Neural network based for automatic vehicle classification in forward scattering radar

The paper is dedicated to the continuation and improvement of the vehicle classification method of SISAR micro-sensors for ground vehicles previously presented in RADAR2004 and RADAR2005 [1–2]. In spite of a number of theoretical research efforts in the application of SISAR for target classification...

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Main Authors: Raja Abdullah, Raja Syamsul Azmir, Saripan, M. Iqbal, Cherniakov, Mike
Format: Conference or Workshop Item
Language:English
Published: IEEE 2007
Online Access:http://psasir.upm.edu.my/id/eprint/47734/1/Neural%20network%20based%20for%20automatic%20vehicle%20classification%20in%20forward%20scattering%20radar.pdf
http://psasir.upm.edu.my/id/eprint/47734/
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=4784057&queryText=universiti%20putra%20malaysia&pageNumber=5&newsearch=true
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spelling my.upm.eprints.477342016-09-30T07:55:03Z http://psasir.upm.edu.my/id/eprint/47734/ Neural network based for automatic vehicle classification in forward scattering radar Raja Abdullah, Raja Syamsul Azmir Saripan, M. Iqbal Cherniakov, Mike The paper is dedicated to the continuation and improvement of the vehicle classification method of SISAR micro-sensors for ground vehicles previously presented in RADAR2004 and RADAR2005 [1–2]. In spite of a number of theoretical research efforts in the application of SISAR for target classification [1–4] , there are only few research concentrate on the classification processing to confirm the feasibility of SISAR's practicality. This paper begins with an overview and summary of the authors' previous research. Then a new research topic in the improvement of the classification performance for various scenarios using Neural Network is proposed. Finally experimental results, conclusions and recommendations are presented. IEEE 2007 Conference or Workshop Item PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/47734/1/Neural%20network%20based%20for%20automatic%20vehicle%20classification%20in%20forward%20scattering%20radar.pdf Raja Abdullah, Raja Syamsul Azmir and Saripan, M. Iqbal and Cherniakov, Mike (2007) Neural network based for automatic vehicle classification in forward scattering radar. In: 2007 IET International Conference on Radar Systems, 15-18 Oct. 2007, Edinburgh, United Kingdom. . http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=4784057&queryText=universiti%20putra%20malaysia&pageNumber=5&newsearch=true 10.1049/cp:20070524
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description The paper is dedicated to the continuation and improvement of the vehicle classification method of SISAR micro-sensors for ground vehicles previously presented in RADAR2004 and RADAR2005 [1–2]. In spite of a number of theoretical research efforts in the application of SISAR for target classification [1–4] , there are only few research concentrate on the classification processing to confirm the feasibility of SISAR's practicality. This paper begins with an overview and summary of the authors' previous research. Then a new research topic in the improvement of the classification performance for various scenarios using Neural Network is proposed. Finally experimental results, conclusions and recommendations are presented.
format Conference or Workshop Item
author Raja Abdullah, Raja Syamsul Azmir
Saripan, M. Iqbal
Cherniakov, Mike
spellingShingle Raja Abdullah, Raja Syamsul Azmir
Saripan, M. Iqbal
Cherniakov, Mike
Neural network based for automatic vehicle classification in forward scattering radar
author_facet Raja Abdullah, Raja Syamsul Azmir
Saripan, M. Iqbal
Cherniakov, Mike
author_sort Raja Abdullah, Raja Syamsul Azmir
title Neural network based for automatic vehicle classification in forward scattering radar
title_short Neural network based for automatic vehicle classification in forward scattering radar
title_full Neural network based for automatic vehicle classification in forward scattering radar
title_fullStr Neural network based for automatic vehicle classification in forward scattering radar
title_full_unstemmed Neural network based for automatic vehicle classification in forward scattering radar
title_sort neural network based for automatic vehicle classification in forward scattering radar
publisher IEEE
publishDate 2007
url http://psasir.upm.edu.my/id/eprint/47734/1/Neural%20network%20based%20for%20automatic%20vehicle%20classification%20in%20forward%20scattering%20radar.pdf
http://psasir.upm.edu.my/id/eprint/47734/
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=4784057&queryText=universiti%20putra%20malaysia&pageNumber=5&newsearch=true
_version_ 1643833966939078656
score 13.159267