刘贵云｜广州大学｜学者主页

2026

Reaction-diffusion modeling and adaptive control of malware propagation in UAV-WSN via reinforcement learning

Guiyun Liu, Keyang Wang, Wensa Cai, Huahai Chen, Kai Wang, Lefeng Cheng

Neurocomputing

DOI

2026

Nonlinear hybrid dynamics of coupled malware-patch spreading processes on multiplex networks

Baihao Peng, Junfeng Liu, Jun Zeng, Guiyun Liu, Xiaojing Zhong, Tao Zou

Nonlinear Dynamics

DOI

2026

A Two-Layer Malware Propagation Model With Cross-Diffusion and Its Optimal Control in UAV-Assisted IoV

Guiyun Liu, Keyang Wang, Wensa Cai, H Shawna Chen, Limin Wang, Kai Wang, Zhongwei Liang

IEEE Transactions on Network Science and Engineering

DOI

2026

Networked Spatiotemporal Optimal Control and DC-PPO Reinforcement Learning for Combating Malware Spread in IoUT

Guiyun Liu, Jipeng Zhu, Qinxue Li, Caixia Zhang, Wenming Jiang, Xiaojing Zhong, Zhongwei Liang

IEEE Transactions on Network Science and Engineering

DOI

2026

Hypergraph Epidemic Model and PPO-Based Reinforcement Learning for Real-Time Human Resource Allocation in Offshore Wind Farms

Xiaojing Zhong, Wenjun Zhang, Dingyong Bai, Guiyun Liu, Chaobin Wang, Feiqi Deng

IEEE Systems Man and Cybernetics Magazine

DOI

2025

A Fractional-Order Game-Theoretic Model With Sparse Attention Multi-Agent Reinforcement Learning for Malware Defense in IoV

Guiyun Liu, Chaobin Wang, Tingting Tan, Dongze Shen, Giancarlo Fortino, Giuseppe Franzè, Xiaojing Zhong

IEEE Transactions on Automation Science and Engineering

DOI

2025

Fractional-Order Optimal Control and FIOV-MASAC Reinforcement Learning for Combating Malware Spread in Internet of Vehicles

Guiyun Liu, Hao Li, Lihao Xiong, Zhihao Tan, Zhongwei Liang, Xiaojing Zhong

IEEE Transactions on Automation Science and Engineering

DOI

2025

Spatiotemporal Control Optimization of Malware Propagation in Internet of Underwater Things

Guiyun Liu, Haozhe Xu, Jiayue Zhang, Zhongwei Liang, Xiaojing Zhong

IEEE Transactions on Information Forensics and Security

DOI

2025

Attention-Model-Based Multiagent Reinforcement Learning for Combating Malware Propagation in Internet of Underwater Things

Guiyun Liu, Hao Li, Lihao Xiong, Zhongwei Liang, Xiaojing Zhong

IEEE Transactions on Network and Service Management

DOI

2025

Malware Suppressing Strategies for Smart Agricultural UAV–WSN in Unknown Environment: A Reinforcement Learning Framework

Guiyun Liu, Ziqin Cai, Zhongwei Liang, Lefeng Cheng

IEEE Internet of Things Journal

DOI

2025

Malware attack and defense game in fractional-order Internet of Underwater Things: Model-based and model-free approaches

Guiyun Liu, Zulong Peng, Tingting Tan, Xiaojing Zhong, Zhongwei Liang

Engineering Applications of Artificial Intelligence

DOI

2025

Optimal Media Control Strategy for Rumor Propagation in a Multilingual Dual Layer Reaction Diffusion Network Model

Guiyun Liu, Haozhe Xu, Yu Zhu, Yiyang Ma, Zhipeng Chen

Mathematics

DOI

2025

An Epidemic Model with Two Impulses for the Propagation of Malware in Heterogeneous Wireless Sensor Networks

