由未知输入驱动的非线性系统的可观察性秩条件的推广

Agostino Martinelli
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引用次数: 15

摘要

本文研究了非线性情况下的未知输入可观测性问题,假设未知输入是时间的可微函数(可达给定阶)。目标不是设计新的观测器,而是提供简单的分析条件,以检查状态的弱局部可观察性。分析首先提供了未知输入情况下不可区分状态的新定义。然后,为了将已知输入的影响与未知输入对系统输出的影响分开,对状态进行增强。这使我们能够得到基本性质的扩展,在已知输入的情况下是成立的。从这些性质出发,给出了状态可观察性的一个充分解析条件,称为扩展可观察秩条件。利用该方法推导了两个系统的可观测性。前者非常简单,而后者非常复杂,描述了视觉和惯性测量的融合。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Extension of the observability rank condition to nonlinear systems driven by unknown inputs
This paper investigates the unknown input observability problem in the nonlinear case under the assumption that the unknown inputs are differentiable functions of time (up to a given order). The goal is not to design new observers but to provide simple analytic conditions in order to check the weak local observability of the state. The analysis starts by providing a new definition of indistinguishable states in the case of unknown inputs. Then, in order to separate the effect of the known inputs from the effect of the unknown inputs on the system outputs, the state is augmented. This allows us to obtain the extension of basic properties, which hold in the case of known inputs. Starting from these properties, the paper provides a sufficient analytic condition for the state observability, which is called the extended observability rank condition. The proposed approach is used to derive the observability properties of two systems. The former is very simple while the latter is very complex and describes the fusion of visual and inertial measurements.
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