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Stealth Maneuvering Multi-target Tracking with IMM-LMB Filter

  • Nanjing Research Institute of Electronics Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Aiming at the tracking problem of stealth maneuvering multi-target, a labeled multi-Bernoulli (LMB) filter combined with interacting multiple models (IMM) approach is proposed, which is denoted by IMM-LMB filter. In the prediction step of IMM-LMB filter, the mixed prediction of multi-target state is executed. Then, the Gibbs sampling method is used to get the result of measurement partition. Finally, the posterior probability density of multi-target and the model probability are updated interactively by using the quasi-partition measurement subsets. Moreover, the Gaussian mixture implementation of IMM-LMB filter is given. Simulation results show that the proposed IMM-LMB filter is able to track stealth maneuvering multi-target stably. Compared with the LMB filter, the OSPA distance of the proposed filter is smaller and the cardinality estimation is more current.

Original languageEnglish
Title of host publicationProceedings - 2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2021
EditorsQingli Li, Lipo Wang, Yan Wang, Wenwu Li
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665400039
DOIs
StatePublished - 2021
Event14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2021 - Shanghai, China
Duration: 23 Oct 202125 Oct 2021

Publication series

NameProceedings - 2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2021

Conference

Conference14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2021
Country/TerritoryChina
CityShanghai
Period23/10/2125/10/21

Keywords

  • Gibbs sampling
  • IMM
  • LMB filter
  • maneuvering target tracking
  • Stealth target tacking

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