Real-time machine-learning-based optimization using input convex long short-term memory network

Z Wang, D Yu, Z Wu - Applied Energy, 2025 - Elsevier
Neural network-based optimization and control methods, often referred to as black-box
approaches, are increasingly gaining attention in energy and manufacturing systems …

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 …