Automatic acoustic detection of the red palm weevil

被引:60
作者
Pinhas, J. [1 ,2 ]
Soroker, V. [1 ]
Hetzroni, A. [3 ]
Mizrach, A. [3 ]
Teicher, M. [2 ]
Goldberger, J. [4 ]
机构
[1] Agr Res Org, Inst Plant Protect, Volcani Ctr, IL-50250 Bet Dagan, Israel
[2] Bar Ilan Univ, Dept Math, Fac Nat Sci, IL-52900 Ramat Gan, Israel
[3] Agr Res Org, Inst Agr Engn, Volcani Ctr, IL-50250 Bet Dagan, Israel
[4] Bar Ilan Univ, Sch Engn, Fac Nat Sci, IL-52900 Ramat Gan, Israel
关键词
larva; RPW; acoustic; discrimination; classification; Vector Quantization; Gaussian mixture model; pattern recognition; spectral analysis; automatic; detection;
D O I
10.1016/j.compag.2008.02.004
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
The redpalm weevil (RPW) is a key pest of horticultural and ornamental palm species in Asia, the Middle East and the Mediterranean region, currently dispersing in Mediterranean European countries, endangering the landscape. The RPW larvae bore deep into palm crowns, trunks and offshoots, concealed from visual inspection until the palms are nearly dead. Traded palm trees are intensively transported between and within countries, spreading the pest worldwide. Consequently, an urgent need exists to identify and monitor concealed RPW larvae. Acoustic signals of boring RPW larvae can be recorded from the infested palms using off-the-shelf recording devices, but the resolution of the signals emitted by healthy palms is often difficult to discriminate. The purpose of this research was to develop a mathematical method to automatically detect acoustic activity of RPW in offshoots and implement it in a prototype setup. The methodology applied was similar to techniques used in the field of speech recognition, utilizing Vector quantization (VQ) or Gaussian mixture modeling (GMM). The algorithm successfully achieved detection ratios as high as 98.9%. The study shows that it is feasible to detect RPW sounds using the mathematical method of speech recognition and commercial recording devices, which could be utilized to monitor trade and transportation of offshoots. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:131 / 139
页数:9
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