蛋鸡声音信号去噪方法对比分析
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国家重点研发计划项目(2016YFD0700204)


Improved De-noising Method of Laying Hens’Vocalization
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    摘要:

    声音分析技术已成为研究动物行为、动物福利的一种重要工具,蛋鸡声音可用来评价其健康或福利状况,然而规模化蛋鸡舍中存在较多风机噪声等声源干扰,这对准确识别蛋鸡发声有很大影响。本文以海兰褐蛋鸡为例,预处理获取的声音信号,以减少风机噪声的干扰。利用数字化声音采集平台采集不同类型的蛋鸡发声和风机噪声音频,采用LabVIEW软件进行声音信号处理并分析蛋鸡声音和风机噪声的时频特征。同时,对比分析不同去噪方法(IIR滤波器去噪、小波阈值去噪和改进谱减法去噪)在去除风机噪声方面的效果。结果表明,在信噪比为-8~20dB声音环境下,改进谱减法均方根误差最小(0.03~0.38),算法运行耗时最短(6~7ms),在实际应用中去噪效果较好,可为规模化蛋鸡舍中风机噪声环境下的蛋鸡声音信号处理和分析提供参考。

    Abstract:

    Sound analysis has become an important tool for studying the behavior, health and welfare of animals in recent years. Monitoring laying hens’ sound can be used to evaluate their health or welfare. However, large-scale henhouses exist more noise interference such as a typical fan noise, which has a great effect on accurately recognizing poultry vocalization. Hy-line brown laying hens were taken as an example and poultry sound signal pretreatment was applied for reducing the fan noise interference as far as possible. Different types of laying hens’ vocalization and fan noise were recorded by digital sound collection platform. LabVIEW software was used for sound signal processing and analyzing time-frequency characteristics of the fan noise as well as poultry vocalization. Meanwhile, compared with different noise reduction methods, including IIR filter de-noising, wavelet threshold de-noising and improved spectral subtraction methods, and the effect of different de-noising methods were evaluated. Results showed that the sound frequency of laying hens were mainly distributed between 400Hz and 2500Hz, and fan noise frequency distribution was between 0Hz and 1000Hz. In the acoustic environment of SNR within -8~20dB, the improved spectrum subtraction method had the minimum root mean square error (0.03~0.38) with the shortest processing time (6~7ms), which had good outcome in practical application. This study provided foundation for analyzing laying hens’ vocalization in fan noise environment of large-scale henhouses.

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杜晓冬,滕光辉.蛋鸡声音信号去噪方法对比分析[J].农业机械学报,2017,48(12):327-333.

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  • 收稿日期:2017-06-10
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  • 在线发布日期: 2017-12-10
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