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Fuzzy logic-based distributed clustering protocol to improve energy efficiency and stability of wireless smart sensor networks for farmland monitoring systems

机译:基于模糊逻辑的分布式集群协议,可提高农田监测系统无线智能传感器网络的能效和稳定性

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Wireless smart sensor networks (WSSNs) are emerging as the physical backbone of the internet of things (IoT) technology. On the basis of the IoT platform, web-based systems and services are been developing such as e-surveillance, industrial-IoT, and precision agriculture. For farmland monitoring systems, WSSNs need to be scalable in terms of coverage area. Sensor nodes are energy-constrained devices, and hence, many energy-efficient clustering protocols are developed in the literature. But these methods overload the cluster leaders (CLs) with cluster computation and data communication costs. An improper CL selection may lead to the early death of such nodes and hence does not prolong the network lifetime stability. We propose a fuzzy logic (FL)-based distributed clustering protocol to enhance the energy efficiency of WSSN while maximizing the coverage area. The load of CLs is shared by originators and super-CLs (SCLs) selected in the network. The wireless link and received signal strength (RSS) are greatly affected by environmental conditions and thus cannot be considered as ideal network parameters. We use FL systems to tackle the uncertainty of such network parameters. The proposed protocol is simulated for different scalable WSSNs. The results indicate that the proposed protocol provides better lifetime stability than the recent conventional protocols. The functionalities of the protocol are proposed considering the recent wireless standards. Hence, the proposed protocol can be suitably implemented for farmland monitoring systems.
机译:无线智能传感器网络(WSSN)逐渐成为物联网(IoT)技术的物理骨干。在物联网平台的基础上,正在开发基于网络的系统和服务,例如电子监控,工业物联网和精准农业。对于农田监控系统,WSSN需要在覆盖范围方面可扩展。传感器节点是能量受限的设备,因此,在文献中开发了许多节能群集协议。但是这些方法使集群领导者(CL)负担了集群计算和数据通信成本。 CL选择不当可能导致此类节点过早死亡,因此不会延长网络寿命的稳定性。我们提出了一种基于模糊逻辑(FL)的分布式集群协议,以提高WSSN的能效,同时最大化覆盖范围。 CL的负载由网络中选择的发起者和超级CL(SCL)共享。无线链接和接收信号强度(RSS)受环境条件的影响很大,因此不能视为理想的网络参数。我们使用FL系统来解决此类网络参数的不确定性。针对不同的可扩展WSSN对所提出的协议进行了仿真。结果表明,提出的协议提供了比最近的常规协议更好的生命周期稳定性。考虑到最近的无线标准,提出了协议的功能。因此,所提出的协议可以适当地用于农田监测系统。

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