Particle swarm optimization for charger deployment in wireless rechargeable sensor networks

被引:5
|
作者
Jiang, Jehn-Ruey [1 ]
Chen, Yen-Chung [1 ]
Lin, Ting-Yu [1 ]
机构
[1] Natl Cent Univ, Dept Comp Sci & Informat, Taoyuan, Taiwan
关键词
Wireless rechargeable sensor network; particle swarm optimization; sustainability; wireless charger deployment;
D O I
10.1080/17445760.2018.1426761
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In Wireless Rechargeable Sensor Networks (WRSNs), wireless chargers can recharge batteries of sensor nodes so that they can operate sustainably. Since wireless chargers are costly and have limited charging distances and angles, how to apply as few as possible chargers to cover all sensor nodes and satisfy their energy requirements is thus an important and challenging problem. This paper introduces the PSCD (Particle Swarm Charger Deployment) algorithm and the IPSCD (Improved PSCD) algorithm using the Particle Swarm Optimization (PSO) concept to nearly optimize WRSN charger deployment. PSCD and IPSCD estimate charging efficiency according to the distance and angle between chargers and sensor nodes. They then, on the basis of PSO, utilize the local optimum and the global optimum to adjust locations and antenna orientations of chargers to make WRSNs sustainable. We perform experiments using practical wireless chargers to obtain charging efficiency data. Based on the data, PSCD and IPSCD are simulated for obtaining the best parameter setting, and compared with two related greedy algorithms to show their superiority. [GRAPHICS] . This paper introduces the PSCD (Particle Swarm Charger Deployment) algorithm and the IPSCD (Improved PSCD) algorithm, which utilize the Particle Swarm Optimization (PSO) concept to deploy as few as possible wireless chargers with adjusted positions and antenna directions to fulfill the energy requirement of sensor nodes of a WRSN (Wireless Rechargeable Sensor Network) inside a cuboid with length L, width W and height H.
引用
收藏
页码:652 / 667
页数:16
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