A Dynamic Bayesian-Based Comprehensive Trust Evaluation Model for Dispersed Computing Environment

被引:2
|
作者
Hui, Hongwen [1 ,2 ]
Gong, Zhengxia [3 ]
An, Jianwei [1 ,2 ]
Qi, Jianzhong [4 ]
机构
[1] Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Beijing 100083, Peoples R China
[2] Shunde Grad Sch Univ Sci & Technol, Beijing 528399, Guangdong, Peoples R China
[3] China Acad Informat & Commun Technol CAICT, Beijing 100191, Peoples R China
[4] North China Univ Technol, Dept Informat Engn, Beijing 100144, Peoples R China
基金
美国国家科学基金会;
关键词
dispersed computing; trust evaluation model; malicious node; interaction success rate; de-tection rate; SCHEME;
D O I
10.23919/JCC.2023.02.018
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Dispersed computing is a new resource -centric computing paradigm. Due to its high degree of openness and decentralization, it is vulnerable to at-tacks, and security issues have become an important challenge hindering its development. The trust evalu-ation technology is of great significance to the reliable operation and security assurance of dispersed comput-ing networks. In this paper, a dynamic Bayesian-based comprehensive trust evaluation model is proposed for dispersed computing environment. Specifically, in the calculation of direct trust, a logarithmic decay func-tion and a sliding window are introduced to improve the timeliness. In the calculation of indirect trust, a random screening method based on sine function is designed, which excludes malicious nodes provid-ing false reports and multiple malicious nodes collud-ing attacks. Finally, the comprehensive trust value is dynamically updated based on historical interactions, current interactions and momentary changes. Simula-tion experiments are introduced to verify the perfor-mance of the model. Compared with existing model, the proposed trust evaluation model performs better in terms of the detection rate of malicious nodes, the in-teraction success rate, and the computational cost.
引用
收藏
页码:278 / 288
页数:11
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