283 citations · 455 across the 17 of their papers we have counts for
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cs.LG2022
Efficient Reinforcement Learning Through Trajectory Generation
Wenqi Cui, Linbin Huang, Weiwei Yang +1
A key barrier to using reinforcement learning (RL) in many real-world applications is the requirement of a large number of system interactions to learn a good control policy. Off-p…
eess.SY2022★ 7 cited
How Many Grid-Forming Converters Do We Need? A Perspective From Small Signal Stability and Power Grid Strength
Huanhai Xin, Chenxi Liu, Xia Chen +3
Grid-forming (GFM) control has been considered a promising solution for accommodating large-scale power electronics converters into modern power grids thanks to its grid-friendly d…
eess.SY2022★ 1 cited
Robust and Kernelized Data-Enabled Predictive Control for Nonlinear Systems
Linbin Huang, John Lygeros, Florian Dörfler
This paper presents a robust and kernelized data-enabled predictive control (RoKDeePC) algorithm to perform model-free optimal control for nonlinear systems using only input and ou…