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Effectiveness Evaluation of Arm Usage for Human Quiet Standing Balance Recovery through Nonlinear Model Predictive Control

机译:通过非线性模型预测控制,人类安静站立余量恢复臂使用的有效评价

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摘要

The computational study of human balance recovery strategy is crucial for revealing effective strategy in human balance rehabilitation and humanoid robot balance control. In this context, many efforts have been made to improve the ability of quiet standing human balance. There are three main strategies for human balance including (i) ankle, (ii) hip, and (iii) stepping strategies. Besides, arm usage was considered for balance control of human walking. However, there exist few works about effectiveness assessment of arm strategy for quiet standing balance recovery. In this paper, we proposed a nonlinear model predictive control (NMPC) for human balance control on a simplified model with sagittal arm rotation. Three case studies including (i) active arms, (ii) passive arms, and (iii) fixed arms were considered to discuss the effectiveness of arm usage for human balance recovery during quiet standing. Besides, the total root mean square (RMS) deviation of joint angles was computed as an index of human motion intensity quantification. The proposed solution has been implemented for a human-like balance recovery with arm usages during quiet standing under perturbation and shows the effectiveness of arm strategy.
机译:人平衡回收战略的计算研究对于揭示人平衡康复和人形机器人平衡控制的有效策略至关重要。在这种情况下,已经提高了许多努力来提高安静的人类平衡的能力。人类平衡有三种主要策略,包括(i)脚踝,(ii)阶层和(iii)步进策略。此外,武器使用被认为是对人类走路的平衡控制。然而,关于安静的平衡恢复的ARM战略的有效评估有很少的作品。在本文中,我们提出了一种在具有矢状臂旋转的简化模型上的人平衡控制的非线性模型预测控制(NMPC)。三个案例研究包括(i)主动武器(ii)被动武器和(iii)固定武器被认为讨论了在安静的身份期间人体平衡恢复的ARM使用的有效性。此外,将关节角的总均方(RMS)偏差被计算为人体运动强度量化的指标。拟议的解决方案已在扰动下的安静地站立期间实施了武器用途的人类平衡回收,并显示了ARM战略的有效性。

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