张军旗｜同济大学｜学者主页

2026

Dual-GNN-Driven Cooperative Optimization for Makespan-Minimized and Large-Scale 3C Dynamic Job-Shop Scheduling

Jing-Ye Bi, Chen Wang, Zi-Qi Wang, Junqi Zhang, Haitao Yuan, Jia Zhang, Rajkummar Buyya

IEEE Transactions on Automation Science and Engineering

DOI

2025

Virtual-Source and Virtual-Swarm-Based Particle Swarm Optimizer for Large-Scale Multisource Location via Robot Swarm

Junqi Zhang, Yuxuan Lin, Mengchu Zhou

IEEE Transactions on Evolutionary Computation

DOI

2025

Dual-GNN-Assisted Cooperative Hunting Optimizer for Dynamic Job Shop Scheduling

Chen Wang, Jing-Ye Bi, Zi-Qi Wang, Junqi Zhang, Haitao Yuan, Jia Zhang

IEEE International Conference on Systems, Man and Cybernetics

DOI

2025

VELO: A Variational Autoencoder Enhanced Differential Evolution Algorithm for Task Offloading in Vehicular Edge Computing

Jiashuo Luo, Junqi Zhang, Yuhao Yang, Yanan Liu, Jiahui Zhai, Jing-Ye Bi

2025 7th International Conference on Industrial Artificial Intelligence (IAI)

DOI

2025

Latency-minimized Computation Offloading in 3C Manufacturing Workshops

Yanan Liu, Jing-Ye Bi, Zi-Qi Wang, Junqi Zhang, Haitao Yuan, Jia Zhang

IEEE International Conference on Systems, Man and Cybernetics

DOI

2025

Intelligent and Adaptive Task Migration in Vehicular Edge-Cloud Computing Environments

Jiahui Zhai, Yaxi Yang, Zi-Qi Wang, Junqi Zhang

International Journal of Artificial Intelligence and Green Manufacturing

DOI

2025

A Bin-Packing-Based Method for Path Planning of Air–Ground Cooperative System

DuanWei Wu, Junqi Zhang, Abdullah M. Abusorrah, MengChu Zhou

IEEE Transactions on Vehicular Technology

DOI

2024

室内移动机器人激光点云2D墙线检测实验

赵师兵，张志明，康琦，张军旗

《实验技术与管理》

2024

Cooperative Dual-Task Path Planning for Persistent Surveillance and Emergency Handling by Multiple Unmanned Ground Vehicles

Junqi Zhang, Yunzhe Wu, Mengchu Zhou

IEEE transactions on intelligent transportation systems (Print)

DOI

2024

A New Learning Automaton for Selecting an Arbitrary Subset of Actions

Junqi Zhang, Peng Zu, Pengzhan Qiu, Mengchu Zhou

IEEE Transactions on Systems, Man & Cybernetics. Systems

DOI

2024

Priority Over Quantity: A Self-Incentive Credit Assignment Scheme for Cooperative Multiagent Reinforcement Learning

Hao Tang, Cheng Wang, Shengbo Chang, Junqi Zhang

IEEE Transactions on Computational Social Systems

DOI

2023

Evolutionary Algorithm-Based Attack Strategy With Swarm Robots in Denied Environments

Huan Liu, Junqi Zhang, Peng Zu, Mengchu Zhou

IEEE Transactions on Evolutionary Computation

DOI

2023

Particle Swarm Optimizer Without Communications Among Particles

Junqi Zhang, Xurui Huang, Huan Liu, Mengchu Zhou

International Conference on Swarm Intelligence

DOI

2023

A Herd-Foraging-Based Approach to Adaptive Coverage Path Planning in Dual Environments

Junqi Zhang, Peng Zu, Kun Liu, Mengchu Zhou

IEEE Transactions on Cybernetics

DOI

2023

Learning Automata and Their Applications to Intelligent Systems

Junqi Zhang, Mengchu Zhou

DOI

2023

Using Tabu Search to Avoid Concave Obstacles for Source Location

Junqi Zhang, Huan Liu, Peng Zu, Mengshi Zhao, Cheng Wang, A. Albeshri, A. Abusorrah, Meng-Chu Zhou

IEEE transactions on intelligent transportation systems (Print)

DOI

2023

PSO-Based Sparse Source Location in Large-Scale Environments With a UAV Swarm

Junqi Zhang, Yehao Lu, Yunzhe Wu, Cheng Wang, Di Zang, A. Abusorrah, Mengchu Zhou

IEEE transactions on intelligent transportation systems (Print)

DOI

2023

Adaptive Particle Swarm Optimizer Combining Hierarchical Learning With Variable Population

