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信任环境下考虑系统公平性的边缘计算卸载策略和资源分配

杨守义 李富康 任瑞敏

通信学报2024,Vol.45Issue(3):142-154,13.
通信学报2024,Vol.45Issue(3):142-154,13.DOI:10.11959/j.issn.1000-436x.2024030

信任环境下考虑系统公平性的边缘计算卸载策略和资源分配

Edge computing offloading policies and resource allocation considering system fairness in trusted environments

杨守义 1李富康 1任瑞敏1

作者信息

  • 1. 郑州大学电气与信息工程学院,河南 郑州 450001
  • 折叠

摘要

Abstract

Considering the fairness problem in edge computing in an unreliable trust environment,the offloading decision and resource allocation problem of edge computing was studied for a multi-user multi-server scenario.Based on the pro-posed real-time trust model,system fairness was defined from the perspective of user satisfaction,a joint optimization model considering trust and fairness was established,and a trust-based task offloading and resource allocation(TOA)al-gorithm was proposed on this basis.The original NP-hard problem was converted into multiple deterministic optimization subproblems,the offloading strategy was determined based on the backtracking algorithm,and the optimization of re-source allocation was accomplished by using the Lagrange multiplier method,the convex optimization toolbox,and the bifurcated iterative search method,so as to achieve system fairness and enhance user satisfaction.Simulation experi-mental results show that the proposed algorithm outperforms other benchmark algorithms.

关键词

边缘计算/信任模型/公平性/资源分配

Key words

edge computing/trust model/fairness/resource allocation

分类

信息技术与安全科学

引用本文复制引用

杨守义,李富康,任瑞敏..信任环境下考虑系统公平性的边缘计算卸载策略和资源分配[J].通信学报,2024,45(3):142-154,13.

基金项目

国家自然科学基金资助项目(No.U1604159) The National Natural Science Foundation of China(No.U1604159) (No.U1604159)

通信学报

OA北大核心CSTPCD

1000-436X

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