Design Optimization of Tree-type Robotic Systems Using Exponential Coordinates and Genetic Algorithms

J. Amar, K. Nagase
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引用次数: 1

Abstract

This paper proposes a new way to optimize the robotic systems using a combination of exponential coordinates and genetic algorithms. The exponential coordinates are an intuitive parametrization to describe the kinematics and dynamics of robotic systems, which only relies on a few parameters called the exponential parameters. The tree-type robotic systems composed of a set of serial link chains are considered in the design. In addition to the physical and the exponential parameters, we also optimize the joints connection (tree structure) by employing the chain matrix. These parameters can be efficiently coded into the strings of the genetic algorithm. Using the strings, we can conduct a simultaneous design optimization including the joint configuration (system geometry) and the joint distribution (system topology). A design example of a 2D arm-hand manipulator system illustrates the proposed method.
基于指数坐标和遗传算法的树型机器人系统设计优化
本文提出了一种将指数坐标与遗传算法相结合的机器人系统优化方法。指数坐标是描述机器人系统运动学和动力学的一种直观的参数化方法,它只依赖于几个被称为指数参数的参数。设计中考虑了由一组串联连杆链组成的树形机器人系统。除了物理参数和指数参数外,我们还利用链式矩阵对关节连接(树结构)进行了优化。这些参数可以有效地编码到遗传算法的字符串中。使用该串,我们可以同时进行设计优化,包括关节配置(系统几何)和关节分布(系统拓扑)。一个二维臂-手机械手系统的设计实例说明了所提出的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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