Normalised complexity metric for manoeuvering target tracking

Abstract Manoeuvering target tracking is a challenging problem for filter design in a variety of tracking systems. However, how to quantify the complexity of this problem is seldom studied. In this paper, a normalised complexity metric for manoeuvering target tracking called relative difficulty to K...

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Autores principales: Bing Liu, Xiao Jing Shen
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Lenguaje:EN
Publicado: Wiley 2021
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Acceso en línea:https://doaj.org/article/bb64280128c44f9f825941995be3d97f
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spelling oai:doaj.org-article:bb64280128c44f9f825941995be3d97f2021-11-05T05:26:52ZNormalised complexity metric for manoeuvering target tracking1350-911X0013-519410.1049/ell2.12297https://doaj.org/article/bb64280128c44f9f825941995be3d97f2021-11-01T00:00:00Zhttps://doi.org/10.1049/ell2.12297https://doaj.org/toc/0013-5194https://doaj.org/toc/1350-911XAbstract Manoeuvering target tracking is a challenging problem for filter design in a variety of tracking systems. However, how to quantify the complexity of this problem is seldom studied. In this paper, a normalised complexity metric for manoeuvering target tracking called relative difficulty to Kalman filter is defined as the ratio between maximum tolerance error of positional estimation and its requirement precision of positional measurement. It can be employed as an indicator of the difficulty of designing an advanced filter to satisfy the tracking requirement. Analytical expression of RD2KF in three‐dimensional space is derived. Two typical tracking examples show that RD2KF is affected by manoeuver intensity, data rate and the required precision of the tracking mission.Bing LiuXiao Jing ShenWileyarticleElectrical engineering. Electronics. Nuclear engineeringTK1-9971ENElectronics Letters, Vol 57, Iss 23, Pp 897-899 (2021)
institution DOAJ
collection DOAJ
language EN
topic Electrical engineering. Electronics. Nuclear engineering
TK1-9971
spellingShingle Electrical engineering. Electronics. Nuclear engineering
TK1-9971
Bing Liu
Xiao Jing Shen
Normalised complexity metric for manoeuvering target tracking
description Abstract Manoeuvering target tracking is a challenging problem for filter design in a variety of tracking systems. However, how to quantify the complexity of this problem is seldom studied. In this paper, a normalised complexity metric for manoeuvering target tracking called relative difficulty to Kalman filter is defined as the ratio between maximum tolerance error of positional estimation and its requirement precision of positional measurement. It can be employed as an indicator of the difficulty of designing an advanced filter to satisfy the tracking requirement. Analytical expression of RD2KF in three‐dimensional space is derived. Two typical tracking examples show that RD2KF is affected by manoeuver intensity, data rate and the required precision of the tracking mission.
format article
author Bing Liu
Xiao Jing Shen
author_facet Bing Liu
Xiao Jing Shen
author_sort Bing Liu
title Normalised complexity metric for manoeuvering target tracking
title_short Normalised complexity metric for manoeuvering target tracking
title_full Normalised complexity metric for manoeuvering target tracking
title_fullStr Normalised complexity metric for manoeuvering target tracking
title_full_unstemmed Normalised complexity metric for manoeuvering target tracking
title_sort normalised complexity metric for manoeuvering target tracking
publisher Wiley
publishDate 2021
url https://doaj.org/article/bb64280128c44f9f825941995be3d97f
work_keys_str_mv AT bingliu normalisedcomplexitymetricformanoeuveringtargettracking
AT xiaojingshen normalisedcomplexitymetricformanoeuveringtargettracking
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