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A model of postural control in quiet standing: robust compensation of delay-Induced Instability using intermittent activation of feedback control.

机译:安静站立状态下的姿势控制模型:使用反馈控制的间歇激活对延迟引起的不稳定性进行鲁棒补偿。

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摘要

The main purpose of this study is to compare two different feedback controllers for the stabilization of quiet standing in\udhumans, taking into account that the intrinsic ankle stiffness is insufficient and that there is a large delay inducing instability\udin the feedback loop: 1) a standard linear, continuous-time PD controller and 2) an intermittent PD controller characterized\udby a switching function defined in the phase plane, with or without a dead zone around the nominal equilibrium state. The\udstability analysis of the first controller is carried out by using the standard tools of linear control systems, whereas the\udanalysis of the intermittent controllers is based on the use of Poincare´ maps defined in the phase plane. When the PDcontrol\udis off, the dynamics of the system is characterized by a saddle-like equilibrium, with a stable and an unstable\udmanifold. The switching function of the intermittent controller is implemented in such a way that PD-control is ‘off’ when\udthe state vector is near the stable manifold of the saddle and is ‘on’ otherwise. A theoretical analysis and a related simulation\udstudy show that the intermittent control model is much more robust than the standard model because the size of the\udregion in the parameter space of the feedback control gains (P vs. D) that characterizes stable behavior is much larger in the\udlatter case than in the former one. Moreover, the intermittent controller can use feedback parameters that are much smaller\udthan the standard model. Typical sway patterns generated by the intermittent controller are the result of an alternation\udbetween slow motion along the stable manifold of the saddle, when the PD-control is off, and spiral motion away from the\udupright equilibrium determined by the activation of the PD-control with low feedback gains. Remarkably, overall dynamic\udstability can be achieved by combining in a smart way two unstable regimes: a saddle and an unstable spiral. The\udintermittent controller exploits the stabilizing effect of one part of the saddle, letting the system evolve by alone when it\udslides on or near the stable manifold; when the state vector enters the strongly unstable part of the saddle it switches on a\udmild feedback which is not supposed to impose a strict stable regime but rather to mitigate the impending fall. The\udpresence of a dead zone in the intermittent controller does not alter the stability properties but improves the similarity with\udbiological sway patterns. The two types of controllers are also compared in the frequency domain by considering the power\udspectral density (PSD) of the sway sequences generated by the models with additive noise. Different from the standard\udcontinuous model, whose PSD function is similar to an over-damped second order system without a resonance, the\udintermittent control model is capable to exhibit the two power law scaling regimes that are typical of physiological sway\udmovements in humans.
机译:这项研究的主要目的是比较两种不同的反馈控制器,以稳定人的\ u200b \ u200b \ u200b \ u200b \ u200b \ u200b \ u200b \ u200b \ u200b \ u003c \\\\\\\\\\\\,因为内在的踝关节刚度不足,并且在反馈回路中存在较大的延迟,从而导致不稳定\\ u2d:标准线性连续时间PD控制器和2)间歇性PD控制器,其特征在于在相平面中定义了开关功能,在标称平衡状态附近有无死区。使用线性控制系统的标准工具对第一个控制器进行\ studity分析,而对间歇性控制器的\ udana分析则基于在相平面中定义的Poincare'maps。当PDcontrol退出时,系统的动力学特征是具有稳定和不稳定\ udimanifold的鞍状平衡。间歇控制器的开关功能以以下方式实现:当状态向量接近鞍座的稳定歧管时,PD控制为“关闭”,否则为“开”。理论分析和相关的模拟\研究表明,间歇控制模型比标准模型更健壮,因为表征稳定行为的反馈控制增益(P vs. D)参数空间中的\ ud区域的大小为\ udlatter情况比前一种情况大得多。此外,间歇控制器可以使用比标准模型小得多的反馈参数。间歇控制器生成的典型摇摆模式是PD控制关闭时沿鞍形稳定歧管的慢动作交替运动与远离PD激活决定的螺旋运动的结果。 -控制具有低反馈增益。值得注意的是,可以通过巧妙地结合两个不稳定的状态来实现整体的动态/稳定性:鞍形和不稳定的螺旋形。间歇控制器利用鞍座的一部分的稳定作用,使系统在稳定歧管上或附近滑落时可以独自演化。当状态向量进入鞍座的强烈不稳定部分时,它会打开\ udmild反馈,这不应施加严格的稳定状态,而应减轻即将来临的跌落。间歇控制器中不存在死区不会改变稳定性,但会改善与生物摇摆模式的相似性。通过考虑由具有加性噪声的模型生成的摇摆序列的功率\超光谱密度(PSD),在频域中还比较了两种类型的控制器。与标准\非连续模型(其PSD功能类似于没有共振的过度阻尼的二阶系统)不同,\(间歇性)控制模型能够展现两种典型的人体生理摇摆/运动的幂律定标机制。

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