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首页> 外文期刊>Journal of the ASABE >Investigation of Depth Camera Potentials for Variable-Rate Sprayers
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Investigation of Depth Camera Potentials for Variable-Rate Sprayers

机译:Investigation of Depth Camera Potentials for Variable-Rate Sprayers

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摘要

To reduce crop protection product use and environmental impacts while maintaining application efficacy and convenience for applicators, an automatic variable rate sprayer coupled with a canopy detection sensor is required. A commercial depth camera was tested as a means of detecting the canopy ofornamental and tree crops for the sprayer. A custom-designed graphical user interface was developed to control the depth camera and save RGB and IR images and depth data to a local computer. Indoor evaluations showed that measurements could be influenced by the temperature and illumination; however, the influence was minimal, with a relative error of less than 1% and a maximum difference of 14 mm between the average measurements. The depth camera was able todetect a 31% to 72%> area of a 20-mm wide target, and the rates went up 72%> to 89% when the target width increased to 40 mm. The depth camera showed acceptable performance in detecting canopy contour changes and had measurement errors of 2.8% to 15.3%while detecting the distances to outdoor crabapple and oak trees. In addition, the depth camera detected tree canopy in various outdoor conditions from sunrise to sunset with reasonable accuracy (less than 10% of relative errors). In terms of measurementstability, the depth camera detected crabapple canopy with less than 6% variations under various illuminations between sunrise and sunset. The results suggested that the performance of the depth camera was adequate for detecting canopy under outdoor conditions for future variable-rate spray applications in ornamental and tree crop production. In addition, the study outlined the performance of the depth camera, which provided a guideline for future applications.
机译:减少农作物保护产品使用和环境影响,同时保持应用程序的有效性和方便涂抹器,自动可变利率喷雾器加上一个树冠检测传感器必需的。树冠ofornamental和检测的一种手段树农作物喷雾器。图形用户界面开发控制深度相机保存RGB和红外图像深度数据到本地计算机。评估显示,测量温度和光照的影响;然而,影响是最小的,和最大相对误差小于1%14毫米之间的平均差异测量。> 31%至72%面积20毫米宽的目标,和时利率上升72% > 89%的目标宽度增加到40毫米。可接受的性能检测树冠轮廓和测量误差的变化2.8%至15.3%,而检测的距离户外红果和橡树。深度相机检测到树树冠不同户外条件从日出到日落合理的准确性(少于10%的相对的错误)。深度相机检测到红果树冠超过6%变化下各种灯饰日出日落之间。深度相机的性能足够的检测林冠下户外为未来的浮动利率喷雾条件应用在装饰和树作物生产。深度相机的性能,提供了一个为未来的应用指南。

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