhanced On-Board Fault Diagnosis to Support Euro 7 Standard Implementation
2023 preprint Engineering Engine and Fuel Emissions

Stella Canè, Lorenzo Brunelli, Volker Müller, Giuseppe Sammito, Tobias Brinkmann, Joschka Schaub, +1 more

0

citations
Potential Value of Identifying Type 2 Diabetes Subgroups for Guiding Intensive Treatment: A Comparison of Novel Data-Driven Clustering With Risk-Driven Subgroups
2023 Diabetes Care article Medicine Diabetes Treatment and Management Open access

Xinyu Li, Anoukh van Giessen, James Altunkaya, Roderick C. Slieker, Joline W. J. Beulens, Leen M. ‘t Hart, +4 more

8

citations
Potential Value of Identifying Type 2 Diabetes Subgroups for Guiding Intensive Treatment: A Comparison of Novel Data-Driven Clustering to Risk-driven Subgroups
2023 other Medicine Diabetes Treatment and Management Open access

Xinyu Li, Anoukh van Giessen, James Altunkaya, Roderick C. Slieker, Joline W. J. Beulens, Leen M. ‘t Hart, +4 more

0

citations