张德宇｜中南大学｜学者主页

2026

An evolutionary algorithm with neighborhood structure incorporating reinforcement learning for dual resource constrained flexible job shop scheduling problem with worker transportation fatigue

Guohui Zhang, Deyu Zhang, Zhixiao Li, Nana Yu, Wenqiang Zhang

Expert Systems With Applications，Vol. 301

DOI

2026

SRDrone: LLM-Driven Self-Refinement for Embodied Drone Task Planning

Deyu Zhang, Xicheng Zhang, Jinrui Zhang, Jiahao Li, Tingting Long, Xunhua Dai, Yong-Jian Fu, Ju Ren, Yao-Xue Zhang

IEEE Transactions on Mobile Computing

DOI

2026

An Incentive Mechanism Based on Diminishing Sensitivity and Primacy Effect in Spatial Crowdsensing

Jiaqi Liu, Runze Peng, Yingchao Li, Deyu Zhang, Deng Li

IEEE Internet of Things Journal

DOI

2026

StereoMulti3DPose: Multiperson 3-D Pose Estimation via Lightweight Asymmetric Stereo Learning on the Edge

Deyu Zhang, Kangqi Wei, Huan Yang, Yin Tang, Fan Wu

IEEE Internet of Things Journal

DOI

2026

MultiCounter+: Toward Efficient and Robust Multi-Instance Repetitive Action Counting

Yin Tang, Deyu Zhang, Wei Luo, Jinrui Zhang, Wei Huang, Ruihai Jing, Yaoxue Zhang

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2026

Towards On-Device NPU-Friendly Neural Network Operator Optimization

Wei Ye, Jinrui Zhang, Deyu Zhang, Huan Yang, Yin Tang

Communications in computer and information science

DOI

2026

AIGC in Mobile Edge Networks: A Survey

Tingting Long, Deyu Zhang

Communications in computer and information science

DOI

2025

端智能推理加速技术综述

章晋睿，龙婷婷，张德宇，许愿，任炬，张尧学

《电子学报》

2025

EdgeOAR: Real-Time Online Action Recognition on Edge Devices

Wei Luo, Deyu Zhang, Yin Tang, Fan Wu, Yaoxue Zhang

IEEE Transactions on Mobile Computing

DOI

2025

Scaling Up On-Device LLMs via Active-Weight Swapping Between DRAM and Flash

Fucheng Jia, Zewen Wu, Shiqi Jiang, Huiqiang Jiang, Qian-Xi Zhang, Yu-Qing Yang, Yunxin Liu, Ju Ren, Deyu Zhang, Ting Cao

arXiv.org

DOI

2025

FocusX: All-in-Focus Image Synthesis for Dynamic Scenes on Mobile Devices

Jinrui Zhang, Peng-Kai Li, Feng-Zu Li, Deyu Zhang, Wei Gao, Sheng Yue, Yao-Xue Zhang, Ju Ren

ACM/IEEE International Conference on Mobile Computing and Networking

DOI

2025

Beta Distribution-Based Adaptive Trust Management Scheme in UAV-Assisted IoTs

Deyu Zhang, Qichao Xu

2025 IEEE Cyber Science and Technology Congress (CyberSciTech)

DOI

2025

Distributed Detection of Faults and Cyber-attacks of Multi-Agent Systems

Deyu Zhang

2025

Heterogeneous Parallel Acceleration for Edge Intelligence Systems: Challenges and Solutions

Jinrui Zhang, Congying Zhou, Huan Yang, Deyu Zhang, Ju Ren, Yao-Xue Zhang

IEEE Consumer Electronics Magazine

DOI

2025

UniCount: Mining Large-Scale Video Data for Universal Repetitive Action Counting

Yin Tang, Deyu Zhang, Wei Luo, Fan Wu, Feng Lyu, Ruixiang Hang, Lei Zhang, Yaoxue Zhang

Big Data Mining and Analytics

DOI

2024

Construction of a Digital Twin System and Dynamic Scheduling Simulation Analysis of a Flexible Assembly Workshops with Island Layout

Junli Liu, Deyu Zhang, Zhongpeng Liu, Tianyu Guo, Yanyan Yan

Sustainability，Vol. 16, No. 20

DOI

2024

MobiFuse: A High-Precision On-Device Depth Perception System With Multi-Data Fusion

Jinrui Zhang, Deyu Zhang, Tingting Long, Wenxin Chen, Ju Ren, Yunxin Liu, Yudong Zhao, Yao-Xue Zhang, Youngki Lee

