IMPROVING EFFICIENCY AND RELIABILITY OF GUNSHOT DETECTION SYSTEMS

被引:0
|
作者
Ahmed, Talal [1 ]
Uppal, Momin [1 ]
Muhammad, Abubakr [1 ]
机构
[1] LUMS Sch Sci & Engn, Dept Elect Engn, Lahore, Pakistan
关键词
Gunshot detection systems; Acoustic signal processing; Event detection; Support vector machines; Template matching;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, we focus on setting up a gunshot detection system with high detection performance, robustness to noise and low computational complexity. To achieve these objectives, we formulate a two-stage approach with a less costly impulsive event detection framework followed by a relatively more complex gunshot recognition stage. To improve detection performance of the gunshot recognition stage, we propose a template matching measure in conjunction with the eighth order linear predictive coding coefficients to train a support vector machine classifier. Using an extensive audio database, we were able to achieve a better gunshot recognition performance than with the well-known existing features used for gunshot detection.
引用
收藏
页码:513 / 517
页数:5
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