A tutorial review of machine learning-based model predictive control methods

Z Wu, PD Christofides, W Wu, Y Wang… - Reviews in Chemical …, 2024 - degruyter.com
This tutorial review provides a comprehensive overview of machine learning (ML)-based
model predictive control (MPC) methods, covering both theoretical and practical aspects. It …

[HTML][HTML] A modular transfer learning approach for complex chemical process network modeling

M Xiao, H Zhang, K Vellayappan, K Gudena… - Chemical Engineering …, 2024 - Elsevier
Traditional first-principles modeling often struggles to capture complex interactions in
chemical process networks, while machine learning methods require large datasets, which …