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eess.SY2026
Discrete-time linear quadratic stochastic control with equality-constrained inputs: Application to energy demand response
Leo Seugnet, Shuang Gao
We investigate the discrete-time stochastic linear quadratic control problem for a population of cooperative agents under the hard equality constraint on total control inputs, moti…
eess.SY2026
Data-Driven Network LQG Mean Field Games with Heterogeneous Populations via Integral Reinforcement Learning
Jean Zhu, Shuang Gao
This paper establishes a data-driven solution for infinite horizon linear quadratic Gaussian Mean Field Games with network-coupled heterogeneous agent populations where the dynamic…
eess.SY2020★ 2 cited
LQG Graphon Mean Field Games: Analysis via Graphon Invariant Subspaces
Shuang Gao, Peter E. Caines, Minyi Huang
This paper studies approximate solutions to large-scale linear quadratic stochastic games with homogeneous nodal dynamics parameters and heterogeneous network couplings within the…