Huan Liu, Junqi Zhang, Mengchu Zhou

IEEE Transactions on Systems, Man & Cybernetics. Systems

DOI

2023

Application‐Oriented Learning Automata

Junqi Zhang, MengChu Zhou

DOI

2023

Applications and Future Research Directions of Learning Automata

Junqi Zhang, MengChu Zhou

DOI

2023

Incorporation of Ordinal Optimization into Learning Automata

Junqi Zhang, MengChu Zhou

DOI

2023

Introduction

Junqi Zhang, MengChu Zhou

DOI

2023

Learning Automata

Junqi Zhang, MengChu Zhou

DOI

2023

Fast Learning Automata

Junqi Zhang, MengChu Zhou

DOI

2023

Ordinal Optimization

Junqi Zhang, MengChu Zhou

DOI

2023

Noisy Optimization Applications

Junqi Zhang, MengChu Zhou

DOI

2022

Hybrid Topology-Based Particle Swarm Optimizer for Multi-source Location Problem in Swarm Robots

Junqi Zhang, Yehao Lu, Mengchu Zhou

International Conference on Swarm Intelligence

DOI

2022

Extension of Stochastic Point Location for Multimodal Problems

Junqi Zhang, Pengzhan Qiu, Mengchu Zhou

IEEE Transactions on Cybernetics

DOI

2022

Particle Swarm Optimizer-based Attack Strategy with Swarm Robots

Huan Liu, Junqi Zhang, Meng-Chu Zhou

IEEE/RJS International Conference on Intelligent RObots and Systems

DOI

2022

Solving Source Location Problems with Particle Swarm Optimizer and Height Information

Junqi Zhang, Yehao Lu, Mengchu Zhou

International Conference on Distributed Computing Systems Workshops

DOI

2022

A Herd Foraging-Based Adaptive Coverage Path Planning in Unbounded Environments

Junqi Zhang, Peng Zu, Mengchu Zhou

IEEE International Conference on Systems, Man and Cybernetics

DOI

2021

Moving-Distance-Minimized PSO for Mobile Robot Swarm

Junqi Zhang, Yehao Lu, Lei Che, Mengchu Zhou

IEEE Transactions on Cybernetics

DOI

2021

Using Population Migration and Mutation to Improve Loser-Out Tournament-Based Fireworks Algorithm

Peng Hong, Junqi Zhang

International Conference on Swarm Intelligence

DOI

2021

Weak Estimator-Based Stochastic Searching on the Line in Dynamic Dual Environments

Junqi Zhang, Pengzhan Qiu, Chunhui Wang, Mengchu Zhou

IEEE Transactions on Cybernetics

DOI

2021

Hierarchical Learning-based Particle Swarm Optimizer

Huan-Yi Liu, Junqi Zhang, Mengchu Zhou

2021 IEEE International Conference on Networking, Sensing and Control (ICNSC)

DOI

2021

Learning Automata-Based Multi-target Search Strategy Using Swarm Robotics

Junqi Zhang, Peng Zu, Huan Liu

International Conference on Information and Software Technologies

DOI

2021

A Hybrid Obstacle Avoidance Strategy Based on PSO in Source Location

Mengshi Zhao, Pengzhan Qiu, Junqi Zhang

International Conference on Advanced Computational Intelligence

DOI

2020

Learning Automata-Based Fireworks Algorithm on Adaptive Assigning Sparks

Junqi Zhang, Lei Che, Jianqing Chen

International Conference on Swarm Intelligence

DOI

2020

Hybrid PSO Algorithm with Adaptive Step Search in Noisy and Noise-free Environments

Junqi Zhang, Jianqing Chen, Lei Che

IEEE Congress on Evolutionary Computation

DOI

2019

Dual-Environmental Particle Swarm Optimizer in Noisy and Noise-Free Environments

Junqi Zhang, Xixun Zhu, Yuheng Wang, Meng-Chu Zhou

IEEE Transactions on Cybernetics

DOI

2019

Last-Position Elimination-Based Fireworks Algorithm for Function Optimization

Junqi Zhang, Jianqing Chen, Wei-Zhi Li

International Conference on Swarm Intelligence

DOI

2018

Particle Swarm Optimization Based on Pairwise Comparisons

Junqi Zhang, Jianqing Chen, Xixun Zhu, Chun-Hui Wang

International Conference on Swarm Intelligence

DOI

2018

Fast Variable Structure Stochastic Automaton for Discovering and Tracking Spatiotemporal Event Patterns

Junqi Zhang, Yuheng Wang, Cheng Wang, Meng-Chu Zhou

IEEE Transactions on Cybernetics

DOI

2018

Learning Automata-Based Particle Swarm Optimizer

Junqi Zhang, Xixun Zhu, Mengchu Zhou

IEEE Congress on Evolutionary Computation

DOI

2017

From Resampling to Non-resampling: A Fireworks Algorithm-Based Framework for Solving Noisy Optimization Problems

Junqi Zhang, ShanWen Zhu, Mengchu Zhou

International Conference on Swarm Intelligence

DOI

2017

Symmetrical Hierarchical Stochastic Searching on the Line in Informative and Deceptive Environments.

