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Dynamic optimization of Gait with a Generalized Lower-Limb Prosthesis Model

机译:广义下肢假体模型的步态动态优化

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Predictive simulation of gait is a promising tool for robotic lower limb prosthesis design, but has been limited in its application to models of existing design types. We propose a modeling approach to find optimal prosthesis dynamics in gait simulations without constraining the prosthesis to follow kinematics allowed by a specific joint mechanism. To accomplish this, we render a transtibial prosthetic device as the composition of its resultant forces and moments as they act upon the prosthetic foot and socket and allow 3 degree-of-freedom planar motion. The model is implemented into a human musculoskeletal model and used to solve dynamic optimizations of muscle and prosthesis controls to minimize muscle effort and loading on the residual limb during walking. The emphasis on muscle effort vs. limb loading is varied in the minimization objective and the resulting optimal prosthesis dynamics are compared. We found that muscle effort and socket loading measures were reduced for our prosthesis model compared to a revolute joint prosthesis model. We interpret large displacements in the linear axes to transfer energy to the plantarflexion action before toe-off and reduce loading at the socket-limb interface. Our results suggest this approach could assist in the design of non-biomimetic prostheses but requires experimental validation to assess our modeling assumptions, as well as progress toward increased fidelity of predictive simulation approaches more generally.
机译:步态的预测模拟是机器人下肢假体设计的有前途的工具,但在其应用于现有设计类型的模型中受到限制。我们提出一种建模方法,以在步态模拟中找到最佳的假体动力学,而又不限制假体遵循特定关节机制所允许的运动学。为实现此目的,我们将胫骨假体设备作为其合力和力矩的组成,当它们作用在假肢脚和承窝上并允许3自由度平面运动时。该模型被实现为人体肌肉骨骼模型,并用于解决肌肉和假体控件的动态优化,以最大程度地减少步行过程中肌肉的力量和残余肢体的负荷。在最小化目标中,对肌肉力量与肢体负荷的强调有所不同,并且比较了由此产生的最佳假体动力学。我们发现,与旋转关节假体模型相比,我们的假体模型减少了肌肉力量和承窝负荷措施。我们解释了线性轴上的大位移,以便在脚趾离开之前将能量传递到足底屈曲动作,并减少承窝-肢体界面的负荷。我们的结果表明,这种方法可以帮助设计非仿生假体,但需要进行实验验证以评估我们的建模假设,以及更普遍地朝提高预测仿真方法的逼真度迈进。

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