Enhanced Diversity Herds Grey Wolf Optimizer for Optimal Area Coverage in Wireless Sensor Networks

被引:6
|
作者
Shieh, Chin-Shiuh [1 ]
Trong-The Nguyen [2 ]
Wang, Hung-Yu [1 ]
Dao, Thi-Kien [1 ]
机构
[1] Natl Kaohsiung Univ Appl Sci, Dept Elect Engn, Kaohsiung, Taiwan
[2] Hai Phong Private Univ, Dept Informat Technol, Haiphong, Vietnam
来源
关键词
Enhanced diversity herds grey wolf optimizer; Area converge; Wireless sensor networks;
D O I
10.1007/978-3-319-48490-7_21
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Wireless Sensor Networks (WSNs) have been envisioned as the emerging technology and applied widely, but they also faced many practical challenges. One of such challenges is the coverage issue because of a high coverage rate ensures a high quality of service of the WSN. This paper proposes a novel method to optimize sensor coverage based on the enhanced diversity herds grey wolf optimizer (EGWO). In the proposed method, coverage overlaps and holes of deploying WSN are considered to a mathematical model for the objective function of the optimization problem. Quality performance of the proposed method is evaluated through simulation in several scenarios of WSN. The simulation results compared with other methods such as the grey wolf optimizer and the genetic algorithm shows that the proposed algorithm achieves a good coverage and a competitor.
引用
收藏
页码:174 / 182
页数:9
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