331 citations · 426 across the 11 of their papers we have counts for
11 papers
Distributed Optimal Output Consensus Control of Heterogeneous Multi-Agent Systems with Safety Constraints
Ji Ma, Shu Liang, Yiguang Hong
In this paper, we develop a novel dynamic distributed optimal safe consensus protocol to simultaneously achieve safety requirements and output optimal consensus. Specifically, we c…
Distributed aggregative optimization with quantization communication
Ziqin Chen, Shu Liang
In this paper, we focus on an aggregative optimization problem under the communication bottleneck. The aggregative optimization is to minimize the sum of local cost functions. Each…
Quantized Primal-Dual Algorithms for Network Optimization with Linear Convergence
Ziqin Chen, Shu Liang, Li Li +1
This paper studies the network optimization problem about which a group of agents cooperates to minimize a global function under practical constraints of finite bandwidth communica…
Distributed Nash Equilibrium Seeking under Quantization Communication
Ziqin Chen, Ji Ma, Shu Liang +1
This paper investigates Nash equilibrium (NE) seeking problems for noncooperative games over multi-players networks with finite bandwidth communication. A distributed quantized alg…
Exponentially Convergent Algorithm Design for Constrained Distributed Optimization via Non-smooth Approach
Weijian Li, Xianlin Zeng, Shu Liang +1
We consider minimizing a sum of non-smooth objective functions with set constraints in a distributed manner. As to this problem, we propose a distributed algorithm with an exponent…
Exponentially convergent distributed Nash equilibrium seeking for constrained aggregative games
Shu Liang, Peng Yi, Yiguang Hong +1
Distributed Nash equilibrium seeking of aggregative games is investigated and a continuous-time algorithm is proposed. The algorithm is designed by virtue of projected gradient pla…
Distributed sub-optimal resource allocation via a projected form of singular perturbation
Shu Liang, Xianlin Zeng, Guanpu Chen +1
Distributed optimization for resource allocation problems is investigated and a sub-optimal continuous-time algorithm is proposed. Our algorithm has lower order dynamics than other…
Distributed Computation of Linear Matrix Equations: An Optimization Perspective
Xianlin Zeng, Shu Liang, Yiguang Hong +1
This paper investigates the distributed computation of the well-known linear matrix equation in the form of , with the matrices A, B, X, and F of appropriate dimensions, o…
Distributed sub-optimal resource allocation over weight-balanced graph via singular perturbation
Shu Liang, Xianlin Zeng, Yiguang Hong
In this paper, we consider distributed optimization design for resource allocation problems over weight-balanced graphs. With the help of singular perturbation analysis, we propose…
Distributed Nonsmooth Optimization with Coupled Inequality Constraints via Modified Lagrangian Function
Shu Liang, Xianlin Zeng, Yiguang Hong
This technical note considers a distributed convex optimization problem with nonsmooth cost functions and coupled nonlinear inequality constraints. To solve the problem, we first p…
Distributed Nash equilibrium seeking for aggregative games with coupled constraints
Shu Liang, Peng Yi, Yiguang Hong
In this paper, we study a distributed continuous-time design for aggregative games with coupled constraints in order to seek the generalized Nash equilibrium by a group of agents v…