Min Liu, Xiaoping Fan, Guiyun Liu, Dewei Liao, Junjie Yu, Jiale Huang

Chinese Journal of Electronics

DOI

2025

Spatiotemporal Optimal Control of Malware Propagation in AUV-Assisted UWSNs: A Two-Layer Heterogeneous Network

Guiyun Liu, Haozhe Xu, Jiayue Zhang, Xiaojing Zhong, Zhongwei Liang

IEEE Internet of Things Journal

DOI

2025

Spatiotemporal Optimal Control of Reaction-Diffusion Malware Propagation in Multi-AUV Networks

Guiyun Liu, Haopeng Xu, Kai Wang, Dingyong Bai, Zhongwei Liang

IEEE Transactions on Network Science and Engineering

DOI

2025

Meta-Reinforcement Learning for Controlling Malware Propagation in Internet of Underwater Things

Hao Li, Guiyun Liu, Lihao Xiong, Zhongwei Liang, Xiaojing Zhong

IEEE Transactions on Network Science and Engineering

DOI

2025

Reinforcement Learning for Mitigating Malware Propagation in Wireless Radar Sensor Networks with Channel Modeling

Guiyun Liu, Hao Li, Lihao Xiong, Yiduan Chen, Aojing Wang, Dongze Shen

Mathematics

DOI

2025

Rumor Suppression in a Three-Layer Network: A Reinforcement Learning Algorithm

Xiaojing Zhong, Jing Zhang, Aojing Wang, Guiyun Liu, Feiqi Deng, Jianhui Wang

IEEE Transactions on Network Science and Engineering

DOI

2025

Higher-order rumor and anti-rumor propagation and data-driven optimal control on hypergraphs

Xiaojing Zhong, Chaolong Luo, Jing Zhang, Guiyun Liu

Chaos Solitons & Fractals

DOI

2024

Fractional Optimal Control for Malware Propagation in Internet of Underwater Things

Guiyun Liu, Zhihao Tan, Zhong-Wei Liang, Han-Jie Chen, Xiaojing Zhong

IEEE Internet of Things Journal

DOI

2024

Rumor Propagation Control With Anti-Rumor Mechanism and Intermittent Control Strategies

Xiaojing Zhong, Yukun Yang, F. Deng, Guiyun Liu

IEEE Transactions on Computational Social Systems

DOI

2024

Model-Based and Data-Driven Stochastic Hybrid Control for Rumor Propagation in Dual-Layer Network

Xiaojing Zhong, Chaolong Luo, Feiqi Deng, Guiyun Liu, Chunlei Li, Zhipei Hu

IEEE Transactions on Computational Social Systems

DOI

2024

Hybrid Optimal Control for Malware Propagation in UAV-WSN System: A Stacking Ensemble Learning Control Algorithm

Guiyun Liu, Jiezhao Zhang, Xiaojing Zhong, Xiao Guang Hu, Zhongwei Liang

IEEE Internet of Things Journal

DOI

2023

Stochastic Stabilization of Dual-Layer Rumor Propagation Model with Multiple Channels and Rumor-Detection Mechanism

Xiaojing Zhong, Chaolong Luo, Xiaowu Dong, Dingyong Bai, Guiyun Liu, Ying Xie, Yu-Qing Peng

Entropy

DOI

2023

Dynamical aspects of a delayed computer viruses model with horizontal and vertical dissemination over internet

Jian Ding, Nadia Gul, Guiyun Liu, T. Saeed

Fractals

DOI

2023

Hybrid control for malware propagation in rechargeable WUSN and WASN: From knowledge-driven to data-driven

Yaoquan Yang, Guiyun Liu, Zhong-Wei Liang, Han-Jie Chen, Linhe Zhu, Xiaojing Zhong

Chaos, Solitons & Fractals

DOI

2022

Dynamics and intermittent stochastic stabilization of a rumor spreading model with guidance mechanism in heterogeneous network

