Hybrid ELECTRE and bipolar fuzzy PROMOTHEE‐based packet dropping malicious node mitigation technique for improving QoS in WSNs

IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC International Journal of Communication Systems Pub Date : 2024-08-30 DOI:10.1002/dac.5974
S. Madhavi, R. Praveen, S. Jagatheswari, K. Nivitha
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Abstract

SummaryIn wireless sensor networks (WSNs), trusted routing path needs to be determined for guaranteeing reliable data dissemination with maximized Quality of Service (QoS). But the sensor nodes may not exhibit a cooperative behavior for the objective of conserving energy and remaining active in the network. Trust management techniques are essential for alleviating the problem of packet dropping attacks of sensor nodes that intentionally deteriorates the performance of the network. In this paper, Hybrid ELECTRE and bipolar fuzzy PROMOTHEE‐based trust management (HEBFPTM) scheme is proposed for addressing the impact of packet dropping attacks that targets on improving QoS in WSNs. This is proposed as a multi‐criteria decision analysis solution for obtaining feasible number of parameters that could be derived from the sensor nodes of the network to determine its cooperation degree in the network. This HEBFPTM is proposed with the objective of integrating the ordinal evaluation of mobile nodes into a cardinal procedure using the method of PROMETHEE to attain quantitative and qualitative analysis that aides in identifying the weights of each criterion considered for cooperation determination using pairwise comparison. It adopted three preference models using partial, complete, and outranking through intervals. It handled the problem of uncertainty using the merits of bipolar fuzzy that helped in attaining the weight of the criteria and preference functions used for ranking the sensor nodes in the routing path. The experiments of the proposed HEBFPTM achieved using ns‐2 simulator confirmed its efficacy in improving the attack detection rate by 21.38%, reduced false positive rate by 15.42%, maximized packet delivery rate of 18.94%, and reduced energy utilization of 19.84% better than the benchmarked approaches used for investigation.
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基于 ELECTRE 和双极模糊 PROMOTHEE 的混合数据包丢弃恶意节点缓解技术,用于改善 WSN 中的 QoS
摘要 在无线传感器网络(WSN)中,需要确定可信的路由路径,以保证可靠的数据传输和最高的服务质量(QoS)。但传感器节点可能不会为了节省能量和保持网络活跃而表现出合作行为。信任管理技术对于缓解传感器节点故意降低网络性能的丢包攻击问题至关重要。本文提出了基于 ELECTRE 和双极模糊 PROMOTHEE 的混合信任管理(HEBFPTM)方案,以解决丢包攻击的影响,从而提高 WSN 的服务质量。该方案是作为一种多标准决策分析方案提出的,用于获取可行的参数数量,这些参数可从网络传感器节点中得出,以确定其在网络中的合作程度。提出 HEBFPTM 的目的是利用 PROMETHEE 方法,将移动节点的顺序评估整合到卡片式程序中,以实现定量和定性分析,从而通过成对比较确定合作确定所考虑的各标准的权重。它采用了部分、完全和通过区间排序的三种偏好模型。它利用双极模糊的优点处理了不确定性问题,有助于确定标准权重和偏好函数,用于对路由路径中的传感器节点进行排序。使用 ns-2 模拟器对所提出的 HEBFPTM 进行的实验证实,与用于调查的基准方法相比,它能有效提高 21.38% 的攻击检测率,降低 15.42% 的误报率,最大化 18.94% 的数据包交付率,降低 19.84% 的能量利用率。
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来源期刊
CiteScore
5.90
自引率
9.50%
发文量
323
审稿时长
7.9 months
期刊介绍: The International Journal of Communication Systems provides a forum for R&D, open to researchers from all types of institutions and organisations worldwide, aimed at the increasingly important area of communication technology. The Journal''s emphasis is particularly on the issues impacting behaviour at the system, service and management levels. Published twelve times a year, it provides coverage of advances that have a significant potential to impact the immense technical and commercial opportunities in the communications sector. The International Journal of Communication Systems strives to select a balance of contributions that promotes technical innovation allied to practical relevance across the range of system types and issues. The Journal addresses both public communication systems (Telecommunication, mobile, Internet, and Cable TV) and private systems (Intranets, enterprise networks, LANs, MANs, WANs). The following key areas and issues are regularly covered: -Transmission/Switching/Distribution technologies (ATM, SDH, TCP/IP, routers, DSL, cable modems, VoD, VoIP, WDM, etc.) -System control, network/service management -Network and Internet protocols and standards -Client-server, distributed and Web-based communication systems -Broadband and multimedia systems and applications, with a focus on increased service variety and interactivity -Trials of advanced systems and services; their implementation and evaluation -Novel concepts and improvements in technique; their theoretical basis and performance analysis using measurement/testing, modelling and simulation -Performance evaluation issues and methods.
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