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2019 | OriginalPaper | Buchkapitel

A Modified Particle Filter for Cooperative Positioning

verfasst von : Shiwei Tian, Guangxia Li, Zhi Xiong, Weiheng Dai, Rong Xu

Erschienen in: Communications, Signal Processing, and Systems

Verlag: Springer Singapore

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Abstract

This paper proposes a modified hybrid cooperative particle filter (MHC-PF) for cooperative positioning in Global Positioning System (GPS)-challenged scenarios, utilizing information from both satellites and terrestrial neighboring GPS receivers. In GPS-challenged scenarios, determination of receivers’ positions is still a challenging task due to radio blockage. In this situation, cooperative positioning can be utilized to improve the ability to estimate position. The proposed MHC-PF involves introducing a modified factor to the likelihood function, and then selecting a value of the modified factor that results in a minimum estimation error through Monte-Carlo strategy in a pre-processing stage. The proposed method is verified by a realistic indoor scenario to demonstrate the accuracy and availability. Simulation results indicate that the proposed MHC-PF provides approximately 2-m horizontal position root mean squared error (RMSE) and significant improvements over the existing method.

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Metadaten
Titel
A Modified Particle Filter for Cooperative Positioning
verfasst von
Shiwei Tian
Guangxia Li
Zhi Xiong
Weiheng Dai
Rong Xu
Copyright-Jahr
2019
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-6571-2_328

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