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Optimization-Based Motion Planning in Joint Space for Walking Assistance With Wearable Robot

机译:基于优化的关节空间中可穿戴机器人步行辅助运动规划

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In this paper, we propose an alternative motion planning method for a wearable robot with a variable stride length and walking speed. Trajectories are planned in a joint space rather than a workspace to avoid an ill-posed problem with no solution in inverse kinematics, and to consider the joint's range of motion, maximum velocity, foot clearance, and backward balance. The joint trajectories are represented by minimum jerk trajectories. Two via-points are assigned, and the parameters (angle and angular velocity) at the via-points are determined by applying an inverted pendulum model or optimization to satisfy the constraints. The fastest gait pattern generated by the proposed algorithm was twice as fast as the pattern generated by the workspace-based planning method. We confirmed that the fastest walking pattern of 0.36 m/s was feasible on a treadmill, and a walking pattern of 0.27 m/s was found for walking across the floor with a walker. Furthermore, the proposed method required approximately 65% of the electric power for the workspace-based method for the same walking speed and stride length. These results suggest that the proposed motion planning method is effective at generating a high-speed and efficient gait pattern for a wearable robot.
机译:在本文中,我们提出了一种具有可变步幅和步行速度的可穿戴机器人的替代运动计划方法。在关节空间而不是在工作空间中规划轨迹,以避免在逆运动学上没有解决方案的不适定问题,并考虑关节的运动范围,最大速度,足部间隙和向后平衡。联合轨迹以最小加速度曲线表示。分配了两个通孔点,并通过应用倒立摆模型或优化来满足约束条件来确定通孔点处的参数(角速度和角速度)。该算法产生的最快步态模式是基于工作空间的计划方法产生的模式的两倍。我们确认,在跑步机上最快的步行模式为0.36 m / s是可行的,并且发现使用助行器在地面上行走的步行模式为0.27 m / s。此外,对于相同的步行速度和步幅,建议的方法需要约65%的电力用于基于工作空间的方法。这些结果表明,提出的运动计划方法可有效地为可穿戴机器人生成高速有效的步态模式。

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