Xiaojing Zhong, Yukun Yang, Runqing Miao, Yuqing Peng, Guiyun Liu

Chinese Physics B

DOI

2022

Analysis and Control of Malware Mutation Model in Wireless Rechargeable Sensor Network with Charging Delay

Guiyun Liu, Zhimin Peng, Zhongwei Liang, Xiaojing Zhong, Xin-Hai Xia

Mathematics

DOI

2022

Optimal Control of PC-PLC Virus-Mutation and Multi-Delay Propagation Model in Distribution Network CPS

Yingying Su, Zijing Qiu, Guiyun Liu, Zhongwei Liang

Mathematics

DOI

2022

Hopf bifurcation and optimal control of a delayed malware propagation model on mobile wireless sensor networks

Hu Zhang, R. K. Upadhyay, Guiyun Liu, Zizhen Zhang

Results in Physics

DOI

2022

Hopf bifurcation and optimal control of a delayed SLBPS virus-patch model

Xiao-Dong Yu, A. Zeb, Guiyun Liu

Results in Physics

DOI

2022

A Novel Epidemic Model Base on Pulse Charging in Wireless Rechargeable Sensor Networks

Guiyun Liu, Xiaokai Su, Fenghuo Hong, Xiaojing Zhong, Zhongwei Liang, Xilai Wu, Zi-xin Huang

Entropy

DOI

2021

Dynamics Analysis of a Wireless Rechargeable Sensor Network for Virus Mutation Spreading

Guiyun Liu, Zhimin Peng, Zhongwei Liang, Junqiang Li, Lefeng Cheng

Entropy

DOI

2021

Epidemic Analysis of Wireless Rechargeable Sensor Networks Based on an Attack–Defense Game Model

Guiyun Liu, Baihao Peng, Xiaojing Zhong

Italian National Conference on Sensors

DOI

2021

Autonomous Control Strategy of a Swarm System Under Attack Based on Projected View and Light Transmittance

Xuejing Lan, Wenbiao Xu, Zhijia Zhao, Guiyun Liu

IEEE/CAA Journal of Automatica Sinica

DOI

2021

Dynamical Analysis and Optimal Control for a SEIR Model Based on Virus Mutation in WSNs

Guiyun Liu, Jie-Yong Chen, Zhongwei Liang, Zhimin Peng, Junqiang Li

Mathematics

DOI

2021

Dynamical Behavior Analysis of a Time-Delay SIRS-L Model in Rechargeable Wireless Sensor Networks

Guiyun Liu, Junqiang Li, Zhongwei Liang, Zhimin Peng

Mathematics

DOI

2021

Q-Learning-Based Obstacle Avoidance Path Planning with Local Optimal Points

Chengxuan Qin, Xuejing Lan, Xiaojing Zhong, Guiyun Liu

Lecture Notes in Electrical Engineering

DOI

2021

Modelling and Analysis of the Epidemic Model under Pulse Charging in Wireless Rechargeable Sensor Networks

Guiyun Liu, Zi-Yi Huang, Xilai Wu, Zhongwei Liang, Fenghuo Hong, Xiaokai Su

Entropy

DOI

2021

Analysis of Time-Delay Epidemic Model in Rechargeable Wireless Sensor Networks

Guiyun Liu, Junqiang Li, Zhongwei Liang, Zhimin Peng

Mathematics

DOI

2020

基于工程教育论证的“计算机控制技术”课程实验的教学改革与实践

王佳庆，肖忠，王晓刚，刘贵云

《教育教学论坛》

2020

Attack-Defense Game between Malicious Programs and Energy-Harvesting Wireless Sensor Networks Based on Epidemic Modeling

Guiyun Liu, Baihao Peng, Xiaojing Zhong, Lefeng Cheng, Zhifu Li

Complex

DOI

2020

A Novel Epidemic Model for Wireless Rechargeable Sensor Network Security

Guiyun Liu, Baihao Peng, Xiaojing Zhong

Italian National Conference on Sensors

DOI

2020

Stochastic Stabilization of Malware Propagation in Wireless Sensor Network via Aperiodically Intermittent White Noise

