Wireless sensor node localization algorithm combined with PSO-DFP

被引:1
作者
Sun, Jingjing [1 ,2 ]
Zhang, Peng [2 ,3 ]
Kong, Xiaohong [1 ]
机构
[1] Henan Inst Sci & Technol, Sch Mech & Elect Engn, Xinxiang 453003, Peoples R China
[2] Henan Polytech Univ, Hebi Inst Engn & Technol, Jiaozuo 454000, Peoples R China
[3] Tianjin Univ Technol & Educ, Sch Automobile & Transportat, Tianjin 300222, Peoples R China
关键词
PSO; DFP; WSN; node location; anchor node; multi-hop;
D O I
10.1515/jisys-2022-0323
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In wireless communication technology, wireless sensor networks usually need to collect and process information in very harsh environment. Therefore, accurate positioning of sensors becomes the key to wireless communication technology. In this study, Davidon-Fletcher-Powell (DFP) algorithm was combined with particle swarm optimization (PSO) to reduce the influence of distance estimation error on positioning accuracy by using the characteristics of PSO iterative optimization. From the experimental results, among the average precision (AP) values of DFP, PSO, and PSO-DFP algorithms, the AP value of PSO-DFP was 0.9972. In the analysis of node positioning error, the maximum node positioning error of PSO-DFP was only about 21 mm. The results showed that the PSO-DFP algorithm had better performance, and the average positioning error of the algorithm was inversely proportional to the proportion of anchor nodes, node communication radius, and node density. In conclusion, the wireless sensor node location algorithm combined with PSO-DFP has a better location effect and higher stability than the traditional location algorithm.
引用
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页数:13
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