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Author: Jerzy Jackowski

Affiliation: Military University of Technology, Institute of Mechanical Vehicles, Poland

ISBN: 972-8865-29-5

Keyword(s): Process of identification, acoustic signals, neural network.

Related Ontology Subjects/Areas/Topics: Decision Support Systems ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Neural Networks Based Control Systems

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. (More)

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Paper citation in several formats:
Jackowski J. and (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

@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},
}

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

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