Xiaojing Zhong, Baihao Peng, F. Deng, Guiyun Liu

Complex

DOI

2020

Differential Games of Rechargeable Wireless Sensor Networks against Malicious Programs Based on SILRD Propagation Model

Guiyun Liu, Baihao Peng, Xiaojing Zhong, Xuejing Lan

Complex

DOI

2019

Intelligent guidance of autonomous mobile robots based on adaptive dynamic programming

Xuejing Lan, Chengxuan Qin, Yiwen Liu, Hai-Bin Ouyang, Guiyun Liu

Youth Academic Annual Conference of Chinese Association of Automation

DOI

2018

基于教研结合的控制类课程群的教学改革与实践

王佳庆，王晓刚，张杰，刘贵云

《中国电力教育》

2018

Adaptive-Neural-Network-Based Shape Control for a Swarm of Robots

Xuejing Lan, Zhenghao Wu, Wenbiao Xu, Guiyun Liu

Complex

DOI

2017

RSSI室内测距技术的误差控制研究

刘贵云，邬嘉麒，许国良，邱宾豪

《广州大学学报(自然科学版)》

2017

基于RSSI测距的WSN定位网络监测系统设计

刘贵云，邬嘉麒，许国良，邱宾豪

《无线互联科技》

2017

《无线传感器网络技术》教学方法的改革探索

刘贵云，王清，王佳庆，唐冬

《教育教学论坛》

2014

《传感器与自动检测技术》的项目驱动法研究

刘贵云

《教育教学论坛》

2014

基于博弈的能量获取传感器网络分布式估计算法

刘贵云，张轩睿，刘长红

《广州大学学报(自然科学版)》

2012

基于无线传感器网络的鲁棒分布式估计

胥布工，刘贵云

《华南理工大学学报(自然科学版)》

2012

无线传感器网络中的分布式估计

刘贵云

《华南理工大学》

2011

带宽受限的CAN总线对数量化调度策略

匡付华，胥布工，刘贵云

《控制理论与应用》

2010

多回路网络控制系统中调度与控制的协同设计方法

周萍，胥布工，刘贵云

《自动化与信息工程》

精选作品

期刊论文

Reaction-diffusion modeling and adaptive control of malware propagation in UAV-WSN via reinforcement learning

Nonlinear hybrid dynamics of coupled malware-patch spreading processes on multiplex networks

A Two-Layer Malware Propagation Model With Cross-Diffusion and Its Optimal Control in UAV-Assisted IoV

Networked Spatiotemporal Optimal Control and DC-PPO Reinforcement Learning for Combating Malware Spread in IoUT

Hypergraph Epidemic Model and PPO-Based Reinforcement Learning for Real-Time Human Resource Allocation in Offshore Wind Farms

A Fractional-Order Game-Theoretic Model With Sparse Attention Multi-Agent Reinforcement Learning for Malware Defense in IoV

Fractional-Order Optimal Control and FIOV-MASAC Reinforcement Learning for Combating Malware Spread in Internet of Vehicles

Spatiotemporal Control Optimization of Malware Propagation in Internet of Underwater Things

Attention-Model-Based Multiagent Reinforcement Learning for Combating Malware Propagation in Internet of Underwater Things

Malware Suppressing Strategies for Smart Agricultural UAV–WSN in Unknown Environment: A Reinforcement Learning Framework

Malware attack and defense game in fractional-order Internet of Underwater Things: Model-based and model-free approaches

Optimal Media Control Strategy for Rumor Propagation in a Multilingual Dual Layer Reaction Diffusion Network Model

An Epidemic Model with Two Impulses for the Propagation of Malware in Heterogeneous Wireless Sensor Networks

Spatiotemporal Optimal Control of Malware Propagation in AUV-Assisted UWSNs: A Two-Layer Heterogeneous Network

