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《Acta Entomologica Sinica》 2012-04
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Automatic recognition of insect sounds using MFCC and GMM

ZHU Le-Qing1,ZHANG Zhen2(1.College of Computer Science and Information Engineering,Zhejiang Gongshang University,Hangzhou 310018,China;2.Key Laboratory of Forest Protection of State Forestry Administration,Research Institute of Forest Ecology,Environment and Protection,Chinese Academy of Forestry,Beijing 100091,China)  
Insects produce various sounds when they are moving,feeding or calling.These sounds exhibit intraspecies similarity and interspecies differences,thus they can be used to discriminate species identities of insects.Automatic detection of insect species through sounds produced by the insects would be very meaningful in giving farm workers or forestry workers a convenient way to recognize insects.In this study we employed the sound parameterization techniques that are frequently used in the field of human speech recognition.Mel-frequency cepstrum coefficients(MFCCs) were extracted from the sound samples after preprocessing,and Gaussian mixture model(GMM) was trained with these MFCC features.Finally,the unknown insect sound samples were classified by the GMM.The proposed method was evaluated in a database with acoustic samples of 58 different insect sounds.The method performed well in terms of both recognition rate and time performance.The average recognition accuracy was as high as 98.95%.The test results proved that sound parameterization techniques based on MFCC and GMM could be used to recognize insect species efficiently.
【Fund】: 浙江省自然科学基金项目(Y12F020130);; 浙江省教育厅资助项目(Y201119748);; 浙江省科技厅资助项目(2010C31108)
【CateGory Index】: TN912.34;S477;Q969
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【References】
Chinese Journal Full-text Database 1 Hits
1 Tian Shasha1,Tang Wan1,She Wei2(1.College of Computer Science,South-Central University for Nationalities,Wuhan 430074,China 2.College of mathematics and statistics,South-Central University for Nationalities,Wuhan 430074,China);Research of Improved MFCC Parameters in Signer-independent Speech Recognition[J];Bulletin of Science and Technology;2013-03
【Citations】
Chinese Journal Full-text Database 3 Hits
1 ZHANG Wan-li LIU Qiao(Electronic Dept of Guizhou University, Guiyang,550025,China);Mel-Frequency Cepstral Coefficients Extraction and Its Application on Voiceprint Recognition[J];Journal of Guizhou University(Natural Science);2005-02
2 HAN Ping (Department of Computer Science, Zhengzhou Institute of Technology, Zhengzhou 450052);Voice-pattern Recognition of Storedproducted Insects[J];Computer Engineering;2003-22
3 ZHU Le-Qing1,WANG Hong-Bin2,ZHANG Zhen2,(1. College of Computer Science and Information Engineering,Zhejiang Gongshang University,Hangzhou 310018,China; 2. Key Laboratory of Forest Protection of State Forestry Administration,Research Institute of Forest Ecology,Environment and Protection,Chinese Academy of Forestry,Beijing 100091,China);Automatic acoustical identification of insects based on MFCC and VQ[J];Acta Entomologica Sinica;2010-08
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 CHENG Dong-quan,GU Feng(Antai College of Economics & Management,Shanghai Jiao Tong University,Shanghai 200052,China);Risk analysis of coal and gas outburst based on extensible pattern recognition[J];Journal of Safety and Environment;2012-01
2 LUO Qian;WANG Hong-bin;ZHANG Zhen;KONG Xiang-bo. Key Laboratory of Forest Protection of State Forestry Administration,Research Institute of Forest Ecology,Environment and Protection,Chinese Academy of Forestry,Beijing,100091,P.R.China;Automatic stridulation identification of bark beetles based on MFCC and BP Network[J];Journal of Beijing Forestry University;2011-05
3 DONG Guiguan,SHEN Yong(Key Laboratory of Modern Acoustics,Institute of Acoustics,Nanjing University,Nanjing 210093,China);Method of Voiceprint Recognition Based on Comparison of Whispered Chinese Speech Records' Spectrums[J];Audio Engineering;2011-04
4 ZHU Hao-bing, GUO Dong-hui (Xiamen University, Xiamen 361005, P.R.China);Principles and Key Technologies of Voiceprint Recognition System[J];Network & Computer Security;2007-09
5 WANG Dong,CHEN Jun-long,ZHANG Hong-xian(Department of Computer,Foshan University,Foshan 528000,China);Voice-print recognition technology based on voice matching[J];Journal of Foshan University(Natural Science Edition);2008-04
