10 citations · 23 across the 19 of their papers we have counts for
4 papers · 1 filter
Structured Neural-PI Control with End-to-End Stability and Output Tracking Guarantees
Wenqi Cui, Yan Jiang, Baosen Zhang +1
We study the optimal control of multiple-input and multiple-output dynamical systems via the design of neural network-based controllers with stability and output tracking guarantee…
Leveraging Predictions in Power System Frequency Control: an Adaptive Approach
Wenqi Cui, Guanya Shi, Yuanyuan Shi +1
Ensuring the frequency stability of electric grids with increasing renewable resources is a key problem in power system operations. In recent years, a number of advanced controller…
Equilibria of Fully Decentralized Learning in Networked Systems
Yan Jiang, Wenqi Cui, Baosen Zhang +1
Existing settings of decentralized learning either require players to have full information or the system to have certain special structure that may be hard to check and hinder the…
Bridging Transient and Steady-State Performance in Voltage Control: A Reinforcement Learning Approach with Safe Gradient Flow
Jie Feng, Wenqi Cui, Jorge Cortés +1
Deep reinforcement learning approaches are becoming appealing for the design of nonlinear controllers for voltage control problems, but the lack of stability guarantees hinders the…