Yang, Fan, Shu, Lei, Yang, Yuli , Liu, Ye and Gordon, Timothy (2021) Improved Coverage and Connectivity via Weighted Node Deployment in Solar Insecticidal Lamp Internet of Things. IEEE Internet of Things Journal . ISSN 2372-2541
Full content URL: https://doi.org/10.1109/JIOT.2021.3050473
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Item Type: | Article |
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Item Status: | Live Archive |
Abstract
As an important physical control technology, Solar Insecticidal Lamp (SIL) can effectively prevent and control the occurrence of pests. The combination of SILs andWireless Sensor Networks (WSNs) initiates a novel agricultural Internet of Things (IoT), i.e., SIL-IoTs, to simultaneously kill pests and transmit pest information. In this paper, we study the weighted SIL Deployment Problem (wSILDP) in SIL-IoTs, where weighted locations on ridges are prespecified and some of them are selected to deploy SILs. Different from the existing studies whose optimization objective is to minimise the deployment cost, we consider the deployment cost and the total weight of selected locations jointly. We formulate the wSILDP as the Weighted Set Cover (WSC) problem and propose a Layered Deployment Method based on Greedy Algorithm (LDMGA) to solve the defined optimization problem. The LDMGA is composed of two phases. Firstly, SILs are deployed layer by layer from the boundary to the centre until the entire farmland is completely covered. Secondly, on the basis of three design operations, i.e., substitution, deletion and fusion, the suboptimal locations obtained in the first phase are fine-tuned to achieve the minimum deployment cost together with the maximum total weight for meeting the coverage and connectivity requirements. Simulation results clearly demonstrate that the proposed method outperforms three peer algorithms in terms of deployment cost and total weight.
Keywords: | Internet of Things (IoT), Wireless Sensor Networks (WSNs), peer-to-peer computing, Heuristic algorithms, weighted set cover problem |
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Subjects: | H Engineering > H641 Telecommunications Engineering H Engineering > H640 Communications Engineering |
Divisions: | College of Science > School of Engineering |
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ID Code: | 43671 |
Deposited On: | 21 Jan 2021 16:29 |
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