Papers matching “data-driven process models” 297
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Combining Data-driven and Physics-based Process Models for Hybrid Model Predictive Control of Building Energy Systems2022 2022 30th Mediterranean Conference on Control and Automation (MED) conference-paper Engineering Advanced Control Systems Optimization
Phillip Stoffel, Charlotte Löffler, Steffen Eser, Alexander Kümpel, Dirk Müller
5citations -
Towards digital twins of waste sorting plants: Developing data-driven process models of industrial-scale sensor-based sorting units by combining machine learning with near-infrared-based process monitoring2023 Resources Conservation and Recycling article Engineering Digital Transformation in Industry Open access
Nils Kroell, Abtin Maghmoumi, Tobias Dietl, Xiaozheng Chen, Bastian Küppers, Tabea Scherling, +2 more
36citations -
The Potential of Data-Driven Engineering Models: An Analysis Across Domains in the Automotive Development Process2023 SAE technical papers on CD-ROM/SAE technical paper series conference-paper Engineering Real-time simulation and control systems
Julian Knödler, Christian Könen, Philip Muhl, Thomas Rudolf, Eric Sax, Hans-Christian Reuss, +2 more
5citations -
ESAFORM Benchmark 2025: predicting stainless steel PBF-LB part density using statistical, data-driven, and physics-informed machine learning models derived from process parameters and in-situ monitoring data2026 International Journal of Material Forming article Materials Science Machine Learning in Materials Science Open access
Medad Chiedozie C. Monu, Éanna McCarthy, Abhilash Puthanveettil Madathil, Josiah Cherian Chekotu, Irina Ilic, Merve Nur Doğu, +14 more
0citations -
ESAFORM Benchmark 2025: predicting stainless steel PBF-LB part density using statistical, data-driven, and physics-informed machine learning models derived from process parameters and in-situ monitoring data2026 International Journal of Material Forming article Engineering Additive Manufacturing Materials and Processes Open access cited by 1 patent
Medad C.C. Monu, Éanna McCarthy, Abhilash Puthanveettil Madathil, Josiah Cherian Chekotu, Irina Ilic, Merve Nur Doğu, +14 more
4citations -
A Data-Driven Framework for Retail Inventory Optimization: Integrating Object-Centric Process Mining and Mathematical Models2025 Lecture notes in business information processing conference-paper Business, Management and Accounting Business Process Modeling and Analysis
Dina Kretzschmann, Alessandro Berti, Wil M. P. van der Aalst
0citations -
Perspectives on data-driven models and its potentials in metal forming and blanking technologies2022 Production Engineering article Engineering Advanced machining processes and optimization Open access
Mathias Liewald, Thomas Bergs, Peter Groche, Bernd‐Arno Behrens, David Briesenick, Philipp Niemietz, +2 more
63citations -
Data-Driven Model Reduction and Nonlinear Model Predictive Control of an Air Separation Unit by Applied Koopman Theory2023 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access
Jan C. Schulze, Danimir T. Doncevic, Nils Erwes, Alexander Mitsos
0citations -
Globally optimal scheduling of an electrochemical process via data-driven dynamic modeling and wavelet-based adaptive grid refinement2023 Optimization and Engineering article Engineering Advanced Control Systems Optimization Open access
Chrysanthi Papadimitriou, Tim Varelmann, Christian Schröder, Andreas Jupke, Alexander Mitsos
4citations -
Vapor compression system data-driven surrogate models for aircraft Environmental Control Systems2025 International Journal of Refrigeration article Engineering Real-time simulation and control systems Open access
Nicolás Ablanque Mejía, Nasrulloh Ratu Bagus Satrio Loka, Santiago Torras, Sriram Karthik Gurumurthy, Joaquim Rigola, C. Oliet, +3 more
3citations -
A data-driven flow loss prediction model for the blade hub region of a boundary layer ingestion fan rotor2023 International Journal of Numerical Methods for Heat & Fluid Flow article Engineering Turbomachinery Performance and Optimization
Hanan Lu, Xizhen Song, Tianyu Pan, Zhe Yang, Jian Zhang, Qiushi Li
3citations