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Quantitative examinations for human arm trajectory planning in three-dimensional space

机译:三维空间中人体手臂轨迹规划的定量检查

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The following two characteristics of point-to-point human arm movement on a plane have been well demonstrated: (I) The path is roughly a straight line but slightly curved. (2) The velocity profile is bell shaped with a single peak. Several models have been proposed to explain these features. Four criteria for trajectory planning based on optimal principles have been proposed: the minimum hand jerk criterion, the minimum angle jerk criterion, the minimum torque change criterion, and the minimum commanded torque change criterion. It has been shown that trajectories generated by the minimum commanded torque change model correspond well with measured trajectories in a horizontal and sagittal work space. However, it was very difficult to establish a robust method for obtaining an optimal trajectory based on the minimum commanded torque change criterion, because of the need to solve a nonlinear optimization problem. Recently, Wada and colleagues proposed a new method to stably calculate optimal trajectories based on the minimum commanded torque change criterion. The method can obtain trajectories satisfying the Euler-Poisson equations with sufficiently high accuracy. We show that optimal trajectories based on the minimum commanded torque change criterion in three-dimensional space can be calculated by applying the method. Finally, we show that the measured trajectory is closest to the minimum commanded torque change trajectory by statistical examination of many point-to-point trajectories in three-dimensional space.
机译:人体在平面上点对点运动的以下两个特征已得到充分证明:(I)路径大致为直线,但略微弯曲。 (2)速度曲线为钟形,具有单个峰值。已经提出了几种模型来解释这些特征。已经提出了基于最优原理的四个轨迹规划标准:最小手抖动标准,最小角度抖动标准,最小扭矩变化标准和最小命令扭矩变化标准。已经表明,由最小命令转矩变化模型产生的轨迹与水平和矢状工作空间中的测量轨迹非常吻合。但是,由于需要解决非线性最优化问题,因此难以建立基于最小指令扭矩变化标准来获得最佳轨迹的鲁棒方法。最近,Wada及其同事提出了一种基于最小命令扭矩变化准则稳定计算最佳轨迹的新方法。该方法可以以足够高的精度获得满足欧拉-泊松方程的轨迹。我们表明,通过应用该方法可以在三维空间中基于最小命令扭矩变化准则计算出最佳轨迹。最后,我们通过对三维空间中许多点对点轨迹进行统计检查,表明测得的轨迹最接近最小命令扭矩变化轨迹。

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