基于区块链完整性检查的智能农业中基于物联网的 WSN 结构的优化安全集群路由协议

IF 3.3 4区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Peer-To-Peer Networking and Applications Pub Date : 2024-06-22 DOI:10.1007/s12083-024-01748-1
Ashutosh Kumar Rao, Kapil Kumar Nagwanshi, Manoj Kumar Shukla
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引用次数: 0

摘要

在基于物联网(IoT)的无线传感器网络(WSN)用于智能农业的背景下,确保高效的资源利用、延长网络寿命和稳健的安全机制至关重要。本文通过引入一种基于区块链的优化安全集群路由协议来应对这些挑战。该算法首先进行节点 ID 分配,然后使用分布式模糊认知图 (DFCM) 根据能量、与基站 (BS) 的距离和邻居数量选择簇头 (CH)。DFCM 的目标是均衡分配 CH,优化能源使用。采用基于蚯蚓的猎鹿优化算法(EW-DHOA)和区块链的安全路由协议可确保可靠的数据传输。通过与现有技术(包括 GA-PSO、CI-ROA、ACI-GSO 和 P-WWO)进行广泛的比较分析,我们的方法在关键参数上始终优于现有技术。在节点密度不同的情况下,所提出的方法大大提高了网络寿命,比 GA-PSO 提高了 60%,并保持了 3200 轮的出色平均值。能耗显著降低,在节点密度为 100 个时,比 GA-PSO 提高了 33.3%。数据包传送率达到 98%,比性能最好的现有技术 P-WWO 提高了 4%。在节点密度为 500 的情况下,吞吐量显著提高了 33.3%,达到 0.8 Mbps。值得注意的是,我们的方法在保留活跃节点方面表现出色,在第 3500 轮时,网络寿命比竞争技术多出 66.7%。所提出的方法检测率更高,从 75% 到 90%,收敛速度也显著提高。因此,我们的基于区块链完整性检查的优化安全集群路由协议为提高智慧农业中 WSN 的效率、弹性和安全性提供了一种全面而卓越的解决方案。
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An optimized secure cluster-based routing protocol for IoT-based WSN structures in smart agriculture with blockchain-based integrity checking

In the context of Internet of Things (IoT)-based Wireless Sensor Networks (WSNs) for smart agriculture, ensuring efficient resource utilization, prolonged network lifespan and robust security mechanisms is paramount. This paper addresses these challenges by introducing an optimized secure cluster-based routing protocol with blockchain. The algorithm initiates with node ID assignment, followed by the use of Distributed Fuzzy Cognitive Maps (DFCM) to select Cluster Heads (CHs) based on energy, proximity to the Base Station (BS) and neighbor count. DFCM aims for balanced CH distribution to optimize energy usage. The secure routing protocol, employing Earthworm-based Deer Hunting Optimization Algorithm (EW-DHOA) and blockchain, ensures reliable data transmission. Through extensive comparative analyses with existing techniques, including GA-PSO, CI-ROA, ACI-GSO and P-WWO, our approach consistently outperforms in critical parameters. At varying node densities, the proposed method demonstrates a substantial improvement in network lifetime, achieving a 60% increase over GA-PSO and maintaining a superior average of 3200 rounds. Energy consumption is notably reduced, with a 33.3% improvement compared to GA-PSO at a density of 100 nodes. The packet delivery ratio reaches 98%, showcasing a 4% enhancement over the best-performing existing technique P-WWO. Throughput at a density of 500 nodes achieves an impressive 33.3% increase, reaching 0.8 Mbps. Notably, our methodology excels in preserving active nodes, sustaining a network lifetime of 66.7% more than competing techniques at the 3500th round. The proposed approach demonstrates a higher detection rate, ranging from 75% to 90% and exhibits a significantly higher convergence rate. Therefore, our Optimized Secure Cluster-Based Routing Protocol with Blockchain-Based Integrity Checking presents a comprehensive and superior solution for enhancing the efficiency, resilience and security of WSNs in smart agriculture.

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来源期刊
Peer-To-Peer Networking and Applications
Peer-To-Peer Networking and Applications COMPUTER SCIENCE, INFORMATION SYSTEMS-TELECOMMUNICATIONS
CiteScore
8.00
自引率
7.10%
发文量
145
审稿时长
12 months
期刊介绍: The aim of the Peer-to-Peer Networking and Applications journal is to disseminate state-of-the-art research and development results in this rapidly growing research area, to facilitate the deployment of P2P networking and applications, and to bring together the academic and industry communities, with the goal of fostering interaction to promote further research interests and activities, thus enabling new P2P applications and services. The journal not only addresses research topics related to networking and communications theory, but also considers the standardization, economic, and engineering aspects of P2P technologies, and their impacts on software engineering, computer engineering, networked communication, and security. The journal serves as a forum for tackling the technical problems arising from both file sharing and media streaming applications. It also includes state-of-the-art technologies in the P2P security domain. Peer-to-Peer Networking and Applications publishes regular papers, tutorials and review papers, case studies, and correspondence from the research, development, and standardization communities. Papers addressing system, application, and service issues are encouraged.
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