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Simulation and Optimisation of a Two Degree of Freedom, Planar, Parallel Manipulator

机译:二自由度平面并联机械手的仿真与优化

摘要

Development in pick-and-place robotic manipulators continues to grow as factory processes arestreamlined. One configuration of these manipulators is the two degree of freedom, planar, parallelmanipulator (2DOFPPM). A machine building company, RML Engineering Ltd., wishes to develop customrobotic manipulators that are optimised for individual pick-and-place applications. This thesis developsseveral tools to assist in the design process.The 2DOFPPM’s structure lends itself to fast and accurate translations in a single plane. However, theperformance of the 2DOFPPM is highly dependent on its dimensions. The kinematics of the 2DOFPPMare explored and used to examine the reachable workspace of the manipulator. This method of analysisalso gives insight into the relative speed and accuracy of the manipulator’s end-effector in theworkspace.A simulation model of the 2DOFPPM has been developed in Matlab’s® SimMechanics®. This allows thedetailed analysis of the manipulator’s dynamics. In order to provide meaningful input into the simulationmodel, a cubic spline trajectory planner is created. The algorithm uses an iterative approach ofminimising the time between knots along the path, while ensuring the kinematic and dynamic limits ofthe motors and end-effector are abided by. The resulting trajectory can be considered near-minimum interms of its cycle-time.The dimensions of the 2DOFPPM have a large effect on the performance of the manipulator. Four majordimensions are analysed to see the effect each has on the cycle-time over a standardised path. Thedimensions are the proximal and distal arms, spacing of the motors and the height of the manipulatorabove the workspace. The solution space of all feasible combinations of these dimensions is producedrevealing cycle-times with a large degree of variation over the same path.Several optimisation algorithms are applied to finding the manipulator configuration with the fastestcycle-time. A random restart hill-climber, stochastic hill-climber, simulated annealing and a geneticalgorithm are developed. After each algorithm’s parameters are tuned, the genetic algorithm is shownto outperform the other techniques.
机译:随着工厂流程的简化,拾放式机械手的开发继续增长。这些操纵器的一种配置是两个自由度平面平行操纵器(2DOFPPM)。一家机械制造公司RML Engineering Ltd.希望开发针对各种拾取和放置应用进行了优化的定制机器人操纵器。本文开发了多种工具来辅助设计过程。2DOFPPM的结构使其能够在单个平面上快速准确地进行翻译。但是,2DOFPPM的性能高度依赖于其尺寸。探索了2DOFPPM的运动学,并用于检查机械手可到达的工作空间。这种分析方法还可以深入了解机械手末端执行器在工作空间中的相对速度和准确性。在Matlab的SimMechanics®中开发了2DOFPPM的仿真模型。这样就可以对操纵器的动力学进行详细分析。为了向仿真模型提供有意义的输入,创建了三次样条轨迹规划器。该算法使用一种迭代方法,可将沿着路径的两个结之间的时间最小化,同时确保遵守电机和末端执行器的运动学和动态极限。由此产生的轨迹可以认为是其周期时间的近乎最小。2DOFPPM的尺寸对机械手的性能影响很大。分析了四个主要维度,以查看每个标准化维度对周期时间的影响。尺寸是近端臂和远端臂,电动机的间距以及操纵器在工作空间上方的高度。揭示了这些维的所有可行组合的解空间,揭示了在同一路径上变化很大的循环时间。几种优化算法被用于寻找最快循环时间的机械手配置。建立了随机重启爬山,随机爬山,模拟退火和遗传算法。调整每种算法的参数后,显示出遗传算法要优于其他技术。

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  • 作者

    Haughey Ben;

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  • 年度 2011
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  • 原文格式 PDF
  • 正文语种 en_NZ
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