Evidential reasoning rule with dynamic reliability for performance assessment of wireless sensor network

IF 4.2 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS ICT Express Pub Date : 2025-02-01 Epub Date: 2024-08-22 DOI:10.1016/j.icte.2024.08.009
Yue Han , Rui-Feng Yu , Jie Wang , Shuai Yan , Shi-Wei Huo , Fu-Quan Li
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Abstract

The performance of wireless sensor network (WSN) continues to change over time, and it is required to track the WSN performance accurately. In this paper, a new assessment model known as the evidential reasoning rule with dynamic reliability (ERr-DR) is proposed. In the ERr-DR, the evidence reliability evolves from the traditional static value to a dynamic value, which can reveal the impact of external noise on network performance reasonably. As an effective extension of traditional ER rule, the ERr-DR has excellent modeling ability. Furthermore, by analyzing the physical meanings of model parameters in detail, an optimization objective with targeted constraints is established. Compared with the existing optimization strategies, this not only improves the output accuracy of ERr-DR, but also maintains the interpretability of assessment results. Finally, A case study of a simulated WSN scenario validates the effectiveness of the proposed model.
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基于动态可靠度的无线传感器网络性能评估证据推理规则
无线传感器网络(WSN)的性能随时间不断变化,需要准确地跟踪其性能。本文提出了一种新的评估模型——动态可靠度证据推理规则(r- dr)。在r- dr中,证据可靠性从传统的静态值演变为动态值,可以合理地揭示外部噪声对网络性能的影响。作为传统ER规则的有效扩展,ERr-DR具有良好的建模能力。进一步,通过详细分析模型参数的物理意义,建立了具有目标约束的优化目标。与现有优化策略相比,既提高了ERr-DR的输出精度,又保持了评价结果的可解释性。最后,通过一个模拟WSN场景的案例研究验证了所提模型的有效性。
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来源期刊
ICT Express
ICT Express Multiple-
CiteScore
10.20
自引率
1.90%
发文量
167
审稿时长
35 weeks
期刊介绍: The ICT Express journal published by the Korean Institute of Communications and Information Sciences (KICS) is an international, peer-reviewed research publication covering all aspects of information and communication technology. The journal aims to publish research that helps advance the theoretical and practical understanding of ICT convergence, platform technologies, communication networks, and device technologies. The technology advancement in information and communication technology (ICT) sector enables portable devices to be always connected while supporting high data rate, resulting in the recent popularity of smartphones that have a considerable impact in economic and social development.
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