32 citations · 62 across the 10 of their papers we have counts for
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math.OC2023★ 10 cited
Optimization Landscape of Policy Gradient Methods for Discrete-time Static Output Feedback
Jingliang Duan, Jie Li, Xuyang Chen +3
In recent times, significant advancements have been made in delving into the optimization landscape of policy gradient methods for achieving optimal control in linear time-invarian…
math.OC2022★ 32 cited
On the Optimization Landscape of Dynamic Output Feedback Linear Quadratic Control
Jingliang Duan, Wenhan Cao, Yang Zheng +1
The convergence of policy gradient algorithms hinges on the optimization landscape of the underlying optimal control problem. Theoretical insights into these algorithms can often b…
math.OC2021★ 9 cited
Optimization Landscape of Gradient Descent for Discrete-time Static Output Feedback
Jingliang Duan, Jie Li, Shengbo Eben Li +1
In this paper, we analyze the optimization landscape of gradient descent methods for static output feedback (SOF) control of discrete-time linear time-invariant systems with quadra…