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The Development, Design, and Testing of a Remote Sensing System to Measure Cattle Hip Height

机译:牛臀高测量遥感系统的开发,设计和测试

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摘要

The development of a cattle hip height sensor arose from the need to increase the efficiency, accuracy, and precision with which hip height measurements are taken. Eight infrared sensors were used to measure the hip height of cattle in a commercially available chute system. Stationary testing was conducted to evaluate the accuracy of the technology without the variability animals naturally impose. A repetition test was conducted as a part of the stationary tests that indicated there was no significant difference found in measured height with movement of the target forward, backward, and center. However, there was a 0.16 inch average absolute error between measured height with the left and right shifts of the target, which was a significant difference. A color test using four colors of felt fabric was conducted to suggest the effects of common cattle hair coat colors on the sensors' measurements. The color test demonstrated that the measured distances to a black target were significantly different than those to all other colors, with the exception of grey. There were no significant differences in measured target distances when using brown, white, and the bare back of the decoy. Because black colors absorb infrared light, talcum powder was added to the black fabric as a reflector, which improved the sensing ability causing an 18.97 in. decrease in absolute error at a 35 15/16 in. distance from sensor to target. This was the only significant difference in the talcum powder test. Data collection on the live animals involved the following tests: visual vs. sensor, effects of position on sensor measurements, and effects of position on visual measurements. Talcum powder was also added to black cattle, which improved the repeatability and accuracy of the live animal tests. During live animal testing, there was no significant difference between the visual and sensor measurements. It was also found that there were significant differences in repeatability between the methods of restraining cattle to gather hip height data. Data from the visual vs. sensor comparison test was used to show the correlation between the visual and IR sensor measurements by averaging all of the measurements per animal together to represent one averaged measurement per animal this correlation provided an R2 of 0.76. The frame score plot of the averaged data provided an R2 of 0.75.
机译:牛臀高传感器的发展源于对进行臀高测量的效率,准确性和精确性的需求。在商用溜槽系统中,使用了八个红外传感器来测量牛的臀部高度。进行了静态测试以评估该技术的准确性,而没有动物自然施加的可变性。作为固定测试的一部分,进行了一次重复测试,该测试表明在测量高度与目标前进,后退和中心移动之间没有显着差异。但是,在测量高度与目标物左右移动之间存在0.16英寸的平均绝对误差,这是一个很大的差异。进行了使用四种颜色的毡布的颜色测试,以表明常见的牛毛大衣颜色对传感器测量的影响。颜色测试表明,除灰色外,与黑色目标的距离与所有其他颜色的距离均显着不同。使用棕色,白色和诱饵裸露的背部时,测得的目标距离没有显着差异。由于黑色吸收红外光,因此滑石粉被添加到黑色织物中作为反射器,从而提高了感应能力,导致从传感器到目标的距离为35 15/16英寸时绝对误差降低了18.97英寸。这是滑石粉测试中唯一的显着差异。有关活体动物的数据收集涉及以下测试:视觉与传感器,位置对传感器测量的影响以及位置对视觉测量的影响。还向黑牛中添加了滑石粉,提高了活体动物试验的可重复性和准确性。在活体动物测试期间,视觉和传感器测量结果之间没有显着差异。还发现抑制牛收集臀部高度数据的方法之间的可重复性存在显着差异。通过将每只动物的所有测量值进行平均,以代表每只动物的一个平均测量值,将来自视觉与传感器比较测试的数据用于显示视觉和红外传感器测量值之间的相关性,该相关性提供了0.76的R2。平均数据的帧得分图提供了0.75的R2。

著录项

  • 作者

    Miller, Reid McKie.;

  • 作者单位

    Clemson University.;

  • 授予单位 Clemson University.;
  • 学科 Agriculture.;Animal sciences.
  • 学位 M.S.
  • 年度 2017
  • 页码 54 p.
  • 总页数 54
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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