Spatiotemporal Optimal Control of Reaction-Diffusion Malware Propagation in Multi-AUV Networks

Meta-Reinforcement Learning for Controlling Malware Propagation in Internet of Underwater Things

Reinforcement Learning for Mitigating Malware Propagation in Wireless Radar Sensor Networks with Channel Modeling

Rumor Suppression in a Three-Layer Network: A Reinforcement Learning Algorithm

Higher-order rumor and anti-rumor propagation and data-driven optimal control on hypergraphs

Fractional Optimal Control for Malware Propagation in Internet of Underwater Things

Rumor Propagation Control With Anti-Rumor Mechanism and Intermittent Control Strategies

Model-Based and Data-Driven Stochastic Hybrid Control for Rumor Propagation in Dual-Layer Network

Hybrid Optimal Control for Malware Propagation in UAV-WSN System: A Stacking Ensemble Learning Control Algorithm

Stochastic Stabilization of Dual-Layer Rumor Propagation Model with Multiple Channels and Rumor-Detection Mechanism

Dynamical aspects of a delayed computer viruses model with horizontal and vertical dissemination over internet

Hybrid control for malware propagation in rechargeable WUSN and WASN: From knowledge-driven to data-driven

Dynamics and intermittent stochastic stabilization of a rumor spreading model with guidance mechanism in heterogeneous network

Analysis and Control of Malware Mutation Model in Wireless Rechargeable Sensor Network with Charging Delay

Optimal Control of PC-PLC Virus-Mutation and Multi-Delay Propagation Model in Distribution Network CPS

Hopf bifurcation and optimal control of a delayed malware propagation model on mobile wireless sensor networks

Hopf bifurcation and optimal control of a delayed SLBPS virus-patch model

A Novel Epidemic Model Base on Pulse Charging in Wireless Rechargeable Sensor Networks

Dynamics Analysis of a Wireless Rechargeable Sensor Network for Virus Mutation Spreading

Epidemic Analysis of Wireless Rechargeable Sensor Networks Based on an Attack–Defense Game Model

Autonomous Control Strategy of a Swarm System Under Attack Based on Projected View and Light Transmittance

Dynamical Analysis and Optimal Control for a SEIR Model Based on Virus Mutation in WSNs

Dynamical Behavior Analysis of a Time-Delay SIRS-L Model in Rechargeable Wireless Sensor Networks

Q-Learning-Based Obstacle Avoidance Path Planning with Local Optimal Points

Modelling and Analysis of the Epidemic Model under Pulse Charging in Wireless Rechargeable Sensor Networks

Analysis of Time-Delay Epidemic Model in Rechargeable Wireless Sensor Networks

基于工程教育论证的“计算机控制技术”课程实验的教学改革与实践

Attack-Defense Game between Malicious Programs and Energy-Harvesting Wireless Sensor Networks Based on Epidemic Modeling

A Novel Epidemic Model for Wireless Rechargeable Sensor Network Security

Stochastic Stabilization of Malware Propagation in Wireless Sensor Network via Aperiodically Intermittent White Noise

Differential Games of Rechargeable Wireless Sensor Networks against Malicious Programs Based on SILRD Propagation Model

Intelligent guidance of autonomous mobile robots based on adaptive dynamic programming

基于教研结合的控制类课程群的教学改革与实践

Adaptive-Neural-Network-Based Shape Control for a Swarm of Robots

RSSI室内测距技术的误差控制研究

基于RSSI测距的WSN定位网络监测系统设计

《无线传感器网络技术》教学方法的改革探索

《传感器与自动检测技术》的项目驱动法研究

基于博弈的能量获取传感器网络分布式估计算法

基于无线传感器网络的鲁棒分布式估计

无线传感器网络中的分布式估计

带宽受限的CAN总线对数量化调度策略

多回路网络控制系统中调度与控制的协同设计方法

研究方向