Nonlinear stochastic filtering using global transformations

T. Lahdhiri, A. Alouani
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Abstract

A new approach for solving the nonlinear filtering problem is introduced. This approach is based on the concept of exact linearization using global transformation techniques. Using this concept, a nonlinear stochastic system can be transformed, using a suitable mapping, to an equivalent linear stochastic system for which well developed linear filtering techniques can be applied. Sufficient conditions for the existence of such a mapping are derived and the benefits of the work are illustrated via an example.
采用全局变换的非线性随机滤波
介绍了一种求解非线性滤波问题的新方法。该方法基于使用全局变换技术的精确线性化概念。利用这一概念,一个非线性随机系统可以通过适当的映射转换为一个等效的线性随机系统,对于这个系统,可以应用发达的线性滤波技术。推导了这种映射存在的充分条件,并通过一个例子说明了工作的好处。
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