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Cascade predictors design for a class of nonlinear uncertain systems with delayed state — Application to bioreactor

机译:级联预测因子设计一类具有延迟状态的非线性不确定系统 - 应用于生物反应器

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The present work proposes a cascade predictor for a class of uncertain nonlinear systems in the presence of uncertainties in the state equations. The delayed state is assumed to be available with an arbitrarily long delay and the underlying measurements are assumed to be corrupted by an additive bounded unknown function. The proposed predictor is constituted by a cascade of subsystems where each of these subsystems predicts the state of the preceding one with a prediction horizon equal to a fraction of the time delay in such a way that the state of the last predictor is an estimate of the system actual state. The design of the predictor is achieved by assuming a set of conditions under which the ultimate boundedness of the estimation error is established. It was in particular shown that in the absence of uncertainties, the observation error converges exponentially to zero. In the presence of uncertainties, the asymptotic observation error remains in a ball which radius depends in particular on the magnitudes of the delay, the Lipschitz constant of the systems nonlinearities and the bounds of the considered uncertainties. The performance of the proposed observer and its main properties are highlighted through an typical example dealing with a bioreactor.
机译:本工作提出了一类不确定的非线性系统在状态方程存在下的一类不确定非线性系统的级联预测。假设延迟状态可用于任意长的延迟,并且假设基础测量由添加有界未知函数损坏。所提出的预测因子由级联的子系统构成,其中每个子系统中的每一个预测前面的一个与预测地平等于时间延迟的一小部分的状态,使得最后预测器的状态是估计的方式系统实际状态。通过假设建立估计误差的最终界限的一组条件,实现了预测器的设计。特别地表明,在没有不确定性的情况下,观察误差会聚到零。在不确定性的存在下,渐近观察误差保持在球的球中,该球尤其依赖于延迟的大小,系统非线性的嘴唇峰常数和所考虑的不确定性的界限。通过处理生物反应器的典型示例来突出显示拟议观察者及其主要性质的性能。

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