2D feature extraction in sensor coordinates for laser range finder

This paper describes an algorithm for feature extraction from measurements collected by laser range finder. The features are straight lines and corners present in the environment. The measurements are processed in the sensor coordinate system to identify an invariant parameter for the present straig...

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Main Authors: Hadji, Saif Eddine, Tang, Howe Hing, Khattak, Muhammad Adil, Mohamed Ali, Mohamed Sultan, Kazi, Suhail
Format: Conference or Workshop Item
Published: 2015
Subjects:
Online Access:http://eprints.utm.my/id/eprint/60760/
http://www.wseas.us/e-library/conferences/2015/Malaysia/CSCCA/CSCCA-06.pdf.
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spelling my.utm.607602017-08-06T07:19:56Z http://eprints.utm.my/id/eprint/60760/ 2D feature extraction in sensor coordinates for laser range finder Hadji, Saif Eddine Tang, Howe Hing Khattak, Muhammad Adil Mohamed Ali, Mohamed Sultan Kazi, Suhail TJ Mechanical engineering and machinery This paper describes an algorithm for feature extraction from measurements collected by laser range finder. The features are straight lines and corners present in the environment. The measurements are processed in the sensor coordinate system to identify an invariant parameter for the present straight lines that indicate their position and orientation. A second parameter is needed to determine the slopes of the straight lines as well as the values of the intersection angles between the consecutive lines which can be considered as corners in the case of right angles. A log-Hough transformation is used to find the equations of the straight lines. All the computations are carried out in the sensor coordinate system which leads to a fast and robust algorithm of feature extraction. Practical examples are presented to evaluate the efficiency of the algorithm. 2015 Conference or Workshop Item PeerReviewed Hadji, Saif Eddine and Tang, Howe Hing and Khattak, Muhammad Adil and Mohamed Ali, Mohamed Sultan and Kazi, Suhail (2015) 2D feature extraction in sensor coordinates for laser range finder. In: 15th International Conference on. Robotics, Control and Manufacturing Technology (ROCOM '15), 23-25 April, 2015, Kuala Lumpur, Malaysia. http://www.wseas.us/e-library/conferences/2015/Malaysia/CSCCA/CSCCA-06.pdf.
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Hadji, Saif Eddine
Tang, Howe Hing
Khattak, Muhammad Adil
Mohamed Ali, Mohamed Sultan
Kazi, Suhail
2D feature extraction in sensor coordinates for laser range finder
description This paper describes an algorithm for feature extraction from measurements collected by laser range finder. The features are straight lines and corners present in the environment. The measurements are processed in the sensor coordinate system to identify an invariant parameter for the present straight lines that indicate their position and orientation. A second parameter is needed to determine the slopes of the straight lines as well as the values of the intersection angles between the consecutive lines which can be considered as corners in the case of right angles. A log-Hough transformation is used to find the equations of the straight lines. All the computations are carried out in the sensor coordinate system which leads to a fast and robust algorithm of feature extraction. Practical examples are presented to evaluate the efficiency of the algorithm.
format Conference or Workshop Item
author Hadji, Saif Eddine
Tang, Howe Hing
Khattak, Muhammad Adil
Mohamed Ali, Mohamed Sultan
Kazi, Suhail
author_facet Hadji, Saif Eddine
Tang, Howe Hing
Khattak, Muhammad Adil
Mohamed Ali, Mohamed Sultan
Kazi, Suhail
author_sort Hadji, Saif Eddine
title 2D feature extraction in sensor coordinates for laser range finder
title_short 2D feature extraction in sensor coordinates for laser range finder
title_full 2D feature extraction in sensor coordinates for laser range finder
title_fullStr 2D feature extraction in sensor coordinates for laser range finder
title_full_unstemmed 2D feature extraction in sensor coordinates for laser range finder
title_sort 2d feature extraction in sensor coordinates for laser range finder
publishDate 2015
url http://eprints.utm.my/id/eprint/60760/
http://www.wseas.us/e-library/conferences/2015/Malaysia/CSCCA/CSCCA-06.pdf.
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score 13.209306