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The paper presents an automatic sound recognition algorithm intended for application in an audiovisual security monitoring system. A distributed character of security systems does not allow for simultaneous observation of multiple multimedia streams, thus an automatic recognition algorithm must be introduced. In the paper, a module for the parameterization and automatic detection of audio events is described. The spectral analyses of sounds of a broken window, gunshot and scream are performed and parameterization methods are proposed and discussed. Moreover, a sound classification system based on the Support Vector Machines (SVM) algorithm is presented and its accuracy is discussed. The practical application of the system with the use of a monitoring station is shown. The plan of further experiments is presented and the conclusions are derived.
Author (s): Zwan, Pawel;
Czyzewski, Andrzej;
Affiliation:
Gdansk University of Technology, Gdansk, Poland
(See document for exact affiliation information.)
AES Convention: 126
Paper Number:7818
Publication Date:
2009-05-06
Session subject:
Signal Analysis, Measurements, Restoration
DOI:
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Zwan, Pawel; Czyzewski, Andrzej; 2009; Further Developments of Parameterization Methods of Audio Stream Analysis for Security Purposes [PDF]; Gdansk University of Technology, Gdansk, Poland; Paper 7818; Available from: https://aes.org/publications/elibrary-page/?id=15014
Zwan, Pawel; Czyzewski, Andrzej; Further Developments of Parameterization Methods of Audio Stream Analysis for Security Purposes [PDF]; Gdansk University of Technology, Gdansk, Poland; Paper 7818; 2009 Available: https://aes.org/publications/elibrary-page/?id=15014
@inproceedings{Zwan2009further,
title={{Further Developments of Parameterization Methods of Audio Stream Analysis for Security Purposes}},
author={Zwan, Pawel and Czyzewski, Andrzej},
year={2009},
month={may},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 7818; AES Convention 126; May 2009},
number={7818},
organization={AES},
}
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