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Title: A simple vehicle classification framework for wireless audio-sensor networks, Journal of Telecommunications and Information Technology, 2008, nr 1

Creator:

Harms, Janelle ; Malhotra, Baljeet ; Nikolaidis, Ioanis

Date:

2008, nr 1

Resource Type:

artykuł

Description:

Vehicle tracking is one of the important applications of wireless sensor networks. We consider an aspect of tracking: the classification of targets based on the acoustic signals produced by vehicles. In this paper, we present a naıve classifier and simple distributed schemes for vehicle classification based on the features extracted from the acoustic signals. We demonstrate a novel way of using Aura matrices to create a new feature derived from the power spectral density (PSD) of a signal, which performs at par with other existing features. To benefit from the distributed environment of the sensor networks we also propose efficient dynamic acoustic features that are low on dimension, yet effective for classification. An experimental study has been conducted using real acoustic signals of different vehicles in an urban setting. Our proposed schemes using a na¨ıve classifier achieved highly accurate results in classifying different vehicles into two classes. Communication and computational costs were also computed to capture their trade-off with the classification quality.

Publisher:

Instytut Łączności - Państwowy Instytut Badawczy, Warszawa

Format:

application/pdf

Resource Identifier:

oai:bc.itl.waw.pl:153

DOI:

10.26636/jtit.2008.1.861

ISSN:

1509-4553

eISSN:

1899-8852

Source:

Journal of Telecommunications and Information Technology

Language:

ang

Rights Management:

Biblioteka Naukowa Instytutu Łączności

Subject and keywords:

acoustic signals vehicle classification sensor networks

Object collections:

Last modified:

Aug 5, 2024

In our library since:

Jan 5, 2010

Number of object content hits:

356

All available object's versions:

https://bc.itl.waw.pl/publication/179

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Edition name Date
Harms, Janelle; Malhotra, Baljeet; Nikolaidis, Ioanis, 2008, nr 1, A simple vehicle classificationframework for wireless audio-sensornetworks, Journal of Telecommunications and Information Technology, 2008 nr 1 Aug 5, 2024

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Instytut Łączności – Państwowy Instytut Badawczy ul. Szachowa 1 04-894 Warszawa

Phone

(+48) 5128 696

E-Mail

biblioteka@il-pib.pl

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