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Papers matching “data-driven methods” 366

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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
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
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 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
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
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
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
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
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
Guarantees in data-driven design of systems in automation and control engineering
2026 at - Automatisierungstechnik article Computer Science Formal Methods in Verification

Alexander Fay, Tobias Kleinert, Christian Wölfel

0

citations
Data-Driven Approach to the Analysis of Real-Time FMRI Neurofeedback Data: Disorder-Specific Brain Synchrony in PTSD
2021 International Journal of Neural Systems article Neuroscience EEG and Brain-Computer Interfaces

Jana Zweerings, Kiira Karoliina Sarasjärvi, Krystyna A. Mathiak, Jorge Iglesias-Fuster, Fengyu Cong, Mikhail Zvyagintsev, +1 more

7

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
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
Data-Driven Commissioning to Reduce Type 2 Diabetes Related Health Disparities in The Netherlands: Using Key Informant Group Interviews
2026 Healthcare article Economics, Econometrics and Finance Healthcare Policy and Management Open access

Els Roorda, Marc Bruijnzeels, Jeroen Nathan Struijs, Marco René Spruit

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
Efficient evaluation of mechanical properties for two-phase materials using a direct data-driven approach
2025 Materials & Design article Materials Science Machine Learning in Materials Science Open access

Mayu Muramatsu, Stefanie Reese, Erik Prume

0

citations