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The computation of Lie derivatives and Lie brackets based on automatic differentiation

机译:基于自动微分的李导数和李括号的计算

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摘要

Many algorithms in the field of nonlinear control theory require Lie derivatives or Lie brackets. Up to now, the computation of these derivatives was practical only for simple systems or for systems with a special structure due to the amount of symbolical computations involved. The authors suggest a new approach which is based on automatic differentiation. This approach circumvents several disadvantages of symbolic computations. Moreover, the methods presented here are applicable not only to systems described by explicitly given mathematical expressions but also to systems given by algorithms using conventional programming languages or dedicated modelling languages, respectively. (C) 2004 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim. [References: 43]
机译:非线性控制理论领域中的许多算法都需要李导数或李括号。到目前为止,由于涉及的符号计算量很大,因此这些导数的计算仅对简单系统或具有特殊结构的系统才是实用的。作者提出了一种基于自动区分的新方法。这种方法规避了符号计算的几个缺点。此外,这里提出的方法不仅适用于由明确给出的数学表达式描述的系统,而且分别适用于由使用常规编程语言或专用建模语言的算法给出的系统。 (C)2004 WILEY-VCH Verlag GmbH&Co. KGaA,Weinheim。 [参考:43]

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