Cargando…
Doppler Data Association Scheme for Multi-Target Tracking in an Active Sonar System
In many wireless sensors, the target kinematic states include location and Doppler information that can be observed from a time series of range and velocity measurements. In this work, we present a tracking strategy for comprising target velocity components as part of the measurement supplement proc...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539549/ https://www.ncbi.nlm.nih.gov/pubmed/31035659 http://dx.doi.org/10.3390/s19092003 |
_version_ | 1783422415637839872 |
---|---|
author | Yao, Yu Zhao, Junhui Wu, Lenan |
author_facet | Yao, Yu Zhao, Junhui Wu, Lenan |
author_sort | Yao, Yu |
collection | PubMed |
description | In many wireless sensors, the target kinematic states include location and Doppler information that can be observed from a time series of range and velocity measurements. In this work, we present a tracking strategy for comprising target velocity components as part of the measurement supplement procedure and evaluate the advantages of the proposed scheme. Data association capability can be considered as the key performance for multi-target tracking in an active sonar system. Then, we proposed an enhanced Doppler data association (DDA) scheme which exploits target range and target velocity components for linear multi-target tracking. If the target velocity measurements are not incorporated into target kinematic state tracking, the linear filter bank for the combination of target velocity components can be implemented. Finally, a significant enhancement in the multi-target tracking capability provided by the proposed DDA scheme with the linear multi-target combined probabilistic data association method is demonstrated in a sonar underwater scenario. |
format | Online Article Text |
id | pubmed-6539549 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-65395492019-06-04 Doppler Data Association Scheme for Multi-Target Tracking in an Active Sonar System Yao, Yu Zhao, Junhui Wu, Lenan Sensors (Basel) Article In many wireless sensors, the target kinematic states include location and Doppler information that can be observed from a time series of range and velocity measurements. In this work, we present a tracking strategy for comprising target velocity components as part of the measurement supplement procedure and evaluate the advantages of the proposed scheme. Data association capability can be considered as the key performance for multi-target tracking in an active sonar system. Then, we proposed an enhanced Doppler data association (DDA) scheme which exploits target range and target velocity components for linear multi-target tracking. If the target velocity measurements are not incorporated into target kinematic state tracking, the linear filter bank for the combination of target velocity components can be implemented. Finally, a significant enhancement in the multi-target tracking capability provided by the proposed DDA scheme with the linear multi-target combined probabilistic data association method is demonstrated in a sonar underwater scenario. MDPI 2019-04-29 /pmc/articles/PMC6539549/ /pubmed/31035659 http://dx.doi.org/10.3390/s19092003 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yao, Yu Zhao, Junhui Wu, Lenan Doppler Data Association Scheme for Multi-Target Tracking in an Active Sonar System |
title | Doppler Data Association Scheme for Multi-Target Tracking in an Active Sonar System |
title_full | Doppler Data Association Scheme for Multi-Target Tracking in an Active Sonar System |
title_fullStr | Doppler Data Association Scheme for Multi-Target Tracking in an Active Sonar System |
title_full_unstemmed | Doppler Data Association Scheme for Multi-Target Tracking in an Active Sonar System |
title_short | Doppler Data Association Scheme for Multi-Target Tracking in an Active Sonar System |
title_sort | doppler data association scheme for multi-target tracking in an active sonar system |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539549/ https://www.ncbi.nlm.nih.gov/pubmed/31035659 http://dx.doi.org/10.3390/s19092003 |
work_keys_str_mv | AT yaoyu dopplerdataassociationschemeformultitargettrackinginanactivesonarsystem AT zhaojunhui dopplerdataassociationschemeformultitargettrackinginanactivesonarsystem AT wulenan dopplerdataassociationschemeformultitargettrackinginanactivesonarsystem |