梁舒｜同济大学｜学者主页

2026

Local consensus based multi-objective distributed optimization and its application

Jieyuan Guo, Lizhen Shao, Quanxiu Lv, Shu Liang

Systems & Control Letters，Vol. 207

DOI

2026

Distributed Mirror Descent for Correlated Equilibrium Seeking on Routing Mechanism

Ru Chen, Shu Liang, Song-Song Cheng, Yuan Fan

IEEE Transactions on Signal and Information Processing over Networks

DOI

2026

Distributed Constrained Nonsmooth Minimax Optimization in Two Multiagent Systems: An Adaptive Penalty Approach

Binxin Hu, Shu Liang

IEEE Transactions on Cybernetics

DOI

2026

Finite-Time Distributed Time-Varying Optimization of High-Order Agents With Unknown Gradient Derivative

Wenbo Zhu, Shu Liang

IEEE Transactions on Control of Network Systems

DOI

2026

Distributed Nash equilibrium seeking for a class of nonsmooth games via a small-gain approach

Shu Liang, Shuyu Liu, Yiguang Hong

International Journal of Systems Science

DOI

2025

Discrete Representation of the Non-dominated Set for Multi-objective Multi-party Negotiation Problems

Lizhen Shao, Jieyuan Guo, Quanxiu Lv, Shu Liang

Group Decision And Negotiation，Vol. 340, No. 3

DOI

2024

Distributed Optimal Output Consensus Control of Heterogeneous Multiagent Systems With Safety Constraints

Ji Ma, Shu Liang, Yi-Guang Hong

IEEE Transactions on Automatic Control

DOI

2024

Exponential Stability of Primal-Dual Gradient Method for Distributed Convex Strongly Concave Minimax Problem

Binxin Hu, Shu Liang

American Control Conference

DOI

2024

Distributed Optimization and Scaling Design for Solving Sylvester Equations

Song-Song Cheng, Xin Yu, Xianlin Zeng, Shu Liang, Yi-Guang Hong

Journal of Systems Science and Complexity

DOI

2023

Distributed Nash equilibrium seeking with order-reduced dynamics based on consensus exact penalty

Shu Liang, Shuyu Liu, Yi-Guang Hong, Jie Chen

Control Theory and Technology

DOI

2023

Distributed robust optimization with coupled constraints via Tseng's splitting method

Wen Deng, Shu Liang, Yi-Guang Hong

at - Automatisierungstechnik

DOI

2023

Distributed Gradient Tracking for Unbalanced Optimization With Different Constraint Sets

Song-Song Cheng, Shu Liang, Yuan Fan, Yi-Guang Hong

IEEE Transactions on Automatic Control

DOI

2023

Distributed Nonsmooth Optimization with Different Local Constraints via Exact Penalty

Shuyu Liu, Shu Liang, Yi-Guang Hong

IEEE Conference on Decision and Control

DOI

2022

Distributed aggregative optimization with quantized communication

Ziqin Chen, Shu Liang

Kybernetika (Praha)

DOI

2022

Adaptive distributed support vector regression of massive data

Shu Liang, Fei Sun, Qi Zhang

Communications in Statistics - Theory and Methods

DOI

2022

A Survey on Noncooperative Games and Distributed Nash Equilibrium Seeking over Multi-Agent Networks

Peng Yi, Jinlong Lei, Xiuxian Li, Shu Liang, Min Meng, Jie Chen

CAAI Artificial Intelligence Research

DOI

2022

Exponential Convergence of Abstract Dynamics without Strong Monotonicity

Shu Liang, Ziqin Chen, Wen Deng

Asian Control Conference

DOI

2021

Quantized Primal-Dual Algorithms for Network Optimization With Linear Convergence

Ziqin Chen, Shu Liang, Li Li, Shuming Cheng

IEEE Transactions on Automatic Control

DOI

2021

Distributed Nash Equilibrium Seeking under Quantization Communication

Ziqin Chen, Ji Ma, Shu Liang, Li Li

at - Automatisierungstechnik

DOI

2021

Distributed solving Sylvester equations with fractional order dynamics

Song-Song Cheng, Shu Liang, Yuan Fan

Control Theory and Technology

DOI

2021

Stochastic Adaptive Optimization With Dithers

S. Xie, Shu Liang, Le-Yi Wang, G. Yin, Wen Chen

IEEE Transactions on Automatic Control

DOI

2020

Exponentially Convergent Algorithm Design for Constrained Distributed Optimization via Nonsmooth Approach

