MILITARY VEHICLE TYPE CLASSIFICATION - Intelligent Control Systems and Optimization

Jerzy Jackowski

Abstract

This work presents the results of the measurement of the noise generated by vehicles differentiated in respect of the vehicle weight and structure. The analysis of registered acoustic signals was carried out on the basis of their frequency representation. Based on the Student difference test, a series of parameters of determined spectral signal power densities were examined for their usefulness for a differentiating feature vector. A process of qualifying a registered signal of a detected object to a proper class can be realized by various methods. Most often it is carried out on the basis of the object feature vector position against surfaces separating it from the vectors of other objects in the multidimensional space of features. Meeting the requirement of maximum classifier structure simplification, searching for the best separating plane was limited to the neuron network method based on the Rosenblatt perceptron education. Specification of measurement results indicates that there is a high probability of correct recognition of acoustic signals generated by the wheel and caterpillar vehicle motion.

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Paper Citation


in Harvard Style

Jackowski J. (2005). MILITARY VEHICLE TYPE CLASSIFICATION - Intelligent Control Systems and Optimization . In Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO, ISBN 972-8865-29-5, pages 307-310. DOI: 10.5220/0001168903070310


in Bibtex Style

@conference{icinco05,
author={Jerzy Jackowski},
title={MILITARY VEHICLE TYPE CLASSIFICATION - Intelligent Control Systems and Optimization},
booktitle={Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,},
year={2005},
pages={307-310},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001168903070310},
isbn={972-8865-29-5},
}


in EndNote Style

TY - CONF
JO - Proceedings of the Second International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,
TI - MILITARY VEHICLE TYPE CLASSIFICATION - Intelligent Control Systems and Optimization
SN - 972-8865-29-5
AU - Jackowski J.
PY - 2005
SP - 307
EP - 310
DO - 10.5220/0001168903070310