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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:59/0
  |  
提交时间:2025/07/15
Deep reinforcement learning
Economic payment models
Heterogeneous resource management
Multi-model collaborative edge computing
Empowering Edge Intelligence: A Comprehensive Survey on On-Device AI Models
期刊论文
ACM Computing Surveys,2025, 卷号: 57, 期号: 9
作者:
Wang,Xubin
;
Tang,Zhiqing
;
Guo,Jianxiong
;
Meng,Tianhui
;
Wang,Chenhao
收藏
  |  
浏览/下载:24/0
  |  
提交时间:2025/08/20
data privacy
edge intelligence
model optimization
On-device AI
real-time processing
survey
Two-Stage Deep Energy Optimization in IRS-Assisted UAV-Based Edge Computing Systems
期刊论文
IEEE Transactions on Mobile Computing,2025, 卷号: 24, 期号: 1, 页码: 449-465
作者:
Wu,Jianqiu
;
Yu,Zhongyi
;
Guo,Jianxiong
;
Tang,Zhiqing
;
Wang,Tian
收藏
  |  
浏览/下载:20/0
  |  
提交时间:2025/08/20
deep learning
intelligent reflective surface
Mobile edge computing
terahertz communications
unmanned aerial vehicles
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:26/0
  |  
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:31/0
  |  
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:30/0
  |  
提交时间:2025/07/15
Decentralized collaborative heterogeneous edge computing
Economic payment models
Heterogeneous resource management
Reinforcement learning
LR2Scheduler: layer-aware, resource-balanced, and request-adaptive container scheduling for edge computing
期刊论文
CCF Transactions on Pervasive Computing and Interaction,2025
作者:
Peng,Wentao
;
Tang,Zhiqing
;
Guo,Jianxiong
;
Lou,Jiong
;
Wang,Tian
收藏
  |  
浏览/下载:11/0
  |  
提交时间:2025/08/20
Container scheduler
Dynamic weight
Edge computing
Layer-aware scheduling
User requirements
Enhancing QoE in Collaborative Edge Systems with Feedback Diffusion Generative Scheduling
期刊论文
IEEE Transactions on Mobile Computing,2025
作者:
Xu,Changfu
;
Guo,Jianxiong
;
Liang,Yuzhu
;
Zou,Haodong
;
Zeng,Jiandian
收藏
  |  
浏览/下载:18/0
  |  
提交时间:2025/08/20
Deep reinforcement learning
Edge computing
Feedback diffusion
Generative task scheduling
QoE-Aware Latency Optimization in Semantic Transmission Empowered Edge Assisted AR
期刊论文
IEEE Transactions on Vehicular Technology,2025
作者:
Li,Yang
;
Wu,Yuan
;
Xing,Huanlai
;
Feng,Li
;
Wang,Tian
收藏
  |  
浏览/下载:11/0
  |  
提交时间:2025/08/20
and QoE-aware Latency Minimization
Bandwidth Allocation
Edge Assisted AR
Semantic Communication
Online Dependent Task Offloading by Application Partitioning in Edge Intelligence for Internet of Vehicles
期刊论文
IEEE Internet of Things Journal,2025, 卷号: 12, 期号: 5, 页码: 4860-4871
作者:
Wang,Wenhua
;
Zhang,Yilin
;
Zhang,Yutao
;
Liu,Qin
;
Wang,Tian
收藏
  |  
浏览/下载:12/0
  |  
提交时间:2025/08/20
Application partitioning
deep reinforcement learning (DRL)
edge intelligence
task offloading