IEEE Transactions on Mobile Computing

DOI

2024

A First Look At Efficient And Secure On-Device LLM Inference Against KV Leakage

Huan Yang, Deyu Zhang, Yudong Zhao, Yuan-Chun Li, Yunxin Liu

International Workshop on Mobility in the Evolving Internet Architecture

DOI

2024

MBSeg: Real-Time Contour-Based Method Instance Segmentation for Egocentric Vision

Wei Luo, Deyu Zhang, Jinrui Zhang, Bangwen He, Wang Sun, Huan Yang, Ju Ren

IEEE Internet of Things Journal

DOI

2024

FL-Joint: joint aligning features and labels in federated learning for data heterogeneity

Wenxin Chen, Jinrui Zhang, Deyu Zhang

Complex & Intelligent Systems

DOI

2024

BatOpt: Optimizing GPU-Based Deep Learning Inference Using Dynamic Batch Processing

Deyu Zhang, Yunzhen Luo, Yaobo Wang, Xiaoyan Kui, Ju Ren

IEEE Transactions on Cloud Computing

DOI

2024

Mean-Field Game Theory Based Altitude Control Strategy for Massive UAV Relay-assisted Mobile Edge Computing

Weijun Cai, Deyu Zhang, Zhuoer Chen, Wei Luo, Yin Tang

IEEE Wireless Communications and Networking Conference

DOI

2024

A Joint Resource Allocation and Task Offloading Algorithm in Satellite Edge Computing

Zhuoer Chen, Deyu Zhang, Weijun Cai, Wei Luo, Yin Tang

Lecture notes in computer science

DOI

2023

Empowering In-Browser Deep Learning Inference on Edge Through Just-In-Time Kernel Optimization

Fucheng Jia, Shiqi Jiang, Ting Cao, Wei Cui, Tianrui Xia, Xu Cao, Yuan-Chun Li, Qipeng Wang, Deyu Zhang, Ju Ren, Yunxin Liu, Li-Li Qiu, Mao Yang

ACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services

DOI

2023

Adaptive device sampling and deadline determination for cloud-based heterogeneous federated learning

Deyu Zhang, Wang Sun, Zichuan Zheng, Wenxin Chen, Shiwen He

Journal of Cloud Computing

DOI

2023

HiMoDepth: Efficient Training-Free High-Resolution On-Device Depth Perception

Jinrui Zhang, Huan Yang, Ju Ren, Deyu Zhang, Bangwen He, Youngki Lee, Ting Cao, Yuanchun Li, Yaoxue Zhang, Yunxin Liu

IEEE Transactions on Mobile Computing

DOI

2022

Efficient Federated Meta-Learning Over Multi-Access Wireless Networks

Sheng Yue, Ju Ren, Jiang Xin, Deyu Zhang, Yaoxue Zhang, Weihua Zhuang

IEEE Journal on Selected Areas in Communications

DOI

2022

A Blockchain-Based Model Migration Approach for Secure and Sustainable Federated Learning in IoT Systems

Cheng Zhang, Yang Xu, Haroon Elahi, Deyu Zhang, Yunlin Tan, Junxian Chen, Yaoxue Zhang

IEEE Internet of Things Journal

DOI

2022

MVPose: Realtime Multi-Person Pose Estimation Using Motion Vector on Mobile Devices

Jinrui Zhang, Deyu Zhang, Huan Yang, Yunxin Liu, Ju Ren, Xiaohui Xu, Fucheng Jia, Yaoxue Zhang

IEEE Transactions on Mobile Computing

DOI

2022

Hyperion

Ziyan Fu, Ju Ren, Yunxin Liu, Ting Cao, Deyu Zhang, Yuezhi Zhou, Yaoxue Zhang

ACM Conference on Embedded Networked Sensor Systems (SenSys)

DOI

2022

MobiDepth

Jinrui Zhang, Huan Yang, Ju Ren, Deyu Zhang, Bangwen He, Ting Cao, Yuanchun Li, Yaoxue Zhang, Yunxin Liu

Proceedings of the 28th Annual International Conference on Mobile Computing And Networking

DOI

2022

CoDL

Fucheng Jia, Deyu Zhang, Ting Cao, Shiqi Jiang, Yunxin Liu, Ju Ren, Yaoxue Zhang

International Conference on Mobile Systems, Applications, and Services

DOI

2022

Kalmia: A Heterogeneous QoS-aware Scheduling Framework for DNN Tasks on Edge Servers

Ziyan Fu, Ju Ren, Deyu Zhang, Yuezhi Zhou, Yaoxue Zhang

DOI

2021

Deep action: A mobile action recognition framework using edge offloading

Deyu Zhang, Heguo Zhang, Sijing Duan, Yunzhen Luo, Fucheng Jia, Feng Liu

Peer-to-Peer Networking and Applications

DOI

2021

Optimizing Federated Learning on Device Heterogeneity with A Sampling Strategy

Xiaohui Xu, Sijing Duan, Jinrui Zhang, Yunzhen Luo, Deyu Zhang

IEEE/ACM International Symposium on Quality of Service (IWQoS)

