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Papers matching “data-driven modeling” 20

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Data-Driven Generation of Mixed-Integer Linear Programming Formulations for Model Predictive Control of Hybrid Energy Storage Systems using detailed nonlinear Simulation Models
2022 Open Source Modelling and Simulation of Energy Systems (OSMSES) conference-paper Energy Hybrid Renewable Energy Systems

Alexander Holtwerth, André Xhonneux, Dirk Müller

3

citations
A data-driven methodology for precision flux density predictions for heliostat fields
2025 elib (German Aerospace Center) dissertation Energy Solar Thermal and Photovoltaic Systems Open access

Mathias Angelo Kuhl

0

citations
Data-driven modelling of inverter efficiency curves for the digital twin of a large-scale battery storage system
2025 IET conference proceedings. conference-paper Energy Power Systems and Renewable Energy

Mauricio Celi Cortés, Lucas Koltermann, Jonas van Ouwerkerk, Dirk Uwe Sauer

1

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
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
Improving Real-World Execution of Optimized Trading Schedules for Large-Scale Battery Storage Systems Through Data-Driven Component Parametrization
2025 SSRN Electronic Journal preprint Energy Power Systems and Renewable Energy Open access

Mauricio Celi Cortés, Lucas Koltermann, Najet Nsir, Jonas van Ouwerkerk, Dirk Uwe Sauer

1

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
Improving real-world execution of optimized trading schedules for large-scale battery storage systems through data-driven component parametrization
2026 Applied Energy article Energy Power Systems and Renewable Energy Open access

Mauricio Celi Cortés, Lucas Koltermann, Najet Nsir, Jonas van Ouwerkerk, Dirk Uwe Sauer

0

citations
Data-driven selection of greenhouse gas mitigation measures in the plastics industry
2024 Energy Reports article Energy Energy Efficiency and Management Open access

Jannik Oetzel, Felix Ebersold, Ron‐Hendrik Hechelmann, Aaron Paris

5

citations
Toward Scalable Solutions for Silver‐Based Gas Diffusion Electrode Fabrication for the Electrochemical Conversion of CO 2 – A Perspective
2025 Advanced Functional Materials article Energy CO2 Reduction Techniques and Catalysts Open access

Simon Emken, K. Ashoke Raman, Alexander Bauer, Violeta Karyofylli, Eva Jodat, André Karl, +1 more

2

citations
A Novel Model Chain for Analysing the Performance of Vehicle Integrated Photovoltaic (VIPV) Systems
2025 World Electric Vehicle Journal article Energy Photovoltaic System Optimization Techniques Open access

Hamid Samadi, Guido Ala, Miguel Centeno Brito, Marzia Traverso, Silvia Licciardi, Pietro Romano, +1 more

0

citations
Bayesian Optimization for Improved Electrode Conditioning: Ni(-Fe) Electrodes for the Alkaline Oxygen Evolution Reaction
2026 ECS Meeting Abstracts conference-abstract Energy Electrocatalysts for Energy Conversion

J. Raphael Seidenberg, Clara Gohlke, Raphael Diebold, Anna K. Mechler, Alexander Mitsos, Dominik Bongartz

0

citations
Bayesian Optimization of Electrode Conditioning of Ni(‐Fe) Electrodes for the Alkaline Oxygen Evolution Reaction
2025 ChemElectroChem article Energy Electrocatalysts for Energy Conversion Open access

J. Raphael Seidenberg, Clara Gohlke, Raphael Diebold, Anna K. Mechler, Alexander Mitsos, Dominik Bongartz

2

citations
Soiling determination for parabolic trough collectors based on operational data analysis and machine learning
2023 Solar Energy article Energy Solar Thermal and Photovoltaic Systems Open access

Alex Brenner, J. Kahn, Tobias Hirsch, Marc Röger, Robert Pitz‐Paal

21

citations
Towards bridging the gap between the design and operation of borehole heat exchangers
2025 RWTH Publications (RWTH Aachen) dissertation Energy Geothermal Energy Systems and Applications Open access

Elisa Heim

0

citations
Thermal response functions of borehole heat exchangers with horizontal pipes
2025 Science and Technology for the Built Environment article Energy Geothermal Energy Systems and Applications Open access

Elisa Heim, Philippe Pasquier, Gabriel Dion, Norbert Klitzsch

4

citations
Automatic heliostat learning for in situ concentrating solar power plant metrology with differentiable ray tracing
2024 Nature Communications article Energy Solar Thermal and Photovoltaic Systems Open access

Max Pargmann, Jan Ebert, Markus Götz, Daniel Maldonado Quinto, Robert Pitz‐Paal, Stefan Kesselheim

27

citations
Towards more reliable flux density prediction using uncertainty quantification of neural networks
2025 Solar Energy article Energy Solar Thermal and Photovoltaic Systems Open access

Leon Tim Engelbert Sievers, Daniel Maldonado Quinto, Bernhard Hoffschmidt

1

citations
Integrating Machine Learning and Sustainability in Nonwoven Production: A Case Study Using the FOREST Framework
2025 Applied System Innovation article Energy Energy Efficiency and Management Open access

Rosario Othen, Steven Macpherson, Christian Möbitz, Thomas Gries

0

citations
Inverse deep learning raytracing for scalable heliostat surface prediction
2026 RWTH Publications (RWTH Aachen) dissertation Energy Solar Thermal and Photovoltaic Systems Open access

Jan Pascal Lewen

0

citations

20 results