The Impact of Cross-Correlation on Mobile Robot Localization

This paper deals with the theoretical investigation of the importance of cross-correlation in mobile robot localization. Two different case studies were conducted to examine the effects of cross-correlation terms on the estimation. The first case refers to a situation when a mobile robot moves and c...

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Main Authors: Hamzah, Ahmad, Nur Aqilah, Othman
Format: Article
Language:English
Published: Springer 2015
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/8059/1/B_5_Full_Paper.pdf
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author Hamzah, Ahmad
Nur Aqilah, Othman
author_facet Hamzah, Ahmad
Nur Aqilah, Othman
author_sort Hamzah, Ahmad
collection UMP
description This paper deals with the theoretical investigation of the importance of cross-correlation in mobile robot localization. Two different case studies were conducted to examine the effects of cross-correlation terms on the estimation. The first case refers to a situation when a mobile robot moves and calculates its position relative to a landmark, while in the second case the mobile robot is independent of the landmark position. The preliminary results obtained have indicated that the updated state covariance of the mobile robot that is independent of the landmark position could decrease or increase compared to that of the mobile robot that depends on the landmark position. The results are then evaluated through simulation which is consistently agrees with the theoretical results.
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spelling UMPir80592017-10-23T07:51:54Z http://umpir.ump.edu.my/id/eprint/8059/ The Impact of Cross-Correlation on Mobile Robot Localization Hamzah, Ahmad Nur Aqilah, Othman TK Electrical engineering. Electronics Nuclear engineering TA Engineering (General). Civil engineering (General) This paper deals with the theoretical investigation of the importance of cross-correlation in mobile robot localization. Two different case studies were conducted to examine the effects of cross-correlation terms on the estimation. The first case refers to a situation when a mobile robot moves and calculates its position relative to a landmark, while in the second case the mobile robot is independent of the landmark position. The preliminary results obtained have indicated that the updated state covariance of the mobile robot that is independent of the landmark position could decrease or increase compared to that of the mobile robot that depends on the landmark position. The results are then evaluated through simulation which is consistently agrees with the theoretical results. Springer 2015-10 Article PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/8059/1/B_5_Full_Paper.pdf Hamzah, Ahmad and Nur Aqilah, Othman (2015) The Impact of Cross-Correlation on Mobile Robot Localization. International Journal of Control, Automation and Systems, 13 (5). pp. 1251-1261. ISSN 1598-6446. (Published) http://dx.doi.org/10.1007/s12555-014-0076-6 DOI: 10.1007/s12555-014-0076-6
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
TA Engineering (General). Civil engineering (General)
Hamzah, Ahmad
Nur Aqilah, Othman
The Impact of Cross-Correlation on Mobile Robot Localization
title The Impact of Cross-Correlation on Mobile Robot Localization
title_full The Impact of Cross-Correlation on Mobile Robot Localization
title_fullStr The Impact of Cross-Correlation on Mobile Robot Localization
title_full_unstemmed The Impact of Cross-Correlation on Mobile Robot Localization
title_short The Impact of Cross-Correlation on Mobile Robot Localization
title_sort impact of cross correlation on mobile robot localization
topic TK Electrical engineering. Electronics Nuclear engineering
TA Engineering (General). Civil engineering (General)
url http://umpir.ump.edu.my/id/eprint/8059/1/B_5_Full_Paper.pdf
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