A hamming distance and spearman correlation based star identification algorithm

This paper presents a novel star identification algorithm for a 'lost-in-space' mode star tracker. The Spearman-correlation approach provides reliable recognition even when the captured images are swayed and biased from the onboard star pattern database. The hamming distance approach provi...

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Main Authors: Samirbhai, Mehta Deval, Chen, Shoushun, Low, Kay Soon
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2019
Subjects:
Online Access:https://hdl.handle.net/10356/85896
http://hdl.handle.net/10220/48288
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-858962020-03-07T13:57:29Z A hamming distance and spearman correlation based star identification algorithm Samirbhai, Mehta Deval Chen, Shoushun Low, Kay Soon School of Electrical and Electronic Engineering Star Identification Lost-In-Space (LIS) Mode DRNTU::Engineering::Electrical and electronic engineering This paper presents a novel star identification algorithm for a 'lost-in-space' mode star tracker. The Spearman-correlation approach provides reliable recognition even when the captured images are swayed and biased from the onboard star pattern database. The hamming distance approach provides a shortlisted list of star IDs. Thus, the proposed combination of hamming distance and Spearman correlation provides a reliable and fast recognition. The achievable performance is evaluated by testing on simulated and real images. Accepted version 2019-05-21T05:10:38Z 2019-12-06T16:12:13Z 2019-05-21T05:10:38Z 2019-12-06T16:12:13Z 2019 Journal Article Samirbhai, M. D., Chen, S., & Low, K. S. (2019).A hamming distance and spearman correlation based star identification algorithm. IEEE Transactions on Aerospace and Electronic Systems, 55(1), 17-30. doi:10.1109/TAES.2018.2845198. 0018-9251 https://hdl.handle.net/10356/85896 http://hdl.handle.net/10220/48288 10.1109/TAES.2018.2845198 en IEEE Transactions on Aerospace and Electronic Systems © 2018 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: https://doi.org/10.1109/TAES.2018.2845198. 13 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Star Identification
Lost-In-Space (LIS) Mode
DRNTU::Engineering::Electrical and electronic engineering
spellingShingle Star Identification
Lost-In-Space (LIS) Mode
DRNTU::Engineering::Electrical and electronic engineering
Samirbhai, Mehta Deval
Chen, Shoushun
Low, Kay Soon
A hamming distance and spearman correlation based star identification algorithm
description This paper presents a novel star identification algorithm for a 'lost-in-space' mode star tracker. The Spearman-correlation approach provides reliable recognition even when the captured images are swayed and biased from the onboard star pattern database. The hamming distance approach provides a shortlisted list of star IDs. Thus, the proposed combination of hamming distance and Spearman correlation provides a reliable and fast recognition. The achievable performance is evaluated by testing on simulated and real images.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Samirbhai, Mehta Deval
Chen, Shoushun
Low, Kay Soon
format Article
author Samirbhai, Mehta Deval
Chen, Shoushun
Low, Kay Soon
author_sort Samirbhai, Mehta Deval
title A hamming distance and spearman correlation based star identification algorithm
title_short A hamming distance and spearman correlation based star identification algorithm
title_full A hamming distance and spearman correlation based star identification algorithm
title_fullStr A hamming distance and spearman correlation based star identification algorithm
title_full_unstemmed A hamming distance and spearman correlation based star identification algorithm
title_sort hamming distance and spearman correlation based star identification algorithm
publishDate 2019
url https://hdl.handle.net/10356/85896
http://hdl.handle.net/10220/48288
_version_ 1681048674397847552