A Multi-objective Algorithm for Joint Energy Replenishment and Data Collection in Wireless Rechargeable Sensor Networks

被引:7
作者
Wei, Zhenchun [1 ,2 ,3 ]
Wang, Liangliang [1 ]
Lyu, Zengwei [1 ]
Shi, Lei [1 ,2 ,3 ]
Li, Meng [1 ]
Wei, Xing [1 ,2 ,3 ]
机构
[1] Hefei Univ Technol, Sch Comp Sci & Informat Engn, Hefei, Peoples R China
[2] Minist Educ, Engn Res Ctr Safety Crit Ind Measurement & Contro, Hefei, Peoples R China
[3] Key Lab Ind Safety & Emergency Technol, Hefei, Anhui, Peoples R China
来源
WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS (WASA 2018) | 2018年 / 10874卷
关键词
Wireless Rechargeable Sensor Networks; Energy replenishment; Data collection; Path planning; Multi-objective discrete fireworks algorithm;
D O I
10.1007/978-3-319-94268-1_41
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the existing researches on the Wireless Rechargeable Sensor Networks (WRSNs), the charging path is scheduled firstly, and then the method of data collection is decided based on the path, which fails to ensure the high charging service quality and the performance of data collection. To solve this problem, a multi-objective path planning optimization model is proposed with the objectives of maximizing the remaining lifespan of sensor nodes and the amount of data collection. To deal with it, a Multi-Objective Discrete Fireworks Algorithm (MODFA) based on grid is proposed in this paper. Simulation results show that the algorithm proposed has better performance than NSGA-II, SPEA-II and MOEA/D in term of the diversity and convergence of Pareto front.
引用
收藏
页码:497 / 508
页数:12
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