arrow
返回

Heterogeneous resource allocation with latency guarantee for computing power network

delete2025-03-31
delete0
delete
OA
AI
A
Ailing Zhong
D
Dapeng Wu *
B
Boran Yang
R
Ruyan Wang
DOI:10.1016/j.dcan.2025.03.011delete
delete原文链接
delete分享
delete收藏
查看原文
摘要

摘要

En 中文
Computing Power Network (CPN) is a new paradigm that integrates communication, computing, and storage resources to provide services for tasks. However, tasks composed of non-independent subtasks have a preference for the resources required at each stage, which increases the difficulty of heterogeneous resource allocation and reduces the latency performance of CPN services. Motivated by this, this paper jointly optimizes the full-service cycle of tasks, including transmission, task partitioning, and offloading. First, the transmission bandwidth is dynamically configured based on delay sensitivity of tasks. Second, with the real-time information from edge resource clusters and state resource clusters in the network, the optimal partitioning for a computation task is derived. Third, personalized resource allocation schemes are customized for computation and storage tasks respectively. Finally, the impact of resource parameter configuration on the latency violation probability of CPN is revealed. Moreover, compared with the benchmark schemes, our proposed scheme reduces the network latency violation probability by up to 1.17 × in the same network setting.
Keyword:
Latency violation probability
Subtask dependencies
Resource allocation
Computing power network
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Digital Communications and Networks 封面图
Digital Communications and Networks
IF:
7.5
论文数:
419
被引数:
3.5K

机构

C
Chongqing University of Technology
学者数:
5.8K
论文数: 3.5K
被引数: 3
C
Chongqing University of Posts and Telecommunications
学者数:
2.5K
论文数: 980
被引数: 3.8K
引用论文

引用论文

QoS Aware Virtual Network Embedding in Space-Air-Ground-Ocean Integrated Network
err2024-07-01
err1
PREAI
errZhang, Yi; Zhang, Peiying; Jiang, Chunxiao; Wang, Shangguang; Zhang, Hongxia; Rong, Chunming
err分享
err收藏
Virtual-Reality Interpromotion Technology for Metaverse: A Survey
err2023-09-15
err51
PREAI
errWu, Dapeng; Yang, Zhigang; Zhang, Puning; Wang, Ruyan; Yang, Boran; Ma, Xinqiang
err分享
err收藏
Computing power network: The architecture of convergence of computing and networking towards 6G requirement
err2021-02-01
err0
PREAI
errXiongyan Tang; Chang Cao; Youxiang Wang; Shuai Zhang; Ying Liu; Mingxuan Li; Tao He
err分享
err收藏
Net-in-AI: A Computing-Power Networking Framework with Adaptability, Flexibility, and Profitability for Ubiquitous AI
err2021-01-01
err30
errOAAI
errWang, Xiaofei; Ren, Xiaoxu; Qiu, Chao; Cao, Yifan; Taleb, Tarik; Leung, Victor C. M.
err分享
err收藏
学者 查看更多内容