Active stereo vision based system for estimation of Mobile Robot Orientation using composition matrix
Organized by School of Mechatronic Engineering (UniMAP) & co-organized by The Institution of Engineering Malaysia (IEM), 11th - 13th October 2009 at Batu Feringhi, Penang, Malaysia.
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Universiti Malaysia Perlis
2009
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my.unimap-73012010-01-15T08:35:15Z Active stereo vision based system for estimation of Mobile Robot Orientation using composition matrix Paulraj, Murugesapandian Fadzilah, Hashim R. Badlishah, Ahmad Hema, Chengalvarayan Radhakrishnamurthy Abdul Hamid, Adom paul@unimap.edu.my Mobile robots Robotics Robots -- Design and construction Intelligent mobile robots Robot vision Image processing Organized by School of Mechatronic Engineering (UniMAP) & co-organized by The Institution of Engineering Malaysia (IEM), 11th - 13th October 2009 at Batu Feringhi, Penang, Malaysia. The computation of a mobile robot position and orientation is a common task in the area of computing vision and image processing. For a successful application, it is important that the position and orientation of a mobile robot must be determined properly. In this paper, a simple procedure for determining the orientation of the mobile robot using two cameras is presented. The two cameras are used to capture the images of a mobile robot at various orientations. Four simple neural network models are developed to associate the inputs and output (orientation). First neural network model is used to estimate the orientation of a mobile robot using only the features derived from the center camera. The second neural network model is used for estimating the orientation of a mobile robot using features derived from both the centre and side cameras. The third neural network model is used to estimate the orientation using features derived from the composition matrix. The fourth neural network model is used for estimating the orientation using Singular Value Decomposition (SVD) technique. Simulation results show that the proposed algorithm can be used to estimate the orientation of the mobile robot accurately. 2009-11-17T02:00:48Z 2009-11-17T02:00:48Z 2009-10-11 Working Paper p.3B4 1 - 3B4 - 6 http://hdl.handle.net/123456789/7301 en Proceedings of the International Conference on Man-Machine Systems (ICoMMS 2009) Universiti Malaysia Perlis |
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Mobile robots Robotics Robots -- Design and construction Intelligent mobile robots Robot vision Image processing |
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Mobile robots Robotics Robots -- Design and construction Intelligent mobile robots Robot vision Image processing Paulraj, Murugesapandian Fadzilah, Hashim R. Badlishah, Ahmad Hema, Chengalvarayan Radhakrishnamurthy Abdul Hamid, Adom Active stereo vision based system for estimation of Mobile Robot Orientation using composition matrix |
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Organized by School of Mechatronic Engineering (UniMAP) & co-organized by The Institution of Engineering Malaysia (IEM), 11th - 13th October 2009 at Batu Feringhi, Penang, Malaysia. |
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paul@unimap.edu.my |
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paul@unimap.edu.my Paulraj, Murugesapandian Fadzilah, Hashim R. Badlishah, Ahmad Hema, Chengalvarayan Radhakrishnamurthy Abdul Hamid, Adom |
format |
Working Paper |
author |
Paulraj, Murugesapandian Fadzilah, Hashim R. Badlishah, Ahmad Hema, Chengalvarayan Radhakrishnamurthy Abdul Hamid, Adom |
author_sort |
Paulraj, Murugesapandian |
title |
Active stereo vision based system for estimation of Mobile Robot Orientation using composition matrix |
title_short |
Active stereo vision based system for estimation of Mobile Robot Orientation using composition matrix |
title_full |
Active stereo vision based system for estimation of Mobile Robot Orientation using composition matrix |
title_fullStr |
Active stereo vision based system for estimation of Mobile Robot Orientation using composition matrix |
title_full_unstemmed |
Active stereo vision based system for estimation of Mobile Robot Orientation using composition matrix |
title_sort |
active stereo vision based system for estimation of mobile robot orientation using composition matrix |
publisher |
Universiti Malaysia Perlis |
publishDate |
2009 |
url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/7301 |
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1643788753029824512 |
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13.222552 |