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Papers matching “data-driven methods” 570

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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
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 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
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
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
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
A SPARSE BASIS FOR EQUILIBRIUM STRESS FIELDS WITH APPLICATION FOR DIRECT DATA-DRIVEN MECHANICS
2025 SSRN Electronic Journal preprint Engineering Numerical methods in engineering Open access

Erik Prume, Stefanie Reese, M. Ortíz

0

citations
A review of information sources and analysis methods for data driven decision aids in child and adolescent mental health services
2024 International Journal of Medical Informatics article Computer Science Machine Learning in Healthcare Open access

Kaban Koochakpour, Øystein Nytrø, BENNETT L. LEVENTHAL, Odd Sverre Westbye, Thomas Brox Røst, Roman A. Koposov, +4 more

2

citations
Robust Direct Data-Driven Control for Probabilistic Systems
2023 arXiv (Cornell University) preprint Engineering Advanced Control Systems Optimization Open access

Alexander von Rohr, Sebastian Trimpe

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
Cautiously optimistic: paediatric critical care nurses’ perspectives on data-driven algorithms in low-resource settings—a human-centred design study in Malawi
2024 BMC Global and Public Health article Medicine Healthcare Technology and Patient Monitoring Open access

Margot M. Rakers, Daniel Mwale, Lieke de Mare, Lezzie Chirambo, Bart Bierling, Alice Likumbo, +6 more

3

citations
Flux density distribution forecasting in concentrated solar tower plants: A data-driven approach
2024 Solar Energy article Energy Solar Thermal and Photovoltaic Systems Open access

Mathias Kuhl, Max Pargmann, Mehdi Cherti, Jenia Jitsev, Daniel Maldonado Quinto, Robert Pitz‐Paal

12

citations
Robust direct data-driven control for probabilistic systems
2025 Systems & Control Letters article Engineering Advanced Control Systems Optimization Open access

Alexander von Rohr, Sebastian Trimpe

1

citations