A Novel Multi-Target Tracker Using GNN and SPRT for Anti-Decoy Interference

Yuxia Guo, Xiangqian Li, Zhongjie Meng, Jinping Sun

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

Abstract

In battlefield environments such as electronic warfare, countering deceptive interference from the enemy is a challenging task. Among various forms of interference, the use of decoys is a common and effective method. In such situations, the tracking side needs to employ suitable methods for data association and track management to deal with potential decoy interference. This paper adopts the global nearest neighbor (GNN) algorithm as the data association and filtering framework, and the sequential probability ratio test (SPRT) as the track management method. To address the degradation in tracking performance caused by range ambiguity in pulse Doppler radar, this paper introduces the concept of range ambiguity gating. Experimental results demonstrate that the proposed range ambiguity gating technique effectively mitigates data association errors and plays a significant role in electronic warfare environments.

Original languageEnglish
Title of host publicationProceedings - 2023 16th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2023
EditorsXiaoMing Zhao, Qingli Li, Lipo Wang
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350330755
DOIs
StatePublished - 2023
Externally publishedYes
Event16th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2023 - Taizhou, China
Duration: 28 Oct 202330 Oct 2023

Publication series

NameProceedings - 2023 16th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2023

Conference

Conference16th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2023
Country/TerritoryChina
CityTaizhou
Period28/10/2330/10/23

Keywords

  • global nearest neighbor
  • radar decoy
  • range ambiguity gating
  • sequential probability ratio test
  • tracker

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