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Discerning Pig Screams in Production Environments

机译:在生产环境中识别猪的尖叫声

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摘要

Pig vocalisations convey information about their current state of health and welfare. Continuously monitoring these vocalisations can provide useful information for the farmer. For instance, pig screams can indicate stressful situations. When monitoring screams, other sounds can interfere with scream detection. Therefore, identifying screams from other sounds is essential. The objective of this study was to understand which sound features define a scream. Therefore, a method to detect screams based on sound features with physical meaning and explicit rules was developed. To achieve this, 7 hours of labelled data from 24 pigs was used. The developed detection method attained 72% sensitivity, 91% specificity and 83% precision. As a result, the detection method showed that screams contain the following features discerning them from other sounds: a formant structure, adequate power, high frequency content, sufficient variability and duration.
机译:猪的声音传达了有关其当前健康和福利状况的信息。不断监测这些声音可以为农民提供有用的信息。例如,猪的尖叫声可能表明压力很大。监视尖叫时,其他声音会干扰尖叫检测。因此,从其他声音中识别尖叫声至关重要。这项研究的目的是了解哪些声音特征定义了尖叫声。因此,开发了一种基于具有物理意义和明确规则的声音特征来检测尖叫的方法。为此,使用了24头猪的7小时标记数据。所开发的检测方法获得了72%的灵敏度,91%的特异性和83%的精度。结果,检测方法表明尖叫声具有以下特征,可以将它们与其他声音区分开:共振峰结构,足够的功率,高频成分,足够的可变性和持续时间。

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