Multipath Cluster-Assisted Single Station Localization Based on SSA-GA in Outdoor NLOS Environment

被引:1
作者
Liao, Xi [1 ,2 ]
Wang, Sen [1 ,2 ]
Wang, Yang [1 ,2 ]
Che, Yanting [3 ]
Zhou, Jihua [1 ,2 ,3 ]
Zhang, Jie [4 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Commun & Informat Engn, Chongqing 400065, Peoples R China
[2] Chongqing Univ Posts & Telecommun, Chongqing Key Lab Complex Environm Commun, Chongqing 400065, Peoples R China
[3] 29th Res Inst CETC, Sci & Technol Elect Informat Control Lab, Chengdu 610036, Peoples R China
[4] Univ Sheffield, Dept Elect & Elect Engn, Sheffield S10 2TN, S Yorkshire, England
基金
中国国家自然科学基金;
关键词
TOA;
D O I
10.1155/2022/8585978
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a novel multipath cluster-assisted single station localization method based on a genetic algorithm-based improved salp swarm algorithm (SSA-GA) to improve localization accuracy in an outdoor non-line-of-sight (NLOS) propagation environment. The scattering area model is presented which scatterers are considered Gaussian distribution for outdoor NLOS environments. The geometrical properties of propagation paths, such as angle of arrival and time of arrival, are jointly utilized to construct pseudoscatterer distribution. In order to filter the interference scatterers distributed outside the scattering region, the Gaussian kernel-based algorithm is developed. Furthermore, SSA-GA is proposed to solve the positioning objective functions constructed by pseudoscatterers clustering accurately. Results confirm the practicability of our newly proposed method, and the positioning error is less than 5% in outdoor NLOS propagation environment.
引用
收藏
页数:9
相关论文
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