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基于冠层点云拟合高度驱动的棉花打顶装置设计与试验

Design and Experiment of a Cotton Topping Device Driven by Canopy Point Cloud Height Fitting

  • 摘要: 棉花打顶可破除顶端优势、促进棉铃生长,是提高棉花产量的关键农艺手段。为减轻棉花打顶人工劳作负担,降低化学打顶产生的环境负面影响,该研究研制了一种基于红外双目相机的检测系统的滚动网格棉花打顶装置。该装置集成了高地隙履带底盘、红外双目相机、高度仿形机构与滚动网格打顶机构,通过网格将棉花冠层叶片阻挡在外,筛分出顶尖进入网格内部,利用橡胶滚刀实现“击打、掰断、拔断”多模式柔性去除,有效降低了对茎秆的机械损伤。视觉系统采用基于结构光点云的冠层曲面拟合方法提取仿形高度,结合PLC控制系统实现打顶高度的实时调节。通过Box-Behnken响应面法对橡胶厚度、补偿深度、刀具转速及作业速度等关键参数进行优化,结果表明,在橡胶厚度8 mm、补偿深度15 mm、刀具转速700 r/min、作业速度0.2 m/s条件下,装置打顶率达83.66%,在完成打顶的棉株中,过打顶率为20.00%。经田间试验验证了该装置在棉花打顶环节的有效性与可行性。研究可为棉花机械化打顶提供一种解决方案。

     

    Abstract: Mechanical cotton topping required stable canopy height acquisition and selective terminal-bud removal under nonuniform field conditions. Rigid cutting devices often caused excessive stalk injury, whereas visible-light vision methods were easily affected by illumination variation, canopy gaps, and leaf occlusion. This study developed a rolling-grid cotton topping device driven by canopy point-cloud height fitting, and evaluated whether it could achieve real-time height profiling, flexible terminal-bud removal, and acceptable field performance for mechanized cotton production. A prototype was designed by integrating a high-clearance tracked chassis, an infrared binocular camera, a height-profiling mechanism, a rolling-grid topping mechanism, and a programmable logic controller control system. The camera acquired three-dimensional canopy point clouds by active infrared structured light. The point clouds were processed through spatial filtering, outlier removal, down-sampling, surface interpolation, median height extraction, and smoothing, and the fitted canopy height was then transmitted to the controller for real-time adjustment of the topping mechanism. During operation, the rolling grid screened large leaves outside the working area and guided terminal buds into the grid, where a nitrile rubber hob removed them through striking, bending, and pulling. Field tests were conducted in Changji, Xinjiang, using rubber thickness, compensation depth, cutter rotational speed, and vehicle speed as test factors. The height detection test showed that the fitted canopy height followed the fluctuation trend of manually measured plant height under field conditions. Compared with manual measurements, the mean absolute error was 33.03 millimetres and the root mean square error was 37.86 millimetres. The detected height was generally lower than the actual plant height because canopy gaps and surface fitting reduced the fitted profile. However, the detected value was close to the terminal-bud region and therefore suitable for height-profiling control. This result indicated that the point-cloud-based method provided a stable height input and reduced the dependence on visible-light image recognition. Field topping tests showed that the four operating factors significantly affected topping quality. Increasing rubber thickness enhanced terminal-bud removal because the hob became more rigid and transmitted greater impact force, but excessive rigidity also increased injury to tissues below the terminal bud. Increasing compensation depth allowed more terminal buds to enter the effective working area and improved the topping rate, but excessive downward compensation caused deeper stalk insertion and increased over-topping. Increasing cutter rotational speed strengthened the striking and breaking effect of the rubber hob, whereas too high a speed aggravated mechanical damage. Increasing vehicle speed reduced the topping rate because the profiling mechanism had less time to respond to plant-to-plant height differences. Response surface analysis showed that rubber thickness had the greatest influence on both topping rate and over-topping rate, followed by vehicle speed, cutter rotational speed, and compensation depth. The optimized parameter combination predicted by the model was close to a rubber thickness of 8 millimetres, compensation depth of 15 millimetres, cutter rotational speed of 700 revolutions per minute, and vehicle speed of 0.2 metres per second. After rounding the parameters for engineering implementation, verification tests produced an average topping rate of 83.66% and an average over-topping rate of 20.00%. The relative errors between measured and predicted values were 1.909% and 3.928%, respectively, confirming the reliability of the regression model and the feasibility of the optimized operating parameters. The results demonstrated that the rolling-grid structure effectively separated leaves from terminal buds, and that the rubber hob achieved flexible removal instead of rigid cutting. The developed rolling-grid cotton topping device realized coordinated canopy perception, profiling control, terminal-bud screening, and flexible removal. The study confirmed that canopy point-cloud height fitting could provide reliable height information for field profiling, and that the rolling-grid and rubber-hob mechanism was feasible for mechanized cotton topping. However, the over-topping rate remained relatively high because of fixed compensation depth, profiling response delay, and natural variation in terminal-bud morphology. Future work should focus on adaptive compensation, faster profiling response, lighter mechanisms, optimized rubber materials, and multi-variety field validation to improve topping accuracy and operational stability.

     

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