2 citations · 5 across the 7 of their papers we have counts for
4 papers · 1 filter
Learning-based data-enabled economic predictive control with convex optimization for nonlinear systems
Mingxue Yan, Xuewen Zhang, Kaixiang Zhang +2
In this article, we propose a data-enabled economic predictive control method for a class of nonlinear systems, which aims to optimize the economic operational performance while ha…
Economic data-enabled predictive control using machine learning
Mingxue Yan, Xuewen Zhang, Kaixiang Zhang +2
In this paper, we propose a convex data-based economic predictive control method within the framework of data-enabled predictive control (DeePC). Specifically, we use a neural netw…
Deep DeePC: Data-enabled predictive control with low or no online optimization using deep learning
Xuewen Zhang, Kaixiang Zhang, Zhaojian Li +1
Data-enabled predictive control (DeePC) is a data-driven control algorithm that utilizes data matrices to form a non-parametric representation of the underlying system, predicting…
Online Reduced-Order Data-Enabled Predictive Control
Amin Vahidi-Moghaddam, Kaixiang Zhang, Xunyuan Yin +2
Data-enabled predictive control (DeePC) has garnered significant attention for its ability to achieve safe, data-driven optimal control without relying on explicit system models. T…