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A PointNet-Based Multi-platform Multi-target Data Association Algorithm

  • Xuan Chu*
  • , Tianyu Zheng
  • , Xinran Zhang
  • , Fenghua He
  • *Corresponding author for this work
  • Harbin Institute of Technology

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

Abstract

In this paper, a data association problem is investigated in which a multi-platform detecting multi-target scenario is considered. A PointNet-based data association algorithm for matching measurements and targets is proposed which can deal with the measurement noises, false alarms, missed detections due to environmental interference and limitations on sensor resolution, as well as unknown target motions. The constantly changing number of targets and measurements are also taken into account. First, the data preprocessing method is provided. Then, a PointNet-based data association algorithm is designed by which the data association probabilities between the real targets and the measurements are given. Then, the effectiveness and the accuracy of the proposed algorithm are proved by the test experiments.

Original languageEnglish
Title of host publicationAdvances in Guidance, Navigation and Control - Proceedings of 2020 International Conference on Guidance, Navigation and Control, ICGNC 2020
EditorsLiang Yan, Haibin Duan, Xiang Yu
PublisherSpringer Science and Business Media Deutschland GmbH
Pages2823-2832
Number of pages10
ISBN (Print)9789811581540
DOIs
StatePublished - 2022
EventInternational Conference on Guidance, Navigation and Control, ICGNC 2020 - Tianjin, China
Duration: 23 Oct 202025 Oct 2020

Publication series

NameLecture Notes in Electrical Engineering
Volume644 LNEE
ISSN (Print)1876-1100
ISSN (Electronic)1876-1119

Conference

ConferenceInternational Conference on Guidance, Navigation and Control, ICGNC 2020
Country/TerritoryChina
CityTianjin
Period23/10/2025/10/20

Keywords

  • Data association
  • Multi-platform
  • Multi-target
  • PointNet

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