20 citations · 30 across the 9 of their papers we have counts for
4 papers · 1 filter
Data-Driven Distributionally Robust Electric Vehicle Balancing for Autonomous Mobility-on-Demand Systems under Demand and Supply Uncertainties
Sihong He, Zhili Zhang, Shuo Han +5
Electric vehicles (EVs) are being rapidly adopted due to their economic and societal benefits. Autonomous mobility-on-demand (AMoD) systems also embrace this trend. However, the lo…
Accelerating Model-Free Policy Optimization Using Model-Based Gradient: A Composite Optimization Perspective
Yansong Li, Shuo Han
We develop an algorithm that combines model-based and model-free methods for solving a nonlinear optimal control problem with a quadratic cost in which the system model is given by…
Causal State Feedback Representation for Linear Quadratic Optimal Control Problems of Singular Volterra Integral Equations
Shuo Han, Ping Lin, Jiongmin Yong
This paper is concerned with a linear quadratic optimal control for a class of singular Volterra integral equations. Under proper convexity conditions, optimal control uniquely exi…
Gradient Methods with Dynamic Inexact Oracles
Shuo Han
We show that the primal-dual gradient method, also known as the gradient descent ascent method, for solving convex-concave minimax problems can be viewed as an inexact gradient met…