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Model Reduction for Nonlinear Systems by Incremental Balanced Truncation

机译:增量平衡截断法的非线性系统模型简化

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摘要

In this paper, the method of incremental balanced truncation is introduced as a tool for model reduction of nonlinear systems. Incremental balanced truncation provides an extension of balanced truncation for linear systems towards the nonlinear case and differs from existing nonlinear balancing techniques in the definition of two novel energy functions. These incremental observability and incremental controllability functions form the basis for a model reduction procedure in which the preservation of stability properties is guaranteed. In particular, the property of incremental stability, which provides a notion of stability for systems with nonzero inputs, is preserved. Moreover, a computable error bound is given. Next, an extension towards so-called generalized incremental balanced truncation is proposed, which provides a reduction technique with increased computational feasibility at the cost of a (potentially) larger error bound. The proposed reduction technique is illustrated by means of application to an example of an electronic circuit with nonlinear elements.
机译:本文介绍了增量平衡截断方法作为非线性系统模型简化的一种工具。增量平衡截断为线性系统向非线性情形提供了平衡截断的扩展,并且在定义两个新的能量函数方面与现有的非线性平衡技术不同。这些递增的可观察性和递增的可控制性函数构成了模型简化过程的基础,在模型简化过程中,保证了稳定性。特别地,保留了增量稳定性的性质,该性质为具有非零输入的系统提供了稳定性的概念。此外,给出了可计算的误差范围。接下来,提出了对所谓的广义增量平衡截断的扩展,其提供了具有增加的计算可行性的归约技术,但以(可能)更大的误差范围为代价。通过将其应用于具有非线性元件的电子电路的示例来说明所提出的还原技术。

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