Papers matching “data-driven process models” 186
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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 -
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 -
Dynamic measurement with in-cycle process excitation of HCCI combustion: The key to handle complexity of data-driven control?2022 International Journal of Engine Research article Chemical Engineering Advanced Combustion Engine Technologies
Julian Bedei, Malte Oberlies, Patrick Schaber, David C. Gordon, Eugen Nuss, Liguang Li, +1 more
7citations -
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 -
Data-driven adaptive approach integrating genetic algorithm and conditional generative adversarial network for minimizing earing formation in industrially rolled aluminium strips2026 Transactions of the Indian Institute of Metals article Materials Science Machine Learning in Materials Science Open access
Nilesh Thakare, Kai Karhausen, Holger Brüggemann, Emad Scharifi, Junhe Lian
0citations