Bayesian Filtering Position Estimation Algorithm Based on Bounded Grid
2022-03
发表期刊激光与光电子学进展 (IF:0.9[JCR-2023],0.6[5-Year])
ISSN1006-4125
卷号59期号:5
发表状态已发表
DOI10.3788/LOP202259.0506001
摘要

The measurement of the traditional time difference of arrival positioning technology is not accurate. In order to improve the situation of LED indoor positioning, this paper proposes an improved position estimation algorithm based on bounded grid. The algorithm in this paper firstly uses the hyperbolic positioning method to locate the signal source by time difference of arrival ( TDOA). Boundary of the area where the signal source may exist at the time to be measured was set, and the area was meshed. The grid was weighted with a prior time. Through Bayesian filtering, the probability that the signal emission source may exist at the time to be measured is obtained. Thus, the position information of the signal emission source was obtained. On this basis, the speed of the signal source was estimated by combing the arrival frequency difference. The simulation results show that compared with the least-weighted squares positioning algorithm and the Chan algorithm combined with Kalman filtering, the algorithm in this paper has obvious advantages in the accuracy and stability of position and velocity measurement.

关键词optical communication wireless positioning time difference of arrival grid Bayesian filtering speed estimation
收录类别ESCI ; 北大核心
语种中文
WOS研究方向Engineering ; Optics
WOS类目Engineering, Electrical & Electronic ; Optics
WOS记录号WOS:000823174700009
出版者SHANGHAI INST OPTICS & FINE MECHANICS, CHINESE ACAD SCIENCE
原始文献类型Article
文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/243207
专题信息科学与技术学院_硕士生
信息科学与技术学院_特聘教授组_李华旺组
通讯作者Li Huawang
作者单位
1.Chinese Acad Sci, New Technol Ctr, Innovat Acad Microsatellites, Shanghai 201204, Peoples R China;
2.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai 201210, Peoples R China;
3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
第一作者单位信息科学与技术学院
通讯作者单位信息科学与技术学院
推荐引用方式
GB/T 7714
Zhou Yan,Li Huawang,Zhang Yonghe. Bayesian Filtering Position Estimation Algorithm Based on Bounded Grid[J]. 激光与光电子学进展,2022,59(5).
APA Zhou Yan,Li Huawang,&Zhang Yonghe.(2022).Bayesian Filtering Position Estimation Algorithm Based on Bounded Grid.激光与光电子学进展,59(5).
MLA Zhou Yan,et al."Bayesian Filtering Position Estimation Algorithm Based on Bounded Grid".激光与光电子学进展 59.5(2022).
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