Zero acceleration algorithm with state of motion identifier for position estimation of wheeled robot

Position estimation is an irreplaceable element in navigation and autonomous technology. Position estimation system using inertial sensor poses a critical challenge to deliver accurate positioning information. The sensor noise and uncertainties causing drift in velocity and discrepancy in estimated...

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Main Author: Tan, Zhi Zhong
Format: Thesis
Published: 2019
Subjects:
Online Access:http://eprints.sunway.edu.my/2397/
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spelling my.sunway.eprints.23972023-09-27T07:52:49Z http://eprints.sunway.edu.my/2397/ Zero acceleration algorithm with state of motion identifier for position estimation of wheeled robot Tan, Zhi Zhong Q Science (General) TJ Mechanical engineering and machinery Position estimation is an irreplaceable element in navigation and autonomous technology. Position estimation system using inertial sensor poses a critical challenge to deliver accurate positioning information. The sensor noise and uncertainties causing drift in velocity and discrepancy in estimated position. The solution to this problem is crucial for robot’s navigation especially for a mobile service robot in commercial buildings and households. In this research, a state of motion identifier framework is proposed to apply a novel kinematic motion constraint to position estimation system. The proposed framework consists of zero acceleration algorithm which responsible to detect the time and duration of a wheeled robot when it is travelling at constant speed (zero acceleration), zero velocity update to detect the still phase of the wheeled robot and improved drift correction. The result of the evaluation proven that the proposed framework is capable of reducing the velocity drift as well as the discrepancy between estimated position and actual measurement. The proposed frame also shows the ability to complement the weakness of zero velocity update in high speed and long dynamic duration conditions. 2019-03 Thesis NonPeerReviewed Tan, Zhi Zhong (2019) Zero acceleration algorithm with state of motion identifier for position estimation of wheeled robot. Masters thesis, Sunway University.
institution Sunway University
building Sunway Campus Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Sunway University
content_source Sunway Institutional Repository
url_provider http://eprints.sunway.edu.my/
topic Q Science (General)
TJ Mechanical engineering and machinery
spellingShingle Q Science (General)
TJ Mechanical engineering and machinery
Tan, Zhi Zhong
Zero acceleration algorithm with state of motion identifier for position estimation of wheeled robot
description Position estimation is an irreplaceable element in navigation and autonomous technology. Position estimation system using inertial sensor poses a critical challenge to deliver accurate positioning information. The sensor noise and uncertainties causing drift in velocity and discrepancy in estimated position. The solution to this problem is crucial for robot’s navigation especially for a mobile service robot in commercial buildings and households. In this research, a state of motion identifier framework is proposed to apply a novel kinematic motion constraint to position estimation system. The proposed framework consists of zero acceleration algorithm which responsible to detect the time and duration of a wheeled robot when it is travelling at constant speed (zero acceleration), zero velocity update to detect the still phase of the wheeled robot and improved drift correction. The result of the evaluation proven that the proposed framework is capable of reducing the velocity drift as well as the discrepancy between estimated position and actual measurement. The proposed frame also shows the ability to complement the weakness of zero velocity update in high speed and long dynamic duration conditions.
format Thesis
author Tan, Zhi Zhong
author_facet Tan, Zhi Zhong
author_sort Tan, Zhi Zhong
title Zero acceleration algorithm with state of motion identifier for position estimation of wheeled robot
title_short Zero acceleration algorithm with state of motion identifier for position estimation of wheeled robot
title_full Zero acceleration algorithm with state of motion identifier for position estimation of wheeled robot
title_fullStr Zero acceleration algorithm with state of motion identifier for position estimation of wheeled robot
title_full_unstemmed Zero acceleration algorithm with state of motion identifier for position estimation of wheeled robot
title_sort zero acceleration algorithm with state of motion identifier for position estimation of wheeled robot
publishDate 2019
url http://eprints.sunway.edu.my/2397/
_version_ 1779442530637578240
score 13.214268