ShanghaiTech University Knowledge Management System
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]) |
ISSN | 1006-4125 |
卷号 | 59期号:5 |
发表状态 | 已发表 |
DOI | 10.3788/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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