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The use of an embedded microcomputer-based force plate system for accurate sow lameness identification

机译:使用基于嵌入式微机的测力板系统精确识别母猪la行

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摘要

The objectives of this thesis were: i) to determine the minimum time required to record data from each individual load cell in the force plate system in order to obtain accurate sow weight distributions on each leg to objectively detect lameness, and ii) to develop a lameness detection decision tree from the force plate output collected in a commercial setting. In the first study, lameness was induced in 12 multiparous sows using a chemical synovitis model. Weight applied to each foot was recorded twice per second for 15 min on days -1, +1, +6, and +10 relative to lameness induction. Results suggest that there could be potential data collection problems after 12 min; therefore, 10 min was considered the maximum time required for weight recordings. Utilizing a 30 sec burn-in period to allow sows to become acquainted with the force plate, 30 to 210 sec was the time period that had the best combination of different readings and speed of collection compared to 30 to 630 sec. In the second study, one force plate was installed under an electronic sow feeder (ESF) in a dynamic group sow housing system with 120 multiparous sows for 21 days. Force applied by each foot was recorded once per second after the sow stood squarely on the plate and applied pressure to all quadrants during her first daily visit to the ESF. Sows were visually lameness scored using a four-point scale on a weekly basis. A decision tree was created using the variables that were deemed as more important for accurate lameness detection. The classification tree was 96% similar to weekly visual lameness identification. When comparing the output from the daily classification tree to a weekly visual lameness assessment, the force plate was able to identify lameness almost 5 days before it was visually assessed. Results from this thesis can be used to improve the embedded microcomputer-based force plate use efficiency when evaluating sow lameness and could help to identify lameness before clinical signs become evident.
机译:本论文的目的是:i)确定记录测力板系统中各个称重传感器数据所需的最短时间,以便获得每条腿上准确的母猪体重分布,以客观地检测la行,以及ii)开发从在商业设置中收集的测力板输出得出的行检测决策树。在第一项研究中,使用化学滑膜炎模型在12头多胎母猪中诱发了me行。相对于la行诱导,在第-1,+ 1,+ 6和+10天,每秒两次记录每只脚两次的重量,持续15分钟。结果表明,在12分钟后可能存在潜在的数据收集问题。因此,10分钟被认为是体重记录所需的最长时间。利用30秒的老化时间让母猪熟悉测力板,与30至630秒相比,30至210秒是具有不同读数和收集速度的最佳组合。在第二项研究中,将一个测力板安装在动态母猪群饲养系统中的电子母猪喂食器(ESF)下,该母猪群中有120头多头母猪,持续21天。母猪直立在盘子上并在她每天第一次访问ESF期间向所有象限施加压力后,每秒记录一次每只脚施加的力。每周以四分制对母猪的视觉la行评分。使用被认为对于准确的la行检测更重要的变量创建决策树。分类树与每周视觉la行识别相似度为96%。将每日分类树的输出与每周的视觉la行评估进行比较时,测力板能够在进行视觉评估前将近5天识别出la行。本文的结果可用于提高母猪la行度的嵌入式微机测力板使用效率,并有助于在临床症状明显之前识别la行。

著录项

  • 作者

    McNeil, Brady Michael.;

  • 作者单位

    Iowa State University.;

  • 授予单位 Iowa State University.;
  • 学科 Animal sciences.
  • 学位 M.S.
  • 年度 2015
  • 页码 82 p.
  • 总页数 82
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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