闫成功, 徐丽明, 袁全春, 马帅, 牛丛, 赵诗建. 基于双目视觉的葡萄园变量喷雾控制系统设计与试验[J]. 农业工程学报, 2021, 37(11): 13-22. DOI: 10.11975/j.issn.1002-6819.2021.11.002
    引用本文: 闫成功, 徐丽明, 袁全春, 马帅, 牛丛, 赵诗建. 基于双目视觉的葡萄园变量喷雾控制系统设计与试验[J]. 农业工程学报, 2021, 37(11): 13-22. DOI: 10.11975/j.issn.1002-6819.2021.11.002
    Yan Chenggong, Xu Liming, Yuan Quanchun, Ma Shuai, Niu Cong, Zhao Shijian. Design and experiments of vineyard variable spraying control system based on binocular vision[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2021, 37(11): 13-22. DOI: 10.11975/j.issn.1002-6819.2021.11.002
    Citation: Yan Chenggong, Xu Liming, Yuan Quanchun, Ma Shuai, Niu Cong, Zhao Shijian. Design and experiments of vineyard variable spraying control system based on binocular vision[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2021, 37(11): 13-22. DOI: 10.11975/j.issn.1002-6819.2021.11.002

    基于双目视觉的葡萄园变量喷雾控制系统设计与试验

    Design and experiments of vineyard variable spraying control system based on binocular vision

    • 摘要: 为提高果园喷雾装备的精准化并提高农药利用率,该研究基于3WF-400Z型风送式果园喷雾机,设计了一套葡萄园自动变量喷雾控制系统。系统选用双目相机实时探测葡萄叶幕深度并结合喷雾机前进速度计算冠层体积,通过脉宽调制(Pulse Width Modulation,PWM)控制各电磁阀占空比实现药液的变量喷洒。提出冠层体积计算方法并在葡萄园中进行体积探测精度试验,相机探测结果与手动测量结果的线性拟合决定系数为0.933。通过试验标定确定流量调控模型,在静态条件下对控制系统的变量喷雾一致性进行测试,试验结果表明,冠层体积大于0.036 m3时单喷头实际流量与理论流量的线性拟合决定系数为0.990。田间变量喷雾试验结果表明,与常量喷雾相比,所设计的变量喷雾系统在保证药液覆盖率和沉积量基本不变的情况下,可以在一定程度上细化雾滴直径并增加雾滴密度,其中雾滴的数量中值直径(Number Median Diameter,NMD)和体积中值直径(Volume Median Diameter,VMD)分别减小了87.71和182.79 μm,雾滴密度增加了79.31 个/cm2,左、右两侧喷头的实际喷雾流量与理论预测流量的线性拟合决定系数分别为0.897和0.877,表明实际喷雾流量与理论预测流量具有较强的相关性。实际喷雾流量与冠层体积的总体变化趋势基本一致,变量喷雾模式下的用药量节省了约55.27%,表明所设计的变量喷雾控制系统可以根据冠层体积实现变量喷药。该研究可为果园病虫害防治提供新方法与新装备,为实现果园精准变量喷雾提供理论与方法参考。

       

      Abstract: Variable rate spraying is one of the most high-efficiency and low-cost technologies in the sustainable development of precision agriculture. Recently, the online detection of the canopy has been a key challenge to realize variable spraying in an orchard. Many state-of-the-art technologies are emerging for the fast and accurate acquisition of canopy data, including stereo vision, ultrasonic, and laser sensors. Previous studies have shown that a high-resolution binocular camera can be utilized to measure the canopy structure of fruit trees. However, no attempt has been made to apply this camera for the variable spray in an orchard. In this study, a precise control system of variable-rate spraying was designed based on the 3WF-400Z orchard wind sprayer. This system was composed of binocular cameras, solenoid valves, a touch screen, an encoder, and a control program. The specific procedure was: first to detect the depth of grape canopy using binocular cameras, then to calculate the canopy volume with the forward speed of the sprayer, while to regulate the duty cycle of several solenoid valves in real time under the Pulse-Width Modulation (PWM), finally to realize variable spray using grape canopy volume. A calculation method was proposed for the canopy volume of the grape canopy, where the detection program was compiled using the characteristics of a binocular camera. An accuracy test of volume detection was carried out to verify the calculated data in a vineyard. Each sample was measured manually to compare with the detection data of the binocular camera. It was found that there was a strong correlation between the camera detecting and manual data, where the determination coefficient of linear fitting was 0.933 after 150 mm compensation, indicating the binocular camera suitable for the canopy volume detection in actual practice. An experimental calibration was utilized to determine the flow control model of nozzles in the sprayer. The simulated depth was also sent to the control system, where the same forward speed was set under the static condition, thereby verifying the consistency of variable rates. The results showed that the linear determination coefficient between the actual and theoretical flow was 0.990, when the volume of the canopy was larger than 0.036 m3, indicating an excellent real-time performance of the program, the high response ability of the hardware, and the good consistency of the variable spray. A field experiment showed that the variable spray system reduced significantly the diameter of droplets, while increased the density of the droplet, where the coverage rate remained basically unchanged. Specifically, the Volume Median Diameter (NMD) and Number Median Diameter (VMD) of droplets decreased by 87.71 and 182.79 mm, respectively, whereas, the density of droplets increased by 79.31/cm2. Combined with the observed spray at the experimental sites, it was found that the spray volume in the conventional mode exceeded the actual demand, resulting in the droplet condensation again after reaching the canopy surface, whereas, the variable mode cannot generate excessive spray to improve the droplet size and spatial distribution. The determination coefficients between the predicted and actual flow of left and right sprinklers were 0.897 and 0.877, respectively, indicating a strong correlation. The overall trend of actual flow and canopy volume was all the same, indicating the control system suitable for variable spraying according to the volume of the target canopy. The variable spray mode saved about 55.27% of pesticide, compared with the traditional constant spray. The finding can provide a sound reference for the application of orchard variable spraying, further to achieve a high efficiency pesticide application for an expected production level in modern agriculture.

       

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