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...
| Main Authors: | , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
IEEE
2007
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| Online Access: | http://psasir.upm.edu.my/id/eprint/47734/ http://psasir.upm.edu.my/id/eprint/47734/1/Neural%20network%20based%20for%20automatic%20vehicle%20classification%20in%20forward%20scattering%20radar.pdf |
| _version_ | 1848850891458740224 |
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| author | Raja Abdullah, Raja Syamsul Azmir Saripan, M. Iqbal Cherniakov, Mike |
| author_facet | Raja Abdullah, Raja Syamsul Azmir Saripan, M. Iqbal Cherniakov, Mike |
| author_sort | Raja Abdullah, Raja Syamsul Azmir |
| building | UPM Institutional Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-15T10:13:29Z |
| format | Conference or Workshop Item |
| id | upm-47734 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T10:13:29Z |
| publishDate | 2007 |
| publisher | IEEE |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-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 |
| spellingShingle | Raja Abdullah, Raja Syamsul Azmir Saripan, M. Iqbal Cherniakov, Mike Neural network based for automatic vehicle classification in forward scattering radar |
| title | 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_short | Neural network based for automatic vehicle classification in forward scattering radar |
| title_sort | neural network based for automatic vehicle classification in forward scattering radar |
| url | http://psasir.upm.edu.my/id/eprint/47734/ http://psasir.upm.edu.my/id/eprint/47734/ http://psasir.upm.edu.my/id/eprint/47734/ http://psasir.upm.edu.my/id/eprint/47734/1/Neural%20network%20based%20for%20automatic%20vehicle%20classification%20in%20forward%20scattering%20radar.pdf |