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Automated generation of mechanistic models for chemical process digital twins using reinforcement learning part I: Conceptual framework and equation generation2025 Computers & Chemical Engineering article Engineering Control Systems and Identification Open access
Mathis Heyer, Jiyizhe Zhang, Naoto Sugisawa, Jan-Frederic Laub, Alexei A. Lapkin
5citations -
Automated generation of mechanistic models for chemical process digital twins using reinforcement learning part II: Compartmentalization and learning-based recalibration2025 Computers & Chemical Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Jan-Frederic Laub, Jiyizhe Zhang, Mathis Heyer, Alexei A. Lapkin
7citations
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