Coverage-All Targets Algorithm for 3D Wireless Multimedia Sensor Networks Based on the Gravitational Search Algorithm

被引:0
|
作者
Wang, Yanjiao [1 ]
Chen, Ye [1 ]
机构
[1] Northeast Elect Power Univ, Coll Elect Engn, Jilin 132000, Jilin, Peoples R China
基金
中国国家自然科学基金;
关键词
Wireless multimedia sensor network; coverage-all targets; three-dimensional directional perception model; gravitational search algorithm;
D O I
10.3103/S0146411619050109
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Aiming at the actual targets coverage scene of targets and sensors in the three-dimensional physical world, in order to use the minimal sensors to cover all the targets, a new coverage-all targets algorithm based on Gravitational Search algorithm (GSA-CT) is proposed. Firstly, from the practical point of view, a 3D coverage-all targets model of WMSNs which based on the spatial position relationship of sensors and targets is established in three-dimensional space. Secondly, in order to avoid randomness of the current order method to determine the minimal number of sensors to cover all the targets, a new fitness calculation method has been proposed. Thirdly, in order to improve solution accuracy, GSA is used as the optimization method of coverage-all targets method. Experimental results show that compared with the other 7 coverage methods for the 9 actual coverage scenarios, the number of sensors required for GSA-CT proposed in this paper is the least, and the method is very stable.
引用
收藏
页码:429 / 440
页数:12
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