Moving vehicle identification using artificial neural network

International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia.

Saved in:

Bibliographic Details
Main Authors:	Paulraj, Murugesa Pandiyan, Assoc. Prof. Dr., Abdul Hamid, Adom, Assoc. Prof. Dr., Siti Marhainis, Othman, Sundararaj, Sathish Kumar
Other Authors:	paul@unimap.edu.my
Format:	Working Paper
Language:	English
Published:	Universiti Malaysia Perlis (UniMAP) 2012
Subjects:	Hearing impaired Backpropagation Multilayer Perceptron (MLP) Neural Network
Online Access:	http://dspace.unimap.edu.my/xmlui/handle/123456789/20492
Tags:	Add Tag No Tags, Be the first to tag this record!
Institution:	Universiti Malaysia Perlis
Language:	English

id	my.unimap-20492
record_format	dspace
spelling	my.unimap-204922012-07-19T13:09:55Z Moving vehicle identification using artificial neural network Paulraj, Murugesa Pandiyan, Assoc. Prof. Dr. Abdul Hamid, Adom, Assoc. Prof. Dr. Siti Marhainis, Othman Sundararaj, Sathish Kumar paul@unimap.edu.my abdhamid@unimap.edu.my sathishy2j@yahoo.com Hearing impaired Backpropagation Multilayer Perceptron (MLP) Neural Network International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia. Hearing impaired people cannot distinguish the sound from a moving vehicle approaching from their behind. They often face a risky situation while they are in outdoors. In this paper, a simple algorithm is proposed to classify the type and distance of the moving vehicles based on the sound signature recorded from the vehicles. A simple experimental protocol is designed to record the vehicle sound under different environment conditions and velocity of vehicles. The noises emanated from moving vehicles along the roadside were recorded along with the type and distance of the vehicle. Autoregressive modeling algorithm is used for the analysis to extract features from the recorded sound signal. Two simple Multilayer Perceptron (MLP) models are developed and trained using Backpropagation algorithm to classify the vehicle type and its distance. The effectiveness of the network is validated through stimulation. 2012-07-19T13:09:54Z 2012-07-19T13:09:54Z 2012-02-27 Working Paper http://hdl.handle.net/123456789/20492 en Proceedings of the International Conference on Man-Machine Systems (ICoMMS 2012) Universiti Malaysia Perlis (UniMAP) School of Mechatronic Engineering
institution	Universiti Malaysia Perlis
building	UniMAP Library
collection	Institutional Repository
continent	Asia
country	Malaysia
content_provider	Universiti Malaysia Perlis
content_source	UniMAP Library Digital Repository
url_provider	http://dspace.unimap.edu.my/
language	English
topic	Hearing impaired Backpropagation Multilayer Perceptron (MLP) Neural Network
spellingShingle	Hearing impaired Backpropagation Multilayer Perceptron (MLP) Neural Network Paulraj, Murugesa Pandiyan, Assoc. Prof. Dr. Abdul Hamid, Adom, Assoc. Prof. Dr. Siti Marhainis, Othman Sundararaj, Sathish Kumar Moving vehicle identification using artificial neural network
description	International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia.
author2	paul@unimap.edu.my
author_facet	paul@unimap.edu.my Paulraj, Murugesa Pandiyan, Assoc. Prof. Dr. Abdul Hamid, Adom, Assoc. Prof. Dr. Siti Marhainis, Othman Sundararaj, Sathish Kumar
format	Working Paper
author	Paulraj, Murugesa Pandiyan, Assoc. Prof. Dr. Abdul Hamid, Adom, Assoc. Prof. Dr. Siti Marhainis, Othman Sundararaj, Sathish Kumar
author_sort	Paulraj, Murugesa Pandiyan, Assoc. Prof. Dr.
title	Moving vehicle identification using artificial neural network
title_short	Moving vehicle identification using artificial neural network
title_full	Moving vehicle identification using artificial neural network
title_fullStr	Moving vehicle identification using artificial neural network
title_full_unstemmed	Moving vehicle identification using artificial neural network
title_sort	moving vehicle identification using artificial neural network
publisher	Universiti Malaysia Perlis (UniMAP)
publishDate	2012
url	http://dspace.unimap.edu.my/xmlui/handle/123456789/20492
_version_	1643793089018462208

Moving vehicle identification using artificial neural network

Similar Items