Feng Xie

Data-driven adaptive model predictive control using dualpath-itransformer for nonlinear industrial processes

To improve control accuracy and robustness for complex industrial processes with nonlinearities, large time delays, and time-varying operating conditions, this paper proposes a closed-loop adaptive model predictive control (AMPC) framework based on DualPath-iTransformer. In the prediction stage, a dual-path multivariat...