Probabilistic model of laser range finder for three dimensional grid cell in close range environment

The probabilistic model of a laser scanner presents an important aspect for simultaneous localization and map-building (SLAM). However, the characteristic of the beam of the laser range finder under extreme incident angles approaching 900 has not been thoroughly investigated. This research paper re...

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Main Authors: Iman, Hafiz, Alang Rashid, Nahrul Khair
Format: Article
Language:English
English
Published: International Islamic University Malaysia 2016
Subjects:
Online Access:http://irep.iium.edu.my/52126/
http://irep.iium.edu.my/52126/
http://irep.iium.edu.my/52126/1/52126_Probabilistic%20model%20of%20laser%20range%20finder.pdf
http://irep.iium.edu.my/52126/7/52126_PROBABILISTIC%20MODEL%20OF%20LASER%20RANGE%20FINDER%20FOR%20THREE%20DIMENSIONAL_WoS.pdf
id iium-52126
recordtype eprints
spelling iium-521262017-05-09T02:36:50Z http://irep.iium.edu.my/52126/ Probabilistic model of laser range finder for three dimensional grid cell in close range environment Iman, Hafiz Alang Rashid, Nahrul Khair TA Engineering (General). Civil engineering (General) The probabilistic model of a laser scanner presents an important aspect for simultaneous localization and map-building (SLAM). However, the characteristic of the beam of the laser range finder under extreme incident angles approaching 900 has not been thoroughly investigated. This research paper reports the characteristic of the density of the range value coming from a laser range finder under close range circumstances where the laser is imposed with a high incident angle. The laser was placed in a controlled environment consisting of walls at a close range and 1000 iteration of scans was collected. The assumption of normal density of the metrical data collapses when the beam traverses across sharp edges in this environment. The data collected also shows multimodal density at instances where the range has discontinuity. The standard deviation of the laser range finder is reported to average at 10.54 mm, with 0.96 of accuracy. This significance suggests that under extreme incident angles, a laser range finder reading behaves differently compared to normal distribution. The use of this information is crucial for SLAM activity in enclosed environments such as inside piping grid or other cluttered environments. International Islamic University Malaysia 2016 Article PeerReviewed application/pdf en http://irep.iium.edu.my/52126/1/52126_Probabilistic%20model%20of%20laser%20range%20finder.pdf application/pdf en http://irep.iium.edu.my/52126/7/52126_PROBABILISTIC%20MODEL%20OF%20LASER%20RANGE%20FINDER%20FOR%20THREE%20DIMENSIONAL_WoS.pdf Iman, Hafiz and Alang Rashid, Nahrul Khair (2016) Probabilistic model of laser range finder for three dimensional grid cell in close range environment. IIUM Engineering Journal, 17 (1). pp. 63-82. ISSN 1511-788X E-ISSN 2289-7860 http://journals.iium.edu.my/ejournal/index.php/iiumej/article/view/570
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
English
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
Iman, Hafiz
Alang Rashid, Nahrul Khair
Probabilistic model of laser range finder for three dimensional grid cell in close range environment
description The probabilistic model of a laser scanner presents an important aspect for simultaneous localization and map-building (SLAM). However, the characteristic of the beam of the laser range finder under extreme incident angles approaching 900 has not been thoroughly investigated. This research paper reports the characteristic of the density of the range value coming from a laser range finder under close range circumstances where the laser is imposed with a high incident angle. The laser was placed in a controlled environment consisting of walls at a close range and 1000 iteration of scans was collected. The assumption of normal density of the metrical data collapses when the beam traverses across sharp edges in this environment. The data collected also shows multimodal density at instances where the range has discontinuity. The standard deviation of the laser range finder is reported to average at 10.54 mm, with 0.96 of accuracy. This significance suggests that under extreme incident angles, a laser range finder reading behaves differently compared to normal distribution. The use of this information is crucial for SLAM activity in enclosed environments such as inside piping grid or other cluttered environments.
format Article
author Iman, Hafiz
Alang Rashid, Nahrul Khair
author_facet Iman, Hafiz
Alang Rashid, Nahrul Khair
author_sort Iman, Hafiz
title Probabilistic model of laser range finder for three dimensional grid cell in close range environment
title_short Probabilistic model of laser range finder for three dimensional grid cell in close range environment
title_full Probabilistic model of laser range finder for three dimensional grid cell in close range environment
title_fullStr Probabilistic model of laser range finder for three dimensional grid cell in close range environment
title_full_unstemmed Probabilistic model of laser range finder for three dimensional grid cell in close range environment
title_sort probabilistic model of laser range finder for three dimensional grid cell in close range environment
publisher International Islamic University Malaysia
publishDate 2016
url http://irep.iium.edu.my/52126/
http://irep.iium.edu.my/52126/
http://irep.iium.edu.my/52126/1/52126_Probabilistic%20model%20of%20laser%20range%20finder.pdf
http://irep.iium.edu.my/52126/7/52126_PROBABILISTIC%20MODEL%20OF%20LASER%20RANGE%20FINDER%20FOR%20THREE%20DIMENSIONAL_WoS.pdf
first_indexed 2023-09-18T21:13:54Z
last_indexed 2023-09-18T21:13:54Z
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