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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 humans, taking into account that the intrinsic ankle stiffness is insufficient and that there is a large delay inducing instability in the feedback loop: 1) a standard linear, continuous-time PD controller and 2) an intermittent PD controller characterized by a switching function defined in the phase plane, with or without a dead zone around the nominal equilibrium state. The stability analysis of the first controller is carried out by using the standard tools of linear control systems, whereas the analysis of the intermittent controllers is based on the use of Poincare´ maps defined in the phase plane. When the Pdcontrol is off, the dynamics of the system is characterized by a saddle-like equilibrium, with a stable and an unstable manifold. The switching function of the intermittent controller is implemented in such a way that PD-control is ‘off’ when the state vector is near the stable manifold of the saddle and is ‘on’ otherwise. A theoretical analysis and a related simulation study show that the intermittent control model is much more robust than the standard model because the size of the region in the parameter space of the feedback control gains (P vs. D) that characterizes stable behavior is much larger in the latter case than in the former one. Moreover, the intermittent controller can use feedback parameters that are much smaller than the standard model. Typical sway patterns generated by the intermittent controller are the result of an alternation between slow motion along the stable manifold of the saddle, when the PD-control is off, and spiral motion away from the upright equilibrium determined by the activation of the PD-control with low feedback gains. Remarkably, overall dynamic stability can be achieved by combining in a smart way two unstable regimes: a saddle and an unstable spiral. The intermittent controller exploits the stabilizing effect of one part of the saddle, letting the system evolve by alone when it slides on or near the stable manifold; when the state vector enters the strongly unstable part of the saddle it switches on a mild feedback which is not supposed to impose a strict stable regime but rather to mitigate the impending fall. The presence of a dead zone in the intermittent controller does not alter the stability properties but improves the similarity with biological sway patterns. The two types of controllers are also compared in the frequency domain by considering the power spectral density (PSD) of the sway sequences generated by the models with additive noise. Different from the standard continuous model, whose PSD function is similar to an over-damped second order system without a resonance, the intermittent control model is capable to exhibit the two power law scaling regimes that are typical of physiological sway movements 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,以稳定人体的安静状态,并考虑到固有的踝关节僵硬度不足,并且存在较大的延迟,导致反馈回路不稳定:1)标准线性,连续时间PD控制器,以及2)间歇性PD控制器,其特征在于在相平面中定义的开关功能,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稳定性分析,而对间歇性控制器的分析则基于在相平面中定义的庞加莱图进行。当Pdcontrol关闭时,系统的动力学特征是具有稳定和不稳定歧管的鞍状平衡。间歇控制器的开关功能以以下方式实现:状态向量在鞍座的稳定歧管附近时,PD控制为“关闭”,否则为“开”。理论分析和相关的仿真研究表明,间歇性控制模型比标准模型要健壮得多,这是因为表征稳定行为的反馈控制增益(P vs. D)的参数空间区域的大小要大得多。在后一种情况下比在前一种情况下。此外,间歇控制器可以使用比标准模型小得多的反馈参数。间歇控制器产生的典型摇摆模式是在PD控制关闭时沿鞍座稳定歧管的慢动作与由PD控制器激活所确定的远离直立平衡的螺旋运动之间交替产生的结果反馈增益低。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动态稳定性:鞍形和不稳定的螺旋形。间歇控制器利用鞍座一部分的稳定作用,使系统在稳定歧管上或附近滑动时可以独自进化。当状态向量进入鞍座的强烈不稳定部分时,它会打开一个温和的反馈,这不应施加严格的稳定状态,而应减轻即将来临的跌落。间歇控制器中死区的存在不会改变稳定性,但会改善与生物摇摆模式的相似性。还通过考虑由具有加性噪声的模型生成的摇摆序列的功率谱密度(PSD),在频域中比较了这两种类型的控制器。与标准连续模型不同,标准连续模型的PSD功能类似于没有共振的过度阻尼的二阶系统,而间歇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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