水下无线传感器网络覆盖与部署的VF-PSO优化算法

IF 0.5 4区 地球科学 Q4 Earth and Planetary Sciences Indian Journal of Geo-Marine Sciences Pub Date : 2022-01-01 DOI:10.56042/ijms.v51i03.33392
Y. J. Sun
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引用次数: 1

摘要

覆盖是反映水下无线传感器网络(UWSN)网络服务质量的一个重要因素。现有UWSN存在空洞和低覆盖率等问题,降低了UWSN的使用寿命和对部署区域的监控能力。为了提高网络覆盖率和网络寿命,提出了一种基于虚拟力和粒子群优化的网络覆盖优化方法。该方法通过虚拟力的作用,使水下移动节点向更好的位置移动,提高网络覆盖率。对于VF-PSO算法,虚力可以引导粒子的优化,加速粒子向全局最优解的收敛。该算法既可以优化节点的运动趋势,使网络覆盖率最大化,又可以调整节点距离阈值,降低网络覆盖冗余度。仿真结果表明,与其他典型算法相比,VF-PSO可以提高UWSN区域的网络连通性和覆盖率,有效避免网络空穴问题。
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The VF-PSO optimization algorithm for coverage and deployment of underwater wireless sensor network
Coverage is a factor to reflect the network service quality of the Underwater Wireless Sensor Network (UWSN). Existing UWSN has problems of void-hole and low coverage, which is reducing UWSN lifetime and ability to monitor deployment areas. To improve network coverage and network lifetime, a coverage optimization method based on virtual force and particle swarm optimization (VF-PSO) is proposed in this article. By action of virtual force, the underwater mobile nodes would move to a better position to improve network coverage in this method. For the VF-PSO algorithm, the virtual force can guide the optimization of particles and accelerate the convergence of particles to the global optimal solution. This algorithm could not only optimize the movement trend of nodes to maximize the coverage ratio but also adjust the node distance threshold to reduce the network coverage redundancy. Simulation presents that compared with other typical algorithms, VF-PSO can improve the network connectivity and coverage of the UWSN area, and effectively avoid the network void-hole problem.
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来源期刊
CiteScore
1.50
自引率
0.00%
发文量
0
审稿时长
1.7 months
期刊介绍: Started in 1972, this multi-disciplinary journal publishes full papers and short communications. The Indian Journal of Geo-Marine Sciences, issued monthly, is devoted to the publication of communications relating to various facets of research in (i) Marine sciences including marine engineering and marine pollution; (ii) Climate change & (iii) Geosciences i.e. geology, geography and geophysics. IJMS is a multidisciplinary journal in marine sciences and geosciences. Therefore, research and review papers and book reviews of general significance to marine sciences and geosciences which are written clearly and well organized will be given preference.
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