快速探索随机树法在自主机器人机械手运动规划中的特点和应用前景

V. V. Golubov, S. V. Manko
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摘要

研究目的该作品分析了使用快速探索随机树(RRT)方法解决各种类型和用途的自主机器人机械手运动规划问题的最有前途的方法之一的特点。研究表明,现代机器人技术的发展与所创建样本的设计改进密不可分,而将机械手放置在平台上则是一种典型的布局选择。研究评估了将 RRT 方法作为创建通用运动规划器的建设性基础的前景,该规划器适用于移动式机械手和机器人机械手,包括在移动平台上安装机械手的自主机器人系统。研究对象是 RRT 方法及其著名的修改 RRT* 和 RRT-Connect。利用计算机和自然仿真方法评估了应用这些方法解决与规划各类机器人机械手运动相关的问题的有效性。根据文献综述和研究结果,RRT 方法具有广泛的可能性,不仅可用于解决移动机械手和机器人机械手的运动规划问题,还可用于解决在运输平台上安装了机载机械手的机器人系统(包括具有冗余或可重新配置结构的系统)的运动规划问题。带有机载机械手的移动平台建模实例和 ARAKS 可重构机电模块化机械手原型(俄罗斯 RTU MIREA)的全尺寸实验结果证实了 RRT 方法应用的有效性。实验证明并从理论上证实,探索树的最终尺寸,以及从构建到达到给定目标状态的时间,在很大程度上取决于生长因子的值。对所获结果的推广开辟了将 RRT 方法用作建设性基础的真正前景,该方法不仅可用于创建带有机载机械手的移动机器人系统运动规划的通用方法,还可用于解决自主移动平台的自动对接问题。
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Features and perspectives of application of the rapidly exploring random tree method for motion planning of autonomous robotic manipulators
Objectives. The work analyzes features of one of the most promising approaches to solve the problems for motion planning of autonomous robotic manipulators of various types and purposes using the rapidly exploring random tree (RRT) method. The development of modern robotics is shown to be inextricably linked with the improvement of the designs of the created samples, for which the placement of a manipulator on platform becomes a typical layout option. Prospects for using the RRT method as a constructive basis for creating a universal motion planner are evaluated for mobile and robotic manipulators, including autonomous robotic systems with a manipulator on a moving platform.Methods. The object of the research is the RRT method and its well-known modifications RRT* and RRT-Connect. The effectiveness of applying such methods for solving problems associated with planning the motions of robotic manipulators of various types was evaluated using computer and natural simulation methods.Results. Based on a review of the literature and the results of the research, the wide possibilities of the RRT method can be used for solving motion planning problems not only for mobile and robotic manipulators, but also for robotic systems on whose transport platform an onboard manipulator has been installed (including those having a redundant or reconfigurable structure). The effectiveness of the applied application of the RRT method is confirmed by examples of modeling a mobile platform with an onboard manipulator and the results of full-scale experiments with a prototype of the ARAKS reconfigurable mechatronic-modular robotic manipulators (RTU MIREA, Russia). It can be experimentally demonstrated and theoretically substantiated that the final dimension of the exploring tree, and hence the time of its construction up to reaching a given target state, is largely determined by the value of the growth factor.Conclusions. The generalization of the results obtained opens up real prospects for using the RRT method as a constructive basis not only for creating universal means for motion planning mobile robotic systems with an onboard manipulator, but also for solving the problems of automating the docking of autonomous mobile platforms.
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