Laser scan matching for mobile robot localization

This masters project deals with mobile robot localization - making the robot aware of its position with respect to its environment or the global frame. Odome - try from the robot does give us this position information directly, but it is always erroneous, with the errors also adding up over time. T...

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Main Author: Karunagaran Giridharan.
Other Authors: Wijerupage Sardha Wijesoma
Format: Theses and Dissertations
Language:English
Published: 2009
Subjects:
Online Access:http://hdl.handle.net/10356/18830
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-188302023-07-04T15:21:39Z Laser scan matching for mobile robot localization Karunagaran Giridharan. Wijerupage Sardha Wijesoma School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Robotics This masters project deals with mobile robot localization - making the robot aware of its position with respect to its environment or the global frame. Odome - try from the robot does give us this position information directly, but it is always erroneous, with the errors also adding up over time. There are several ways to correct the errors in the odometry awl thereby achieve robust localization. One of those techniques is Laser Scan Matching and it is the focus of this project. The Laser Scan Matching algorithm processes two laser scans taken from a mobile robot’s Laser Range Finder sensor to obtain information about the translation and rotation executed by the robot, in the time between the two scans. Further, the algorithm has several distinct steps that are executed in sequence, in order to obtain these translation and orientation estimates. This major portion of this project involved the studying, implementing and testing of the Laser Scan Matching algorithm in matlab, using laser scans front both simulations and from actual laser scanners. By scan-matching consecutive scans from a mobile robot’s laser seamier, we can obtain estimates for the translations and rotations made by the robot all through its run, and thereby estimate its path. This has also been explored in this project. The estimation of the robot path using the laser scan matching algorithm is localization and is what gave this report the title “Laser Scan Matching for Mobile Robot Localization”. Master of Science (Computer Control and Automation) 2009-07-20T03:48:43Z 2009-07-20T03:48:43Z 2008 2008 Thesis http://hdl.handle.net/10356/18830 en 59 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Robotics
spellingShingle DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Robotics
Karunagaran Giridharan.
Laser scan matching for mobile robot localization
description This masters project deals with mobile robot localization - making the robot aware of its position with respect to its environment or the global frame. Odome - try from the robot does give us this position information directly, but it is always erroneous, with the errors also adding up over time. There are several ways to correct the errors in the odometry awl thereby achieve robust localization. One of those techniques is Laser Scan Matching and it is the focus of this project. The Laser Scan Matching algorithm processes two laser scans taken from a mobile robot’s Laser Range Finder sensor to obtain information about the translation and rotation executed by the robot, in the time between the two scans. Further, the algorithm has several distinct steps that are executed in sequence, in order to obtain these translation and orientation estimates. This major portion of this project involved the studying, implementing and testing of the Laser Scan Matching algorithm in matlab, using laser scans front both simulations and from actual laser scanners. By scan-matching consecutive scans from a mobile robot’s laser seamier, we can obtain estimates for the translations and rotations made by the robot all through its run, and thereby estimate its path. This has also been explored in this project. The estimation of the robot path using the laser scan matching algorithm is localization and is what gave this report the title “Laser Scan Matching for Mobile Robot Localization”.
author2 Wijerupage Sardha Wijesoma
author_facet Wijerupage Sardha Wijesoma
Karunagaran Giridharan.
format Theses and Dissertations
author Karunagaran Giridharan.
author_sort Karunagaran Giridharan.
title Laser scan matching for mobile robot localization
title_short Laser scan matching for mobile robot localization
title_full Laser scan matching for mobile robot localization
title_fullStr Laser scan matching for mobile robot localization
title_full_unstemmed Laser scan matching for mobile robot localization
title_sort laser scan matching for mobile robot localization
publishDate 2009
url http://hdl.handle.net/10356/18830
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