Junqi Zhang, Yuheng Wang, Cheng Wang, Mengchu Zhou

IEEE Transactions on Cybernetics

DOI

2017

Approximately Optimal Computing Budget Allocation for Selection of the Best and Worst Designs

Junqi Zhang, L. Zhang, Cheng Wang, Mengchu Zhou

IEEE Transactions on Automatic Control

DOI

2017

Fast adaptive search on the line in dual environments

Junqi Zhang, Yuheng Wang, Mengchu Zhou

CASE

DOI

2017

Approximate Simulation Budget Allocation for Subset Ranking

Junqi Zhang, Zezhou Li, Cheng Wang, Di Zang, Mengchu Zhou

IEEE Transactions on Control Systems Technology

DOI

2016

Incorporation of Optimal Computing Budget Allocation for Ordinal Optimization Into Learning Automata

Junqi Zhang, Cheng Wang, Di Zang, Mengchu Zhou

IEEE Transactions on Automation Science and Engineering

DOI

2016

Integrating Particle Swarm Optimization with Stochastic Point Location method in noisy environment

Junqi Zhang, Siyu Lu, Di Zang, Mengchu Zhou

IEEE International Conference on Systems, Man and Cybernetics

DOI

2016

A Sliding Window Method for Online Tracking of Spatiotemporal Event Patterns

Junqi Zhang, ShanWen Zhu, Di Zang, Mengchu Zhou

International Conference on Internet and Distributed Computing Systems

DOI

2015

Fast and Epsilon-Optimal Discretized Pursuit Learning Automata

Junqi Zhang, Cheng Wang, Mengchu Zhou

IEEE Transactions on Cybernetics

DOI

2015

Composite Particle Swarm Optimizer With Historical Memory for Function Optimization

Jie Li, Junqi Zhang, Changjun Jiang, Mengchu Zhou

IEEE Transactions on Cybernetics

DOI

2015

Solving Stationary and Stochastic Point Location Problem with Optimal Computing Budget Allocation

Junqi Zhang, L. Zhang, Mengchu Zhou

IEEE International Conference on Systems, Man and Cybernetics

DOI

2015

Swarm intelligence to coordinate decentralized learning automata in identical payoff games

Jie Li, Junqi Zhang, LinWei Xu, Changjun Jiang

IEEE Congress on Evolutionary Computation

DOI

2015

Incorporation of ordinal optimization into learning automata for high learning efficiency

Junqi Zhang, Cheng Wang, Di Zang, Mengchu Zhou

2015 IEEE International Conference on Automation Science and Engineering (CASE)

DOI

2015

A learning automata-based particle swarm optimization algorithm for noisy environment

Junqi Zhang, LinWei Xu, Ji Ma, Mengchu Zhou

IEEE Congress on Evolutionary Computation

DOI

2015

Interpersonal learning Particle Swarm Optimizer

Ji Ma, Junqi Zhang, LinWei Xu

IEEE Congress on Evolutionary Computation

DOI

2015

Staying together maybe better for particles

Ji Ma, Junqi Zhang, LinWei Xu

IEEE Congress on Evolutionary Computation

DOI

2015

Group Decision-Making Inspired Particle Swarm Optimization in Noisy Environment

Ji Ma, Junqi Zhang, Mengchu Zhou

IEEE International Conference on Systems, Man and Cybernetics

DOI

2015

Approximately Optimal Computing-Budget Allocation for subset ranking

Junqi Zhang, Zezhou Li, Cheng Wang, Di Zang, Mengchu Zhou

IEEE International Conference on Robotics and Automation

DOI

2014

Last-Position Elimination-Based Learning Automata

Junqi Zhang, Cheng Wang, Mengchu Zhou

IEEE Transactions on Cybernetics

DOI

2014

Using estimation of distribution algorithm to coordinate decentralized learning automata for meta-task scheduling

Jie Li, Junqi Zhang

IEEE Congress on Evolutionary Computation

DOI

2014

Integrating Particle Swarm Optimization with Learning Automata to solve optimization problems in noisy environment

