Scalability and latency analysis of the centralized 3d mapping aided gnss-based collaborative positioning

Guohao Zhang, Hoi Fung Ng, Li Ta Hsu, Han Gao, Dingzhong Yao

Research output: Chapter in book / Conference proceedingConference article published in proceeding or bookAcademic researchpeer-review

Abstract

The recent development of the collaborative positioning (CP) algorithm enables a new possibility to improve the positioning performance, by making use of the measurements from neighboring road agents. Among different CP algorithms, the 3D mapping aided (3DMA) GNSS based CP has shown great potential to improve the GNSS positioning performance for the road agents located in the urban canyon. However, due to the difficulty of conducting real experiments, the 3DMA GNSS CP is usually only validated by the collaboration between few agents. The influence of the collaboration network size on the CP performance is worth to be investigated before its practical applications. Besides, the communication latency during CP may also degrade the positioning performance in real applications. In this study, based on a realistic GNSS measurement simulator, the impacts of the network size and the communication latency on the performance of the centralized 3DMA GNSS CP algorithm are investigated. The scalability analysis result shows that, simply enlarging the network size may not always improve the CP performance, or even worse, degrades the performance by involving additional error sources. On the other hand, the CP performance can be sensitively degraded by communication latency, which needs to be mitigated in practical applications.

Original languageEnglish
Title of host publicationION 2021 International Technical Meeting Proceedings
PublisherInstitute of Navigation
Pages307-316
Number of pages10
ISBN (Electronic)9780936406275
DOIs
Publication statusPublished - 2021
Event2021 Institute of Navigation International Technical Meeting, ITM 2021 - Virtual, Online
Duration: 25 Jan 202128 Jan 2021

Publication series

NameION 2021 International Technical Meeting Proceedings

Conference

Conference2021 Institute of Navigation International Technical Meeting, ITM 2021
CityVirtual, Online
Period25/01/2128/01/21

ASJC Scopus subject areas

  • Computer Science Applications
  • Aerospace Engineering
  • Electrical and Electronic Engineering
  • Ocean Engineering
  • Transportation

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