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Price-aware resource management for multi-modal DNN inference in collaborative heterogeneous edge environments
期刊论文
Journal of Parallel and Distributed Computing,2025, 卷号: 201
作者:
Huang, Fengyi
;
Wang, Wenhua
;
Guo, Jianxiong
;
Fan, Wentao
;
Xu, Yang
收藏
  |  
浏览/下载:28/0
  |  
提交时间:2025/07/15
Deep reinforcement learning
Economic payment models
Heterogeneous resource management
Multi-model collaborative edge computing
DRMQ: Dynamic Resource Management for Enhanced QoS in Collaborative Edge-Edge Industrial Environments
期刊论文
IEEE Transactions on Services Computing,2025, 卷号: 18, 期号: 2, 页码: 743-757
作者:
Huang, Fengyi
;
Wang, Wenhua
;
Liu, Qin
;
Fan, Wentao
;
Guo, Jianxiong
收藏
  |  
浏览/下载:16/0
  |  
提交时间:2025/07/15
double deep Q network
Mobile edge computing
quality of service
resource management
Enhancing Collaborative Inference on Heterogeneous Edge Devices via Adaptive Ensemble Knowledge Distillation
期刊论文
IEEE Journal on Selected Areas in Communications,2025
作者:
Wu, Shangrui
;
Li, Yupeng
;
Wang, Wenhua
;
Guo, Jianxiong
;
Fan, Wentao
收藏
  |  
浏览/下载:11/0
  |  
提交时间:2025/07/15
Deep Neural Networks
Edge Computing
Ensemble Learning
Industrial Internet of Things
ORL-EPM: A Profit-Aware and Load-Driven Heterogeneous Resource Management Scheme with Collaborative Edge Computing
会议论文
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Macau, October 29-31, 2024
作者:
Huang, Fengyi
;
Zhang, Yutao
;
Wang, Wenhua
;
Guo, Jianxiong
;
Xu, Yang
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2025/07/15
Decentralized collaborative heterogeneous edge computing
Economic payment models
Heterogeneous resource management
Reinforcement learning
DNN acceleration in vehicle edge computing with mobility-awareness: A synergistic vehicle–edge and edge–edge framework
期刊论文
Computer Networks,2024, 卷号: 251
作者:
Zheng, Yuxin
;
Cui, Lin
;
Tso, Fung Po
;
Li, Zhetao
;
Jia, Weijia
收藏
  |  
浏览/下载:27/0
  |  
提交时间:2024/09/04
Deep neural networks
Task partitioning
Vehicular edge computing
Multi-User Layer-Aware Online Container Migration in Edge-Assisted Vehicular Networks
期刊论文
IEEE/ACM Transactions on Networking,2024, 卷号: 32, 期号: 2, 页码: 1807-1822
作者:
Tang, Zhiqing
;
Mou, Fangyi
;
Lou, Jiong
;
Jia, Weijia
;
Wu, Yuan
收藏
  |  
浏览/下载:18/0
  |  
提交时间:2024/05/07
container migration
edge computing
Layer-aware scheduling
vehicular networks
SecEG: A Secure and Efficient Strategy against DDoS Attacks in Mobile Edge Computing
期刊论文
ACM Transactions on Sensor Networks,2024, 卷号: 20, 期号: 3
作者:
Huang, Haiyang
;
Meng, Tianhui
;
Guo, Jianxiong
;
Wei, Xuekai
;
Jia, Weijia
收藏
  |  
浏览/下载:19/0
  |  
提交时间:2024/06/13
container
DDoS attacks
Mobile edge computing
queue networks
scheduling
Startup-Aware Dependent Task Scheduling With Bandwidth Constraints in Edge Computing
期刊论文
IEEE Transactions on Mobile Computing,2024, 卷号: 23, 期号: 2, 页码: 1586-1600
作者:
Lou, Jiong
;
Tang, Zhiqing
;
Jia, Weijia
;
Zhao, Wei
;
Li, Jie
收藏
  |  
浏览/下载:29/1
  |  
提交时间:2024/03/12
Dependent task
edge computing
makespan optimization
startup latency
Cost-Effective Scheduling for Dependent Tasks With Tight Deadline Constraints in Mobile Edge Computing
期刊论文
IEEE Transactions on Mobile Computing,2023, 卷号: 22, 期号: 10, 页码: 5829-5845
作者:
Lou, Jiong
;
Tang, Zhiqing
;
Zhang, Songli
;
Jia, Weijia
;
Zhao, Wei
收藏
  |  
浏览/下载:29/0
  |  
提交时间:2023/11/21
Constrained optimization
dependent task
mobile edge computing
task scheduling
tight deadline
Edge Computing and Sensor-Cloud: Overview, Solutions, and Directions
期刊论文
ACM Computing Surveys,2023, 卷号: 55, 期号: 13s
作者:
Wang, Tian
;
Liang, Yuzhu
;
Shen, Xuewei
;
Zheng, Xi
;
Mahmood, Adnan
收藏
  |  
浏览/下载:25/0
  |  
提交时间:2023/09/21
cloud computing
edge computing
Sensor-cloud
WSNs