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
相关论文
共 50 条
  • [41] Improving energy efficiency with intelligent systems
    Szladow, A.J.
    Mills, D.
    Fry, R.
    [J]. Process Control News (for the Pulp and Paper Industries), 2001, 21 (03): : 6 - 7
  • [42] IMPROVING THE EFFICIENCY OF DISTRIBUTED INTELLIGENT SYSTEMS
    Degtyarev, A. B.
    Guskov, V. P.
    Eroshkin, A. V.
    [J]. DISTRIBUTED COMPUTING AND GRID-TECHNOLOGIES IN SCIENCE AND EDUCATION, 2012, : 81 - 84
  • [43] Improving the energy efficiency of pumping systems
    Yates, MA
    Weybourne, I
    [J]. JOURNAL OF WATER SUPPLY RESEARCH AND TECHNOLOGY-AQUA, 2001, 50 (02): : 101 - 111
  • [44] IMPROVING RELIABILITY OF ELECTRICAL DISTRIBUTION-SYSTEMS
    MORRISON, WG
    [J]. CHEMICAL ENGINEERING, 1978, 85 (21) : 102 - 112
  • [45] Certification is way for improving the reliability of pipeline systems
    Rozgonyuk, V.V.
    [J]. Gazovaya Promyshlennost, 2002, (09): : 61 - 63
  • [46] IMPROVING RELIABILITY IN COMPUTER-BASED SYSTEMS
    DUFFUAA, SO
    RAOUF, A
    [J]. MICROELECTRONICS AND RELIABILITY, 1989, 29 (02): : 177 - 184
  • [47] DECISION SUPPORT FOR IMPROVING SYSTEMS RELIABILITY BY REDUNDANCY
    PETROVIC, D
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1991, 55 (03) : 357 - 367
  • [48] Improving the reliability of hydraulic systems of technological machines
    Pugin, K. G.
    [J]. INTERNATIONAL CONFERENCE ON MODERN TRENDS IN MANUFACTURING TECHNOLOGIES AND EQUIPMENT (ICMTMTE) 2020, 2020, 971
  • [49] Network reconfiguration for improving reliability in distribution systems
    Brown, RE
    [J]. 2003 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1-4, CONFERENCE PROCEEDINGS, 2003, : 2419 - 2424
  • [50] IMPROVING THE RELIABILITY OF DRAINAGE SYSTEMS AT KIMBERLITE MINES
    Ovchinnikov, N. P.
    [J]. PROCEEDINGS OF THE TULA STATES UNIVERSITY-SCIENCES OF EARTH, 2024, 1 : 300 - 312