S. Leonard, H. Xin, B. Ramirez, John P. Stinn, Somak Dutta, Kai Liu, T. Brown-Brandl
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This study used a time-of-flight depth sensor to quantify static and dynamic space usage of 61 modern sows in late gestation. A calibration equation was developed to convert image pixels to physical dimensions. Statistical models were developed to relate the length, width, and height of sow space usage to body weight. The dimensions of sow space usage were then predicted. Results showed that free choice space usage of average (228 kg) sows was 1.96 m × 1.15 m × 0.93 m (length × width × height). For 95th percentile (267 kg) sows, space usage was 2.04 m × 1.12 m × 0.95 m. The width of space usage was primarily attributed to sow body depth when lying recumbent and the dynamic space used for transitioning between postures. These results help to inform future gestating and farrowing sow housing designs. 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引用次数: 0
摘要
HighlightsA校准程序使用Kinect V2将图像像素转换为物理测量值。共观察了61头母猪,并通过深度图像测量了它们的静态和动态空间使用情况。建立了预测母猪空间利用的长度、宽度和高度的方程。为单独饲养的母猪提供的空间数量涉及经济和动物福利。许多美国养猪户使用的猪舍尺寸是基于20世纪80年代发布的建议(长×宽×高:2.13米× 0.61米× 1.00米)。关于在繁殖、妊娠或分娩期间容纳现代母猪所需的空间分配,现有的经验数据有限。本研究使用飞行时间深度传感器对61头现代母猪妊娠后期的静态和动态空间利用进行了量化。建立了将图像像素转换为物理尺寸的校准方程。建立了母猪空间利用的长度、宽度和高度与体重之间的统计模型。然后对母猪空间利用的各维度进行了预测。结果表明,平均(228 kg)母猪自由选择空间利用率为1.96 m × 1.15 m × 0.93 m(长×宽×高)。对于第95百分位(267 kg)母猪,空间利用率为2.04 m × 1.12 m × 0.95 m。空间使用的宽度主要归因于母猪平卧时的身体深度和姿势之间转换所使用的动态空间。这些结果有助于为未来妊娠和分娩母猪的住房设计提供信息。对母猪空间使用的限制如何影响母猪的福利和生产性能,以及进行排便、进食和转身等行为所需的空间,需要进一步的工作来了解。关键词:动物福利,计算机视觉,产房,孕房,Kinect V2,空间补贴
Static and Dynamic Space Usage of Late-Gestation Sows
HighlightsA calibration procedure was conducted using a Kinect V2 to convert image pixels to physical measurements.A total of 61 sows were observed, and their static and dynamic space usage was measured from depth images.Equations were developed to predict the length, width, and height of sow space usage.Abstract. The amount of space provided to individually housed sows has both financial and animal welfare implications. Many U.S. swine producers use stall dimensions based on recommendations published in the 1980s (length × width × height: 2.13 m × 0.61 m × 1.00 m). Limited empirical data are available concerning the space allocation needed to accommodate modern sows housed in stalls during breeding, gestation, or farrowing. This study used a time-of-flight depth sensor to quantify static and dynamic space usage of 61 modern sows in late gestation. A calibration equation was developed to convert image pixels to physical dimensions. Statistical models were developed to relate the length, width, and height of sow space usage to body weight. The dimensions of sow space usage were then predicted. Results showed that free choice space usage of average (228 kg) sows was 1.96 m × 1.15 m × 0.93 m (length × width × height). For 95th percentile (267 kg) sows, space usage was 2.04 m × 1.12 m × 0.95 m. The width of space usage was primarily attributed to sow body depth when lying recumbent and the dynamic space used for transitioning between postures. These results help to inform future gestating and farrowing sow housing designs. Further work is needed to understand how restrictions on sow space usage may impact sow welfare and production performance, as well as the space needed to perform behaviors such as defecating, feeding, and turning around. Keywords: Animal welfare, Computer vision, Farrowing stall, Gestation stall, Kinect V2, Space allowance.
期刊介绍:
This peer-reviewed journal publishes research that advances the engineering of agricultural, food, and biological systems. Submissions must include original data, analysis or design, or synthesis of existing information; research information for the improvement of education, design, construction, or manufacturing practice; or significant and convincing evidence that confirms and strengthens the findings of others or that revises ideas or challenges accepted theory.