A Multisensor Fusion-Based Cooperative Localization Scheme in Vehicle Networks | |
Yin, Ting1,2; Zou, Decai1,3![]() | |
2022-02-01 | |
发表期刊 | ELECTRONICS
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卷号 | 11期号:4页码:14 |
摘要 | Utilizing the measured distance and information exchanged between two different nodes to cooperatively locate in a mobile network has become a solution to replace global navigation satellite system (GNSS) positioning. However, the localization accuracy of the belief propagation-based cooperative localization scheme is substantially influenced by the number of neighbors. In this paper, we propose a cooperative localization scheme combined with a trajectory tracking algorithm. With an insufficient number of neighbors, the trajectory tracking algorithm is utilized to participate in the positioning process of agents. Concretely, we carry out sensor information fusion and utilize quantum-behaved, particle-swarm-optimized, bidirectional long short-term memory (QPSO-BiLSTM) as a trajectory tracking strategy, to precisely predict the positions of agents. It is evident from simulations and results that the proposed cooperative localization scheme performs better than the belief propagation (BP)-based cooperative localization scheme in position error. |
关键词 | intelligent transportation system vehicle networks cooperative localization deep learning trajectory tracking |
资助者 | National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China |
DOI | 10.3390/electronics11040603 |
关键词[WOS] | DESIGN ; FILTER |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[41974032] |
资助者 | National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China |
WOS研究方向 | Computer Science ; Engineering ; Physics |
WOS类目 | Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Physics, Applied |
WOS记录号 | WOS:000767546600001 |
出版者 | MDPI |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://210.72.145.45/handle/361003/13912 |
专题 | 导航与通信研究室 |
通讯作者 | Yin, Ting |
作者单位 | 1.Chinese Acad Sci, Natl Time Serv Ctr, Xian 710600, Peoples R China 2.Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 100049, Peoples R China 3.Univ Chinese Acad Sci, Sch Astron & Space Sci, Beijing 100049, Peoples R China 4.Xidian Univ, Sch Telecommun Engn, Xian 710000, Peoples R China |
推荐引用方式 GB/T 7714 | Yin, Ting,Zou, Decai,Lu, Xiaochun,et al. A Multisensor Fusion-Based Cooperative Localization Scheme in Vehicle Networks[J]. ELECTRONICS,2022,11(4):14. |
APA | Yin, Ting,Zou, Decai,Lu, Xiaochun,&Bi, Cheng.(2022).A Multisensor Fusion-Based Cooperative Localization Scheme in Vehicle Networks.ELECTRONICS,11(4),14. |
MLA | Yin, Ting,et al."A Multisensor Fusion-Based Cooperative Localization Scheme in Vehicle Networks".ELECTRONICS 11.4(2022):14. |
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