Junqi Zhang, LinWei Xu, Jie Li, Q. Kang, Mengchu Zhou

IEEE International Conference on Systems, Man and Cybernetics

DOI

2014

A new class of learning automata for selecting an optimal subset

Junqi Zhang, Zezhou Li, Q. Kang, Mengchu Zhou

IEEE International Conference on Systems, Man and Cybernetics

DOI

2014

A fast restarting particle swarm optimizer

Junqi Zhang, Xiong Zhu, Wei Wang, Jing Yao

IEEE Congress on Evolutionary Computation

DOI

2014

Dimensions cooperate by Euclidean metric in Particle Swarm Optimization

Zezhou Li, Junqi Zhang, Wei Wang, Jing Yao

IEEE Congress on Evolutionary Computation

DOI

2014

Phase transition Particle Swarm Optimization

Ji Ma, Junqi Zhang, Wei Wang, Jing Yao

IEEE Congress on Evolutionary Computation

DOI

2014

Team of Bayesian optimization algorithms to solve task assignment problems in heterogeneous computing systems

Jie Li, Junqi Zhang, Q. Kang, Changjun Jiang

IEEE International Conference on Systems, Man and Cybernetics

DOI

2012

Inertial Estimator Learning Automata

Junqi Zhang, Lina Ni, Chen Xie, Shangce Gao, Zheng Tang

IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences

DOI

2011

Adaptive Bare Bones Particle Swarm Inspired by Cloud Model

Junqi Zhang, Lina Ni, Jing Yao, Wei Wang, Zheng Tang

IEICE Trans. Inf. Syst.

DOI

2011

AMT-PSO: An Adaptive Magnification Transformation Based Particle Swarm Optimizer

Junqi Zhang, Lina Ni, Chen Xie, Ying Tan, Zheng Tang

IEICE Trans. Inf. Syst.

DOI

2010

KNOB Particle Swarm Optimizer

Junqi Zhang, Kun Liu, Ying Tan

International Conference on Swarm Intelligence

DOI

2010

Hybrid Uniform Distribution of Particle Swarm Optimizer

Junqi Zhang, Ying Tan, Lina Ni, Chen Xie, Zheng Tang

IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences

DOI

2009

Concentric spatial extension based particle swarm optimization inspired by brood sorting in ant colonies

Junqi Zhang, Ying Tan, Xingui He

IEEE Symposium on Swarm Intelligence

DOI

2009

Magnifier Particle Swarm Optimization

Ying Tan, Junqi Zhang

Nature-Inspired Algorithms for Optimisation

DOI

2008

Hybrid particle swarm optimizer with advance and retreat strategy and clonal mechanism for global numerical optimization

Junqi Zhang, Zhong-Ming Xiao, Ying Tan, Xingui He

2008 IEEE Congress on Evolutionary Computation (IEEE World Congress on Computational Intelligence)

DOI

2008

Allocation of local and global search capabilities of particle in canonical PSO

Junqi Zhang, Kun Liu, Ying Tan, Xingui He

Annual Conference on Genetic and Evolutionary Computation

DOI

2008

Magnifier particle swarm optimization for numerical optimization

Junqi Zhang, Kun Liu, Ying Tan, Xingui He

Annual Conference on Genetic and Evolutionary Computation

DOI

2008

Random black hole particle swarm optimization and its application

Junqi Zhang, Kun Liu, Ying Tan, Xingui He

Workshop on Neural Networks for Signal Processing

DOI

精选作品

期刊论文

Dual-GNN-Driven Cooperative Optimization for Makespan-Minimized and Large-Scale 3C Dynamic Job-Shop Scheduling

Virtual-Source and Virtual-Swarm-Based Particle Swarm Optimizer for Large-Scale Multisource Location via Robot Swarm

Dual-GNN-Assisted Cooperative Hunting Optimizer for Dynamic Job Shop Scheduling

VELO: A Variational Autoencoder Enhanced Differential Evolution Algorithm for Task Offloading in Vehicular Edge Computing

Latency-minimized Computation Offloading in 3C Manufacturing Workshops

Intelligent and Adaptive Task Migration in Vehicular Edge-Cloud Computing Environments

A Bin-Packing-Based Method for Path Planning of Air–Ground Cooperative System

室内移动机器人激光点云2D墙线检测实验

Cooperative Dual-Task Path Planning for Persistent Surveillance and Emergency Handling by Multiple Unmanned Ground Vehicles

A New Learning Automaton for Selecting an Arbitrary Subset of Actions

Priority Over Quantity: A Self-Incentive Credit Assignment Scheme for Cooperative Multiagent Reinforcement Learning