6 ;Design of Speaker Recognition System[J];Industrial Control Computer;2012-06
7 XIE Guo-dong,YI Quan,HAN Zhao-fu,YANG Jian-chang(Academy of Armored Forces Engineering,Beijing 100072,China);Research on Battlefield Target Sound Recognition Technology[J];Fire Control and Command Control;2008-S2
8 WU Pei-xian1,WANG Rui-rong1,WANG Jian-zhong1,ZOU Hong-bo1,XUE An-ke1,SUN Ying-hong2,HE Xiao-hong2(1.Institute of Information and Control,Hangzhou Dianzi University,Hangzhou 310018,China;2.Hangzhou Hydrology and Water Resources Monitoring Station,Hangzhou 310016,China);Real-time monitoring technology on tidal water of Qiantang river based on audio-recognition[J];Mechanical & Electrical Engineering Magazine;2009-04
9 LI Wen1,MO Hong-qiang1,TIAN Lian-fang1,YANG Guo-qing1,ZHENG Ze-guang21.College of Automation Science and Engineering,South China University of Technology,Guangzhou 510641,China 2.Guangzhou Medical University,Guangzhou 510120,China;Automated classification between dry and wet cough using MFCC and DTW[J];Computer Engineering and Applications;2010-13
10 XIE Guo-dong,YANG Jian-chang,YI Quan,HAN Zhao-fu(Automation Control Department,Armored Force Engineering Institute,Beijing 100072,China);On Battlefield Target Sound Recognition Technology[J];Control Engineering of China;2010-S1
【Co-references】
Chinese Journal Full-text Database 9 Hits
1 LUO Qian;WANG Hong-bin;ZHANG Zhen;KONG Xiang-bo. Key Laboratory of Forest Protection of State Forestry Administration,Research Institute of Forest Ecology,Environment and Protection,Chinese Academy of Forestry,Beijing,100091,P.R.China;Automatic stridulation identification of bark beetles based on MFCC and BP Network[J];Journal of Beijing Forestry University;2011-05
2 WEI Lixing,ZHANG Miao,ZHONG Yingchun,HAN Guang Department of Automation,Guangdong University of Technology,Guangzhou 510006,China;Noise speaker dependent recognition system based on PCNN[J];Computer Engineering and Applications;2012-03
3 ZHOU A-zhuan,YU Yi-biao(Speech Technology Laboratory,Soochow University,Suzhou Jiangsu 215006,China);Robust speech recognition by adopting random projection in feature space[J];Journal of Computer Applications;2012-07
4 SONG Zhi-zhang1,MALi2,LIU Xing-fei1,LI Qi-nan1(1.Qiqihar University,Heilongjiang Qiqihar 161006,China; 2.Qiqihar Quality Supervision Test Technical Center,Heilongjiang Qiqihar 161006,China);Design and Simulation Research on Speech Recognition Model[J];Computer Simulation;2012-05
5 MA Zhong-hai(School of Mathematics and Computer Science,Northwest University for Nationalities,Lanzhou Gansu 730030,China);More Under the Environment of the Identity of the Noise Voice Identification Technology Research and Simulation[J];Computer Simulation;2012-05
6 CAO Jiea,YU Li-zhenb(a.College of Computer & Communication,b.College of Electrical & Information Engineering,Lanzhou University of Technology,Lanzhou 730050,China);Multi-speaker recognition based on MFCC and motion intensity clustering initialization[J];Application Research of Computers;2012-09
7 SHAN Yu-Xiang1 DENG Yan1 LIU Jia1 1.Tsinghua National Laboratory for Information Science andTechnology,Department of Electronic Engineering,TsinghuaUniversity,Beijing 100084;A Novel Large Vocabulary Continuous Speech Recognition Algorithm Combined with Language Recognition[J];Acta Automatica Sinica;2012-03
8 LI Yong,LI Ying,YU Qingqing College of Mathematics and Computer Science,Fuzhou University,Fuzhou 350108,China;Two-layer environmental sounds recognition based on new MFCC and fluctuation pat-tern[J];Computer Engineering and Applications;2011-30
9 JIANG Ying,YU Yi-biao (School of Electronics and Information,Soochow University,Suzhou 215006,China);Digital recognition based on acoustic universal structure[J];Computer Engineering and Design;2012-04
【Secondary Citations】
Chinese Journal Full-text Database 2 Hits
1 ZHEN Bin\ WU Xihong\ LIU Zhimin\ CHI Huisheng (Center for Information Science,Peking University,Beijing,100871);On the Importance of Components of the MFCC in Speech and Speaker Recognition[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2001-03
2 HAN Ping (Department of Computer Science, Zhengzhou Institute of Technology, Zhengzhou 450052);Voice-pattern Recognition of Storedproducted Insects[J];Computer Engineering;2003-22
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