Weijian Li, Xianlin Zeng, Shu Liang, Yiguang Hong

IEEE Transactions on Automatic Control

DOI

2020

Dual Averaging Push for Distributed Convex Optimization Over Time-Varying Directed Graph

Shu Liang, Le-Yi Wang, G. Yin

IEEE Transactions on Automatic Control

DOI

2020

Distributed Nash Equilibrium Seeking for Aggregative Games With Nonlinear Dynamics Under External Disturbances

Ya-Wei Zhang, Shu Liang, Xing-Hu Wang, H. Ji

IEEE Transactions on Cybernetics

DOI

2020

Distributed Smooth Convex Optimization With Coupled Constraints

Shu Liang, Le-Yi Wang, G. Yin

IEEE Transactions on Automatic Control

DOI

2020

Distributed optimization for multi-agent system over unbalanced graphs with linear convergence rate

Song-Song Cheng, Shu Liang

Kybernetika (Praha)

DOI

2020

Distributed continuous-time algorithm for nonsmooth optimal consensus without sharing local decision variables

Shu Liang, Le-Yi Wang, G. Yin

Journal of the Franklin Institute

DOI

2019

Distributed Stochastic Algorithm for Convex Optimization Over Directed Graphs

Song-Song Cheng, Shu Liang, Yiguang Hong

Chinese Control and Decision Conference

DOI

2019

Distributed sub-optimal resource allocation via a projected form of singular perturbation

Shu Liang, Xianlin Zeng, Guan-Pu Chen, Yiguang Hong

at - Automatisierungstechnik

DOI

2019

Exponentially convergent distributed Nash equilibrium seeking for constrained aggregative games

Shu Liang, Peng Yi, Yiguang Hong, Kaixiang Peng

Autonomous Intelligent Systems

DOI

2019

Distributed Nash equilibrium seeking for aggregative games via a small-gain approach

Shu Liang, Peng Yi, Yiguang Hong, Kaixiang Peng

2019

Distributed quasi-monotone subgradient algorithm for nonsmooth convex optimization over directed graphs

Shu Liang, Le-Yi Wang, G. Yin

at - Automatisierungstechnik

DOI

2019

Distributed Nash Equilibrium Seeking for Quadratic Games with Security

Shou-Yuan Zhang, Shu Liang

International Journal of Cooperative Information Systems

DOI

2019

Distributed algorithms for aggregative games of multiple heterogeneous Euler-Lagrange systems

Zhenhua Deng, Shu Liang

at - Automatisierungstechnik

DOI

2019

Exponential convergence of distributed primal-dual convex optimization algorithm without strong convexity

Shu Liang, Le-Yi Wang, G. Yin

at - Automatisierungstechnik

DOI

2019

Distributed Optimization Over Unbalanced Graph: Integration of Surplus-Based Method and Push-DIGing Method

Shu Liang, Song-Song Cheng, Kaixiang Peng

Cybersecurity and Cyberforensics Conference

DOI

2019

Generalized Nash equilibrium seeking strategy for distributed nonsmooth multi-cluster game

Xianlin Zeng, Jie Chen, Shu Liang, Yiguang Hong

at - Automatisierungstechnik

DOI

2019

Fractional differential equation approach for convex optimization with convergence rate analysis

Shu Liang, Le-Yi Wang, G. Yin

Optimization Letters

DOI

2019

Distributed Dual Subgradient Algorithms With Iterate-Averaging Feedback for Convex Optimization With Coupled Constraints

Shu Liang, Le-Yi Wang, G. Yin

IEEE Transactions on Cybernetics

DOI

2019

Distributed Nash Equilibrium Seeking for Aggregative Games via Derivative Feedback