Evolutionary Algorithm-Based Attack Strategy With Swarm Robots in Denied Environments

Particle Swarm Optimizer Without Communications Among Particles

A Herd-Foraging-Based Approach to Adaptive Coverage Path Planning in Dual Environments

Learning Automata and Their Applications to Intelligent Systems

Using Tabu Search to Avoid Concave Obstacles for Source Location

PSO-Based Sparse Source Location in Large-Scale Environments With a UAV Swarm

Adaptive Particle Swarm Optimizer Combining Hierarchical Learning With Variable Population

Application‐Oriented Learning Automata

Applications and Future Research Directions of Learning Automata

Incorporation of Ordinal Optimization into Learning Automata

Introduction

Learning Automata

Fast Learning Automata

Ordinal Optimization

Noisy Optimization Applications

Hybrid Topology-Based Particle Swarm Optimizer for Multi-source Location Problem in Swarm Robots

Extension of Stochastic Point Location for Multimodal Problems

Particle Swarm Optimizer-based Attack Strategy with Swarm Robots

Solving Source Location Problems with Particle Swarm Optimizer and Height Information

A Herd Foraging-Based Adaptive Coverage Path Planning in Unbounded Environments

Moving-Distance-Minimized PSO for Mobile Robot Swarm

Using Population Migration and Mutation to Improve Loser-Out Tournament-Based Fireworks Algorithm

Weak Estimator-Based Stochastic Searching on the Line in Dynamic Dual Environments

Hierarchical Learning-based Particle Swarm Optimizer

Learning Automata-Based Multi-target Search Strategy Using Swarm Robotics

A Hybrid Obstacle Avoidance Strategy Based on PSO in Source Location

Learning Automata-Based Fireworks Algorithm on Adaptive Assigning Sparks

Hybrid PSO Algorithm with Adaptive Step Search in Noisy and Noise-free Environments

Dual-Environmental Particle Swarm Optimizer in Noisy and Noise-Free Environments

Last-Position Elimination-Based Fireworks Algorithm for Function Optimization

Particle Swarm Optimization Based on Pairwise Comparisons

Fast Variable Structure Stochastic Automaton for Discovering and Tracking Spatiotemporal Event Patterns

Learning Automata-Based Particle Swarm Optimizer

From Resampling to Non-resampling: A Fireworks Algorithm-Based Framework for Solving Noisy Optimization Problems

Symmetrical Hierarchical Stochastic Searching on the Line in Informative and Deceptive Environments.

Approximately Optimal Computing Budget Allocation for Selection of the Best and Worst Designs

Fast adaptive search on the line in dual environments

Approximate Simulation Budget Allocation for Subset Ranking

Incorporation of Optimal Computing Budget Allocation for Ordinal Optimization Into Learning Automata

Integrating Particle Swarm Optimization with Stochastic Point Location method in noisy environment

A Sliding Window Method for Online Tracking of Spatiotemporal Event Patterns

Fast and Epsilon-Optimal Discretized Pursuit Learning Automata

Composite Particle Swarm Optimizer With Historical Memory for Function Optimization

Solving Stationary and Stochastic Point Location Problem with Optimal Computing Budget Allocation

Swarm intelligence to coordinate decentralized learning automata in identical payoff games

Incorporation of ordinal optimization into learning automata for high learning efficiency

A learning automata-based particle swarm optimization algorithm for noisy environment

Interpersonal learning Particle Swarm Optimizer

Staying together maybe better for particles

Group Decision-Making Inspired Particle Swarm Optimization in Noisy Environment

Approximately Optimal Computing-Budget Allocation for subset ranking

Last-Position Elimination-Based Learning Automata

Using estimation of distribution algorithm to coordinate decentralized learning automata for meta-task scheduling

Integrating Particle Swarm Optimization with Learning Automata to solve optimization problems in noisy environment

A new class of learning automata for selecting an optimal subset

A fast restarting particle swarm optimizer

Dimensions cooperate by Euclidean metric in Particle Swarm Optimization

Phase transition Particle Swarm Optimization

Team of Bayesian optimization algorithms to solve task assignment problems in heterogeneous computing systems

Inertial Estimator Learning Automata

Adaptive Bare Bones Particle Swarm Inspired by Cloud Model

AMT-PSO: An Adaptive Magnification Transformation Based Particle Swarm Optimizer

KNOB Particle Swarm Optimizer

Hybrid Uniform Distribution of Particle Swarm Optimizer

Concentric spatial extension based particle swarm optimization inspired by brood sorting in ant colonies

Magnifier Particle Swarm Optimization

Hybrid particle swarm optimizer with advance and retreat strategy and clonal mechanism for global numerical optimization