Papers matching “data-driven process models” 167
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Combining Data-driven and Physics-based Process Models for Hybrid Model Predictive Control of Building Energy Systems2022 2006 14th Mediterranean Conference on Control and Automation conference-paper Engineering Building Energy and Comfort 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 Fault Detection and Control Systems 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 Systems Engineering Methodologies and Applications
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 Engineering Additive Manufacturing Materials and Processes 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 -
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 Refrigeration and Air Conditioning Technologies 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 -
Data-driven systematic parameter identification of an electrochemical model for lithium-ion batteries with artificial intelligence2021 Energy storage materials article Engineering Advanced Battery Technologies Research Open access cited by 2 patents
Weihan Li, Iskender Demir, Decheng Cao, Dominik Jöst, Florian Ringbeck, Dirk Uwe Sauer
210citations -
Global flowsheet optimization for reductive dimethoxymethane production using data-driven thermodynamic models2022 Computers & Chemical Engineering article Engineering Process Optimization and Integration Open access
Jannik Burre, Christoph Kabatnik, Mohamed Al-Khatib, Dominik Bongartz, Andreas Jupke, Alexander Mitsos
4citations -
Advancing AEC Project Management: A Model-Based and Data-Driven Approach for Sustainable Practices2024 Computing in construction conference-paper Engineering BIM and Construction Integration Open access
Gertraud Wolf, Martin Wogan, Nijanthan Mohan, Nazereh Nejat, Rolf Groß, Karsten Menzel
2citations