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A Closed Loop Inverse Kinematics Solver Intended for Offline Calculation Optimized with GA

机译:遗传算法优化的用于离线计算的闭环逆运动学求解器

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This paper presents a simple approach to building a robotic control system. Instead of a conventional control system which solves the inverse kinematics in real-time as the robot moves, an alternative approach where the inverse kinematics is calculated ahead of time is presented. This approach reduces the complexity and code necessary for the control system. Robot control systems are usually implemented in low level programming language. This new approach enables the use of high level programming for the complex inverse kinematics problem. For our approach, we implement a program to solve the inverse kinematics, called the Inverse Kinematics Solver (IKS), in Java, with a simple graphical user interface (GUI) to load a file with desired end effector poses and edit the configuration of the robot using the Denavit-Hartenberg (DH) convention. The program uses the closed-loop inverse kinematics (CLIK) algorithm to solve the inverse kinematics problem. As an example, the IKS was set up to solve the kinematics for a custom built serial link robot. The kinematics for the custom robot is presented, and an example of input and output files is also presented. Additionally, the gain of the loop in the IKS is optimized using a GA, resulting in almost a 50% decrease in computational time.
机译:本文提出了一种构建机器人控制系统的简单方法。代替了在机器人运动时实时解决逆运动学的传统控制系统,提出了一种替代方法,其中提前计算逆运动学。这种方法降低了控制系统所需的复杂性和代码。机器人控制系统通常以低级编程语言实现。这种新方法可以将高级编程用于复杂的逆运动学问题。对于我们的方法,我们实现了一个用于解决逆运动学的程序,称为Java逆运动学求解器(IKS),它具有一个简单的图形用户界面(GUI),可以加载具有所需末端执行器姿势的文件并编辑该运动的配置。机器人使用Denavit-Hartenberg(DH)约定。该程序使用闭环逆运动学(CLIK)算法来解决逆运动学问题。例如,设置了IKS来解决定制的串行链接机器人的运动学问题。介绍了自定义机器人的运动学,并提供了输入和输出文件的示例。此外,使用GA优化了IKS中环路的增益,从而使计算时间减少了近50%。

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