DOI

2020

MobiPose

Jinrui Zhang, Deyu Zhang, Xiaohui Xu, Fucheng Jia, Yunxin Liu, Xuanzhe Liu, Ju Ren, Yaoxue Zhang

DOI

2020

Transparent Computing: Development and Current Status

Yaoxue Zhang, Sijing Duan, Deyu Zhang, Ju Ren

Chinese Journal of Electronics

DOI

2019

JointRec: A Deep-Learning-Based Joint Cloud Video Recommendation Framework for Mobile IoT

Sijing Duan, Deyu Zhang, Yanbo Wang, Lingxiang Li, Yaoxue Zhang

IEEE Internet of Things Journal

DOI

2019

Near-Optimal and Truthful Online Auction for Computation Offloading in Green Edge-Computing Systems

Deyu Zhang, Long Tan, Ju Ren, Mohamad Khattar Awad, Shan Zhang, Yaoxue Zhang, Peng‐Jun Wan

IEEE Transactions on Mobile Computing

DOI

2019

Efficient and Privacy-preserving Fog-assisted Health Data Sharing Scheme

Wenjuan Tang, Ju Ren, Kuan Zhang, Deyu Zhang, Yaoxue Zhang, Xuemin Shen

ACM Transactions on Intelligent Systems and Technology

DOI

2019

A Survey on End-Edge-Cloud Orchestrated Network Computing Paradigms

Ju Ren, Deyu Zhang, Shiwen He, Yaoxue Zhang, Tao Li

ACM Computing Surveys

DOI

2019

Fog-Enabled Smart Health: Toward Cooperative and Secure Healthcare Service Provision

Wenjuan Tang, Kuan Zhang, Deyu Zhang, Ju Ren, Yaoxue Zhang, Xuemin Shen

IEEE Communications Magazine

DOI

2019

Distributed and Efficient Object Detection via Interactions Among Devices, Edge, and Cloud

Yundi Guo, Beiji Zou, Ju Ren, Qingqing Liu, Deyu Zhang, Yaoxue Zhang

IEEE Transactions on Multimedia

DOI

2018

BOAT: A Block-Streaming App Execution Scheme for Lightweight IoT Devices

Xuhong Peng, Ju Ren, Liang She, Deyu Zhang, Jie Li, Yaoxue Zhang

IEEE Internet of Things Journal

DOI

2018

Stochastic Resource Management for Mobile Edge Computing in 5G Networks

Ying Qiao, Deyu Zhang, Ju Ren, Yaoxue Zhang

IEEE International Conference on Communication Systems (ICCS)

DOI

2018

Learning-aided Proactive Block Provisioning in Block-stream as a Service for Lightweight devices

Ruyin Shen, Ju Ren, Deyu Zhang, Yaoxue Zhang

IEEE International Conference on Communication Systems (ICCS)

DOI

2018

Workload scheduling toward worst‐case delay and optimal utility for single‐hop Fog‐IoT architecture

Yiqin Deng, Zhigang Chen, Deyu Zhang, Ming Zhao

IET Communications

DOI

2018

Distilling at the Edge: A Local Differential Privacy Obfuscation Framework for IoT Data Analytics

Chugui Xu, Ju Ren, Deyu Zhang, Yaoxue Zhang

IEEE Communications Magazine

DOI

2018

Distributed and Efficient Object Detection in Edge Computing: Challenges and Solutions

Ju Ren, Yundi Guo, Deyu Zhang, Qingqing Liu, Yaoxue Zhang

IEEE Network

DOI

2018

Delay-Optimal Proactive Service Framework for Block-Stream as a Service

Deyu Zhang, Ruyin Shen, Ju Ren, Yaoxue Zhang

IEEE Wireless Communications Letters

DOI

2017

A scalable and manageable IoT architecture based on transparent computing

Hui Guo, Ju Ren, Deyu Zhang, Yaoxue Zhang, Junying Hu

Journal of Parallel and Distributed Computing

DOI

2017

DFP: A Data Fragment Protection Scheme for mHealth in Wireless Network

Lin Zhang, Zhigang Chen, Deyu Zhang

Communications in computer and information science

DOI

2016

WhiteFi Infostation: Engineering Vehicular Media Streaming With Geolocation Database

Haibo Zhou, Nan Cheng, Ning Lu, Lin Gui, Deyu Zhang, Quan Gang Yu, Fan Bai, Xuemin Shen

