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Papers matching “data-driven process models” 167

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Towards adaptive electrochemical machining via signal-based data-driven modelling
2026 CIRP Annals article Engineering Advanced Machining and Optimization Techniques Open access

Elio Tchoupe Sambou, A. Klink, Tim Herrig

0

citations
Data-driven indirect punch wear monitoring in sheet-metal stamping processes
2023 Journal of Intelligent Manufacturing article Engineering Advanced machining processes and optimization Open access

Martin Unterberg, Marco Becker, Philipp Niemietz, Thomas Bergs

22

citations
Safe operation of online learning data driven model predictive control of building energy systems
2023 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Patrick Henkel, Martin Rätz, Alexander Kümpel, Dirk Müller

32

citations
Nonlinear Model Reduction Methods for Real-Time Nonlinear Model Predictive Control of Process Systems
2025 RWTH Publications (RWTH Aachen) book Engineering Advanced Control Systems Optimization Open access

Jan C. Schulze

0

citations
A Joint Data- and Model-Driven Approach Simulating the Behaviour of a Walkalong Glider
2023 preprint Engineering Aerospace and Aviation Technology Open access

Dieuwertje Alblas, Mark van den Bosch, Vivi Rottschäfer, Felix L. Schwenninger, Len Spek, Lotte Weedage, +1 more

0

citations
Prediction of Geometrical Accuracy in Wire EDM by Analyzing Process Data
2022 Procedia CIRP article Engineering Advanced Machining and Optimization Techniques Open access

Ugur Küpper, Elio Tchoupe, A. Klink, Thomas Bergs

12

citations
Data-driven modelling of the fume emission rate for gas metal arc welding
2026 Welding in the World article Engineering Welding Techniques and Residual Stresses Open access

Dominik Scheurenberg, Samuel Mann, Benjamin L. Ebert, Mark P. Sanders, Mohamed Behery, Gerhard Lakemeyer, +3 more

0

citations
Computational homogenization and data-driven surrogate modeling of mechanical metamaterials
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Cellular and Composite Structures Open access

Hooman Danesh

0

citations
Data-Driven Modeling for Digital Representations in Energy Systems
2026 JuSER (Forschungszentrum Jülich) dissertation Engineering Power System Optimization and Stability Open access

Marcel Zimmer

0

citations
Improving Shop Floor-Near Production Management Through Data-Driven Insights
2023 Interdisciplinary excellence accelerator series book-chapter Engineering Digital Transformation in Industry Open access

Robert Heinrich Schmitt, Raphael Kiesel, Daniel Buschmann, Simon Cramer, Chrismarie Enslin, Markus Fischer, +15 more

0

citations
Improving Shop Floor-Near Production Management Through Data-Driven Insights
2023 Interdisciplinary excellence accelerator series book-chapter Engineering Digital Transformation in Industry Open access

Robert Heinrich Schmitt, Raphael Kiesel, Daniel Buschmann, Chrismarie Enslin, Markus Fischer, Thomas Gries, +13 more

0

citations
Autogeneration and optimization of pick-and-place trajectories in robotic systems: A data-driven approach
2025 Robotics and Computer-Integrated Manufacturing article Engineering Robotic Mechanisms and Dynamics Open access

Mingkun Wu, Alisa Rupenyan, Burkhard J. Corves

8

citations
Data-driven uncertainty quantification for constrained stochastic differential equations and application to solar photovoltaic power forecast data
2025 Statistics and Computing article Engineering Energy Load and Power Forecasting Open access

Khaoula Ben Chaabane, Ahmed Kebaier, Marco Scavino, Raul F. Tempone

3

citations
Data-driven modeling of open circuit voltage hysteresis for LiFePO 4 batteries with conditional generative adversarial network
2025 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Lisen Yan, Jun Peng, Zeyu Zhu, Heng Li, Zhiwu Huang, Dirk Uwe Sauer, +1 more

20

citations
Joint state and dynamics estimation with high-gain observers and Gaussian process models
2021 Proceedings of the ... American Control Conference/Proceedings of the American Control Conference conference-paper Engineering Control Systems and Identification

Mona Buisson-Fenet, Valéry Morgenthaler, Sebastian Trimpe, Florent Di Meglio

10

citations
Joint State and Dynamics Estimation With High-Gain Observers and Gaussian Process Models
2020 IEEE Control Systems Letters article Engineering Control Systems and Identification Open access

Mona Buisson-Fenet, Valéry Morgenthaler, Sebastian Trimpe, Florent Di Meglio

7

citations
Data-driven parametric optimization for pre-calibration of internal combustion engine controls
2025 Applied Energy article Engineering Engine and Fuel Emissions Open access

Matteo Meli, Zezhou Wang, Stefan Sterlepper, Mario Picerno, Stefan Pischinger

11

citations
MODI: From planning towards operation: Data-driven predictive mode-based control algorithms for energy savings in buildings
2025 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

Xiaoye Cai, Shiyao Ju, Martin Rätz, Dirk Müller

2

citations
A Data-driven Technique for Network Line Parameter Estimation Using Gaussian Processes
2023 IEEE Power & Energy Society General Meeting (PESGM) conference-paper Engineering Power System Optimization and Stability

Priyanka Arkalgud Ganeshamurthy, Antonello Monti, Ferdinanda Ponci

1

citations
Systematic Data-Driven Analysis to Quantify Critical Influencing Factors in PEM Electrolysis
2026 ECS Meeting Abstracts conference-abstract Engineering Fuel Cells and Related Materials

Stephan Zimmer, Florian Wiesner, Niklas Vollmert, Jannis Steiger, Till Engelhard, Matthias Weßling, +1 more

0

citations
Data-Driven Condition Monitoring of a Hydraulic Press Using Supervised Learning and Neural Networks
2022 Energies article Engineering Machine Fault Diagnosis Techniques Open access cited by 1 patent

Faried Makansi, Katharina Schmitz

12

citations
A Data-Driven Approach to Refine the Partially Stirred Reactor Closure for Turbulent Premixed Flames
2025 Flow Turbulence and Combustion article Engineering Combustion and flame dynamics Open access

Lorenzo Piu, Arthur Péquin, Rodolfo S. M. Freitas, Salvatore Iavarone, Heinz G. Pitsch, Alessandro Parente

3

citations
Data-driven modeling of polymer electrolyte fuel cells: Towards predictive analytics with explainable artificial intelligence
2025 Energy and AI article Engineering Fuel Cells and Related Materials Open access

Ali Malek, Max Dreger, Nima Shaigan, Chaojie Song, Kourosh Malek, Jasna Janković, +1 more

21

citations
In-Situ Model Validation for Continuous Processes Using In-Network Computing
2024 IEEE International Conference on Industrial Cyber-Physical Systems (ICPS) conference-paper Engineering Fault Detection and Control Systems Open access

Ike Kunze, Dominik Scheurenberg, Liam Tirpitz, Sandra Geisler, Klaus Wehrle

2

citations
Data-Driven Regionalization of Decarbonized Energy Systems for Reflecting Their Changing Topologies in Planning and Optimization
2020 Energies article Engineering Integrated Energy Systems Optimization Open access

Martin Kueppers, Christian Perau, Marco Franken, Hans Joerg Heger, Matthias Huber, Michael Metzger, +1 more

11

citations