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首页> 外文期刊>Robotics & Automation Magazine, IEEE >Robot Farmers: Autonomous Orchard Vehicles Help Tree Fruit Production
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Robot Farmers: Autonomous Orchard Vehicles Help Tree Fruit Production

机译:机器人农民:果园自动车帮助树果生产

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This article presents perception and navigation systems for a family of autonomous orchard vehicles. The systems are customized to enable safe and reliable driving in modern planting environments. The perception system is based on a global positioning system (GPS)-free sensor suite composed of a twodimensional (2-D) laser scanner, wheel and steering encoders, and algorithms that process the sensor data and output the vehicle's location in the orchard and guidance commands for row following and turning. Localization is based on range data to premapped landmarks, currently one at the beginning and one at the end of each tree row. The navigation system takes as inputs the vehicle's current location and guidance commands, plans trajectories for row following and turning, and drives the motors to achieve fully autonomous block coverage. The navigation system also includes an obstacle detection subsystem that prevents the vehicle from colliding with people, trees, and bins. To date, the vehicles sporting the perception and navigation infrastructure have traversed over 350 km in research and commercial orchards and nurseries in several U.S. states. Time trials showed that the autonomous orchard vehicles enable efficiency gains of up to 58% for fruit production tasks conducted on the top part of trees when compared with the same task performed on ladders. Anecdotal evidence collected from growers and workers indicates that replacing ladders with autonomous vehicles will make orchard work safer and more comfortable.
机译:本文介绍了一系列自动果园车辆的感知和导航系统。该系统经过定制,可在现代种植环境中安全可靠地行驶。感知系统基于不含GPS的全球传感器套件,该套件由二维(2-D)激光扫描仪,车轮和转向编码器以及处理传感器数据并在果园和果园中输出车辆位置的算法组成。行跟随和转弯的指导命令。本地化基于到预映射地标的范围数据,当前在每个树行的开头和末尾有一个。导航系统将车辆的当前位置和引导命令作为输入,计划行跟踪和转弯的轨迹,并驱动电动机以实现完全自主的区域覆盖。导航系统还包括一个障碍物检测子系统,可防止车辆与人,树木和垃圾箱发生碰撞。迄今为止,具有感知和导航基础设施的车辆已经在美国多个州的研究,商业果园和苗圃中穿越了350多公里。时间试验表明,与在梯子上执行的相同任务相比,自动果园车辆可将在树的顶部执行的水果生产任务的效率提高多达58%。从种植者和工人那里收集到的轶事证据表明,用自动驾驶汽车代替梯子会使果园的工作更安全,更舒适。

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