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首页> 外文期刊>Communications in Agricultural and Applied Biological Sciences >AUTOMATED MONITORING TOOL TO DETECT THE SHORT-TERM FEEDING BEHAVIOURS OF BROILER CHICKENS BY SOUND ANALYSIS
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AUTOMATED MONITORING TOOL TO DETECT THE SHORT-TERM FEEDING BEHAVIOURS OF BROILER CHICKENS BY SOUND ANALYSIS

机译:通过声音分析检测肉鸡鸡短期喂养行为的自动化监控工具

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摘要

This paper describes a novel monitoring system to accurately detect the short-term feeding behaviours (meal size, meal duration, meals per day and feeding rate) of broiler chickens at group level by a real-time sound processing technology. In this research, the pecking sounds of 10 male, 39 days old, broiler chickens were recorded by a microphone that was attached to the feeder. Simultaneously, the appearances of broilers around feeder were recorded by a camera that was positioned at the top of the feeding pen. At the same time, a weighing system was used to automatically record feed uptake of broilers as a reference method. Moreover, an existing algorithm was used to detect the pecking sounds of 10 broiler chickens while the birds were all eating together. The feeding behaviours of broiler chickens were obtained by pecking sound analysis. The results of the algorithm were compared to reference feeding behaviours through weighing system measurements and video observations. The relationship betweenfeeding behaviours obtained by algorithm and feeding behaviours recorded by a weighing scale and video camera was investigated and a strong positive correlation was found between these methods. Furthermore, the linear regression tests which were performed which were performed resulted in the following coefficients of determination R2 = 0.965 for meal size, 0.938 for meal duration, 0.896 for the number of meals per day and 0.888 for feeding rate. Additionally, the estimated accuracy of the method showedthat, 90% of meal size, 95% of meal duration, 94% of the number of meals per day and 89% of feeding rate were correctly monitored using sound analysis. The results suggest that this automated continous measurement system has the potential to be used as atool to monitor the short-term feeding behaviours of broiler chickens at group level. The most important advantage of this system is that the measurements can be made continuously throughout the life span of a flock, in a fully automated, completely non-invasive and non-intrusive way. It is proposed to test this system in commercial conditions due to its low costs and in order to evaluate its applicability under these conditions. Future researchs should be focused on sound technology to assess the health and welfare of broilers by automatically and continouslly monitoring the feeding behaviours.
机译:本文介绍了一种新的监测系统,通过实时声音处理技术准确地检测肉鸡鸡的短期喂养行为(膳食尺寸,每天膳食,每天喂食速度)。在这项研究中,通过连接到进料器的麦克风记录了10只男性,39天,肉鸡的啄木鸟。同时,通过位于送料笔顶部的相机记录馈线周围的肉鸡的外表。同时,称重系统用于自动记录肉鸡作为参考方法的饲料吸收。此外,现有算法用于检测10个肉鸡鸡的啄食声音,而鸟类都在一起。通过啄声分析获得肉鸡鸡的饲养行为。通过称量系统测量和视频观察,将算法的结果与参考送入行为进行比较。研究了通过算法和称重尺度记录的喂食行为获得的信息与摄像机记录的行为之间的关系,并在这些方法之间发现了强的正相关。此外,进行的线性回归试验进行,其在膳食尺寸为0.938的膳食尺寸下测定R2 = 0.965的下列系数,每天膳食数量为0.896,饲料速度为0.888。此外,该方法的估计准确性显示,膳食尺寸的90%,膳食持续时间的95%,每天膳食数的94%和89%的饲养速率被正确监测使用声音分析。结果表明,这种自动化的连续测量系统有可能用作过热,以监测组水平的肉鸡短期饲喂行为。该系统中最重要的优势在于,在整个自动化,完全无侵入性和非侵入性的方式中,可以在整个羊群中连续进行测量。建议由于其成本低,并且为了评估其在这些条件下的适用性而在商业条件下测试该系统。未来的研究应专注于声音技术,通过自动和连续地监测饲养行为来评估肉鸡的健康和福利。

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