Ya-Wei Zhang, Shu Liang, H. Ji

International Journal of Control, Automation and Systems

DOI

2018

非光滑聚合博弈纳什均衡的分布式连续时间算法

梁银山，梁舒，洪奕光

《控制理论与应用》

2018

Distributed Continuous-Time Algorithms for Resource Allocation Problems Over Weight-Balanced Digraphs

Zhenhua Deng, Shu Liang, Yiguang Hong

IEEE Transactions on Cybernetics

DOI

2018

Multi-agent network flows that solve linear complementarity problems

Shu Liang, Xianlin Zeng

Kybernetika (Praha)

DOI

2018

Privacy Preservation for Distributed Nonsmooth Constrained Optimization Based on Pseudo-Subgradient

Xianlin Zeng, Shu Liang, Jie Chen

Cybersecurity and Cyberforensics Conference

DOI

2018

Distributed continuous-time algorithm for solving linear complementarity problems with exponential convergence

Shu Liang, Xianlin Zeng, Yiguang Hong

2018 IEEE 14th International Conference on Control and Automation (ICCA)

DOI

2018

Distributed optimal resource allocation of second‐order multiagent systems

Zhenhua Deng, Shu Liang, Wei-Yong Yu

International Journal of Robust and Nonlinear Control

DOI

2017

Distributed Nash equilibrium seeking of a class of aggregative games

Shu Liang, Peng Yi, Yiguang Hong

2017 13th IEEE International Conference on Control & Automation (ICCA)

DOI

2017

Distributed Computation of Linear Matrix Equations: An Optimization Perspective

Xianlin Zeng, Shu Liang, Yiguang Hong, Jie Chen

IEEE Transactions on Automatic Control

DOI

2017

Distributed Variational Equilibrium Seeking of Multi-coalition Game via Variational Inequality Approach

Xianlin Zeng, Shu Liang, Yiguang Hong

DOI

2017

Stability Criterion for Nonsmooth Systems and Nash Equilibrium Seeking via Projected Gradient Dynamics

Shu Liang, Xianlin Zeng, Yiguang Hong

DOI

2016

Distributed Nonsmooth Optimization With Coupled Inequality Constraints via Modified Lagrangian Function

Shu Liang, Xianlin Zeng, Yiguang Hong

IEEE Transactions on Automatic Control

DOI

2016

Distributed Continuous-time Nonsmooth Optimization with Coupled Nonlinear Inequality Constraints

Shu Liang, Xianlin Zeng, Yiguang Hong

2016

Lyapunov stability and generalized invariance principle for nonconvex differential inclusions

Shu Liang, Xianlin Zeng, Yiguang Hong

DOI

2015

分数阶系统的控制理论研究

梁舒

《中国科学技术大学》

2014

State space approximation for general fractional order dynamic systems

Shu Liang, Cheng Peng, Zeng Liao, Yong Wang

International Journal Of Systems Science，Vol. 450, No. 10

DOI

2013

分数阶系统线性矩阵不等式稳定判据的改进与鲁棒镇定:0＜α＜1的情况

梁舒，彭程，王永

《控制理论与应用》

2013

分布阶次系统时域子空间辨识

王永，廖增，彭程，梁舒，朱竹婷

《控制与决策》

精选作品

期刊论文

Local consensus based multi-objective distributed optimization and its application

Distributed Mirror Descent for Correlated Equilibrium Seeking on Routing Mechanism

Distributed Constrained Nonsmooth Minimax Optimization in Two Multiagent Systems: An Adaptive Penalty Approach

Finite-Time Distributed Time-Varying Optimization of High-Order Agents With Unknown Gradient Derivative

Distributed Nash equilibrium seeking for a class of nonsmooth games via a small-gain approach

Discrete Representation of the Non-dominated Set for Multi-objective Multi-party Negotiation Problems

Distributed Optimal Output Consensus Control of Heterogeneous Multiagent Systems With Safety Constraints

Exponential Stability of Primal-Dual Gradient Method for Distributed Convex Strongly Concave Minimax Problem

Distributed Optimization and Scaling Design for Solving Sylvester Equations

Distributed Nash equilibrium seeking with order-reduced dynamics based on consensus exact penalty

