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Grasp planning analysis and strategy modeling for underactuated multi-fingered robot hand using in fruits grasping

机译:欠动作的多指机器人手抓水果的计划分析和策略建模

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To solve the unfixed grasping tasks during the fruits picking and rating, grasping modeling is researched as the most important part of the robot hand solutions. A survey for grasping synthesis method with dexterous robot hand is presented in this paper. The difference of grasping characters is introduced between dexterous hand and underactuated hand. Especially, the feature of self-adaptive enveloping grasp achieved by underactuated finger mechanism is outlined, which has good performance in grasping unknown objects. In order to generate valid grasps for unknown target objects and apply in real-time control system for underactuated robot hand, a grasping strategy synthesis model for universal grasp tasks is proposed based on human knowledge analysis. It is composed by off-line neural networks training section and on-line compute section. Firstly, daily grasped objects are used to build a sample space by human experience. Then the discrete sample space is computed by fuzzy clustering method. The data is used to generate grasp decision scheme by rough set mixed artificial neural networks. An examination is simulated for grasp configurations choice of the underactuated robot hand with the aim to show the practical feasibility of the proposed grasp strategy.
机译:为了解决水果采摘和定级过程中不固定的抓取任务,抓取建模被研究为机器人手解决方案中最重要的部分。本文介绍了一种灵巧的机器人手抓取合成方法的概况。在灵巧手和欠驱动手之间引入了抓握特征的差异。特别地,概述了欠驱动手指机构实现的自适应包络抓握的特征,在抓取未知物体方面具有良好的表现。为了产生对未知目标对象的有效抓取并应用于欠驱动机器人手的实时控制系统,提出了一种基于人类知识分析的通用抓取策略的抓取策略综合模型。它由离线神经网络训练部分和在线计算部分组成。首先,通过人类的经验将日常掌握的物体用于构建样本空间。然后通过模糊聚类方法计算出离散样本空间。该数据用于通过粗糙集混合人工神经网络生成抓握决策方案。仿真研究了欠驱动机器人手的抓握配置选择,目的是证明所提出的抓握策略的实际可行性。

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