IEEE Journal on Selected Areas in Communications

DOI

精选作品

期刊论文

An evolutionary algorithm with neighborhood structure incorporating reinforcement learning for dual resource constrained flexible job shop scheduling problem with worker transportation fatigue

SRDrone: LLM-Driven Self-Refinement for Embodied Drone Task Planning

An Incentive Mechanism Based on Diminishing Sensitivity and Primacy Effect in Spatial Crowdsensing

StereoMulti3DPose: Multiperson 3-D Pose Estimation via Lightweight Asymmetric Stereo Learning on the Edge

MultiCounter+: Toward Efficient and Robust Multi-Instance Repetitive Action Counting

Towards On-Device NPU-Friendly Neural Network Operator Optimization

AIGC in Mobile Edge Networks: A Survey

端智能推理加速技术综述

EdgeOAR: Real-Time Online Action Recognition on Edge Devices

Scaling Up On-Device LLMs via Active-Weight Swapping Between DRAM and Flash

FocusX: All-in-Focus Image Synthesis for Dynamic Scenes on Mobile Devices

Beta Distribution-Based Adaptive Trust Management Scheme in UAV-Assisted IoTs

Distributed Detection of Faults and Cyber-attacks of Multi-Agent Systems

Heterogeneous Parallel Acceleration for Edge Intelligence Systems: Challenges and Solutions

UniCount: Mining Large-Scale Video Data for Universal Repetitive Action Counting

Construction of a Digital Twin System and Dynamic Scheduling Simulation Analysis of a Flexible Assembly Workshops with Island Layout

MobiFuse: A High-Precision On-Device Depth Perception System With Multi-Data Fusion

A First Look At Efficient And Secure On-Device LLM Inference Against KV Leakage

MBSeg: Real-Time Contour-Based Method Instance Segmentation for Egocentric Vision

FL-Joint: joint aligning features and labels in federated learning for data heterogeneity

BatOpt: Optimizing GPU-Based Deep Learning Inference Using Dynamic Batch Processing

Mean-Field Game Theory Based Altitude Control Strategy for Massive UAV Relay-assisted Mobile Edge Computing

A Joint Resource Allocation and Task Offloading Algorithm in Satellite Edge Computing

Empowering In-Browser Deep Learning Inference on Edge Through Just-In-Time Kernel Optimization

Adaptive device sampling and deadline determination for cloud-based heterogeneous federated learning

HiMoDepth: Efficient Training-Free High-Resolution On-Device Depth Perception

Efficient Federated Meta-Learning Over Multi-Access Wireless Networks

A Blockchain-Based Model Migration Approach for Secure and Sustainable Federated Learning in IoT Systems

MVPose: Realtime Multi-Person Pose Estimation Using Motion Vector on Mobile Devices

Hyperion

MobiDepth

CoDL

Kalmia: A Heterogeneous QoS-aware Scheduling Framework for DNN Tasks on Edge Servers

Deep action: A mobile action recognition framework using edge offloading

Optimizing Federated Learning on Device Heterogeneity with A Sampling Strategy

MobiPose

Transparent Computing: Development and Current Status

JointRec: A Deep-Learning-Based Joint Cloud Video Recommendation Framework for Mobile IoT

Near-Optimal and Truthful Online Auction for Computation Offloading in Green Edge-Computing Systems

Efficient and Privacy-preserving Fog-assisted Health Data Sharing Scheme

A Survey on End-Edge-Cloud Orchestrated Network Computing Paradigms

Fog-Enabled Smart Health: Toward Cooperative and Secure Healthcare Service Provision

Distributed and Efficient Object Detection via Interactions Among Devices, Edge, and Cloud

BOAT: A Block-Streaming App Execution Scheme for Lightweight IoT Devices

Stochastic Resource Management for Mobile Edge Computing in 5G Networks

Learning-aided Proactive Block Provisioning in Block-stream as a Service for Lightweight devices

Workload scheduling toward worst‐case delay and optimal utility for single‐hop Fog‐IoT architecture

Distilling at the Edge: A Local Differential Privacy Obfuscation Framework for IoT Data Analytics

Distributed and Efficient Object Detection in Edge Computing: Challenges and Solutions

Delay-Optimal Proactive Service Framework for Block-Stream as a Service

A scalable and manageable IoT architecture based on transparent computing

DFP: A Data Fragment Protection Scheme for mHealth in Wireless Network

WhiteFi Infostation: Engineering Vehicular Media Streaming With Geolocation Database

预印本

KVShare: An LLM Service System with Efficient and Effective Multi-Tenant KV Cache Reuse

研究方向