Distributed robust optimization with coupled constraints via Tseng's splitting method

Distributed Gradient Tracking for Unbalanced Optimization With Different Constraint Sets

Distributed Nonsmooth Optimization with Different Local Constraints via Exact Penalty

Distributed aggregative optimization with quantized communication

Adaptive distributed support vector regression of massive data

A Survey on Noncooperative Games and Distributed Nash Equilibrium Seeking over Multi-Agent Networks

Exponential Convergence of Abstract Dynamics without Strong Monotonicity

Quantized Primal-Dual Algorithms for Network Optimization With Linear Convergence

Distributed Nash Equilibrium Seeking under Quantization Communication

Distributed solving Sylvester equations with fractional order dynamics

Stochastic Adaptive Optimization With Dithers

Exponentially Convergent Algorithm Design for Constrained Distributed Optimization via Nonsmooth Approach

Dual Averaging Push for Distributed Convex Optimization Over Time-Varying Directed Graph

Distributed Nash Equilibrium Seeking for Aggregative Games With Nonlinear Dynamics Under External Disturbances

Distributed Smooth Convex Optimization With Coupled Constraints

Distributed optimization for multi-agent system over unbalanced graphs with linear convergence rate

Distributed continuous-time algorithm for nonsmooth optimal consensus without sharing local decision variables

Distributed Stochastic Algorithm for Convex Optimization Over Directed Graphs

Distributed sub-optimal resource allocation via a projected form of singular perturbation

Exponentially convergent distributed Nash equilibrium seeking for constrained aggregative games

Distributed Nash equilibrium seeking for aggregative games via a small-gain approach

Distributed quasi-monotone subgradient algorithm for nonsmooth convex optimization over directed graphs

Distributed Nash Equilibrium Seeking for Quadratic Games with Security

Distributed algorithms for aggregative games of multiple heterogeneous Euler-Lagrange systems

Exponential convergence of distributed primal-dual convex optimization algorithm without strong convexity

Distributed Optimization Over Unbalanced Graph: Integration of Surplus-Based Method and Push-DIGing Method

Generalized Nash equilibrium seeking strategy for distributed nonsmooth multi-cluster game

Fractional differential equation approach for convex optimization with convergence rate analysis

Distributed Dual Subgradient Algorithms With Iterate-Averaging Feedback for Convex Optimization With Coupled Constraints

Distributed Nash Equilibrium Seeking for Aggregative Games via Derivative Feedback

非光滑聚合博弈纳什均衡的分布式连续时间算法

Distributed Continuous-Time Algorithms for Resource Allocation Problems Over Weight-Balanced Digraphs

Multi-agent network flows that solve linear complementarity problems

Privacy Preservation for Distributed Nonsmooth Constrained Optimization Based on Pseudo-Subgradient

Distributed continuous-time algorithm for solving linear complementarity problems with exponential convergence

Distributed optimal resource allocation of second‐order multiagent systems

Distributed Nash equilibrium seeking of a class of aggregative games

Distributed Computation of Linear Matrix Equations: An Optimization Perspective

Distributed Variational Equilibrium Seeking of Multi-coalition Game via Variational Inequality Approach

Stability Criterion for Nonsmooth Systems and Nash Equilibrium Seeking via Projected Gradient Dynamics

Distributed Nonsmooth Optimization With Coupled Inequality Constraints via Modified Lagrangian Function

Distributed Continuous-time Nonsmooth Optimization with Coupled Nonlinear Inequality Constraints

Lyapunov stability and generalized invariance principle for nonconvex differential inclusions

分数阶系统的控制理论研究

State space approximation for general fractional order dynamic systems

分数阶系统线性矩阵不等式稳定判据的改进与鲁棒镇定:0＜α＜1的情况

分布阶次系统时域子空间辨识

会议论文

Discrete-time algorithm for distributed Nash equilibrium seeking of a class of aggregative games

Online Algorithm for Third-order Minimum Time Discrete Tracking Differentiator

预印本

Mobile Target Search with Imperfect Perception: A Partially Observable Stochastic Game Theoretical Approach

Distributed sub-optimal resource allocation over weight-balanced graph via singular perturbation

研究方向