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Nonlinear Unknown Input Observability: Analytical expression of the observable codistribution in the case of a single unknown input

机译:非线性未知输入可观察性:在单个未知输入的情况下可观察到的可观察标准分析的分析表达

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This paper investigates the unknown input observability problem in the nonlinear case. Specifically, the systems here analyzed are characterized by dynamics that are nonlinear in the state and linear in the inputs and characterized by a single unknown input and multiple known inputs. Additionally, it is assumed that the unknown input is a differentiable function of time (up to a given order). The goal of the paper is not to design new observers but to provide a simple analytic condition in order to check the weak local observability of the state. In other words, the goal is to extend the well known observability rank condition to these systems. Specifically, the paper provides a simple algorithm to directly obtain the entire observable codistribution. As in the standard case of only known inputs, the observable codistribution is obtained by recursively computing the Lie derivatives along the vector fields that characterize the dynamics. However, in correspondence of the unknown input, the corresponding vector field must be suitably rescaled. Additionally, the Lie derivatives must be computed also along a new set of vector fields that are obtained by recursively performing suitable Lie bracketing of the vector fields that define the dynamics. In practice, the entire observable codistribution is obtained by a very simple recursive algorithm. However, the analytic derivations required to prove that this codistribution fully characterizes the weak local observability of the state are complex and, for the sake of brevity, are provided in a separate technical report. The proposed analytic approach is illustrated by checking the weak local observability of several nonlinear systems driven by known and unknown inputs.
机译:本文研究了非线性案例中未知的输入可观察性问题。具体地,这里分析的系统的特征在于状态在状态下是非线性的动态,并且在输入中的线性,其特征在于单个未知输入和多个已知输入。另外,假设未知输入是可差的时间函数(最多为给定顺序)。本文的目标不是设计新观察者,而是提供简单的分析条件,以检查国家的局部局部可观察性。换句话说,目标是将众所周知的可观察性等级延伸到这些系统。具体地,本文提供了一种简单的算法,可直接获得整个可观察的译码。如在仅已知输入的标准情况下,通过递归地计算沿着表征动态的矢量字段来获得可观察的译码。然而,在未知输入的对应关系中,必须适当地重新安装相应的矢量字段。另外,也必须沿着通过通过递归地执行定义动态的矢量字段的合适的谎言包围而获得的一组新的矢量字段来计算谎言衍生物。在实践中,通过一个非常简单的递归算法获得整个可观察的辅助。然而,证明这种译码所需的分析衍生是完全表征状态的弱局部可观测性是复杂的,并且为了简洁起见,提供单独的技术报告。通过检查由已知和未知输入驱动的几个非线性系统的局部局部可观察性来说明所提出的分析方法。

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