基于数据驱动胶囊网络的边缘计算信任评估多属性方法

Chenghan Jia, Kai Lin, Jing Deng
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引用次数: 4

摘要

边缘计算作为传统云计算走向边缘化过程中的计算范式之一,其设计旨在满足边缘设备对实时响应、安全性、隐私性等方面的需求。然而,边缘计算中的资源通常是异构的、动态的,导致设备之间缺乏信任或计算资源完全不可信。因此,新的有效的边缘设备信任评估方法,以提高边缘计算资源的采用率,已成为一个迫切需要解决的问题。在此背景下,本文提出了一种边缘计算信任评估的多属性方法,从动态变化的角度考虑资源请求或服务申请过程中影响信任评估的因素,建立了信任属性的客观表达式,然后利用数据驱动的胶囊网络分析信任属性之间的相关性,给出了信任的客观预测。本文的主要贡献在于设计了一种有效的信任评估方法,既给出了边缘设备的客观可靠性,又协调了各个层面为用户提供可信的应用服务。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Multi-property Method to Evaluate Trust of Edge Computing Based on Data Driven Capsule Network
As one of the computing paradigms in the process of traditional cloud computing turning to marginalization, edge computing is designed to meet the requirements of edge devices such as real-time response, security, privacy and so on. However, resources in edge computing are generally heterogeneous and dynamic, resulting in lack of trust among devices or a completely untrusted computing resources. Thus, novel and effective methods to evaluate the trust of edge devices in order to increasing the adoption of edge computing resources, have become an urgent issue. In this context the paper proposes a multi-property method to evaluate trust of edge computing, we establish an objective expression of trust property by considering which factors affect trust evaluation in resource request or service application process from the perspective of dynamic change, then the data-driven capsule network is utilized to analyze the correlation between trust properties and gives an objective prediction of trustworthy. The main contribution of this paper is the design of an effective trust evaluation method, which gives the objective reliability of edge devices also coordinates all levels to provide users with trustworthy application services.
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