Reliability analysis for wireless communication networks via dynamic Bayesian network

IF 1.9 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Journal of Systems Engineering and Electronics Pub Date : 2023-10-01 DOI:10.23919/JSEE.2023.000130
Yang Shunqi;Zeng Ying;Li Xiang;Li Yanfeng;Huang Hongzhong
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Abstract

The dynamic wireless communication network is a complex network that needs to consider various influence factors including communication devices, radio propagation, network topology, and dynamic behaviors. Existing works focus on suggesting simplified reliability analysis methods for these dynamic networks. As one of the most popular modeling methodologies, the dynamic Bayesian network (DBN) is proposed. However, it is insufficient for the wireless communication network which contains temporal and non-temporal events. To this end, we present a modeling methodology for a generalized continuous time Bayesian network (CTBN) with a 2-state conditional probability table (CPT). Moreover, a comprehensive reliability analysis method for communication devices and radio propagation is suggested. The proposed methodology is verified by a reliability analysis of a real wireless communication network.
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基于动态贝叶斯网络的无线通信网络可靠性分析
动态无线通信网络是一个复杂的网络,需要考虑各种影响因素,包括通信设备、无线电传播、网络拓扑和动态行为。现有工作的重点是为这些动态网络提出简化的可靠性分析方法。作为最流行的建模方法之一,提出了动态贝叶斯网络(DBN)。然而,对于包含时间和非时间事件的无线通信网络来说,这是不够的。为此,我们提出了一种具有两状态条件概率表(CPT)的广义连续时间贝叶斯网络(CTBN)的建模方法。此外,还提出了一种针对通信设备和无线电传播的综合可靠性分析方法。通过对实际无线通信网络的可靠性分析,验证了所提出的方法。
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来源期刊
Journal of Systems Engineering and Electronics
Journal of Systems Engineering and Electronics 工程技术-工程:电子与电气
CiteScore
4.10
自引率
14.30%
发文量
131
审稿时长
7.5 months
期刊介绍: Information not localized
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