2 papers
math.OC2025
On Min-Max Robust Data-Driven Predictive Control Considering Non-Unique Solutions to Behavioral Representation
Yibo Wang, Qingyuan Liu, Chao Shang
Direct data-driven control methods are known to be vulnerable to uncertainty in stochastic systems. In this paper, we propose a new robust data-driven predictive control (DDPC) fra…
math.OC2023
Accelerated Nonconvex ADMM with Self-Adaptive Penalty for Rank-Constrained Model Identification
Qingyuan Liu, Zhengchao Huang, Hao Ye +2
The alternating direction method of multipliers (ADMM) has been widely adopted in low-rank approximation and low-order model identification tasks; however, the performance of nonco…