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BALANCED REALIZATION AND MODEL ORDER REDUCTION FOR NONLINEAR SYSTEMS BASED ON SINGULAR VALUE ANALYSIS

机译:基于奇异值分析的非线性系统平衡实现与模型降阶

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This paper discusses balanced realization and model order reduction for both continuous-time and discrete-time general nonlinear systems based on singular value analysis of the corresponding Hankel operators. Singular value analysis clarifies the gain structure of a given nonlinear operator. Here it is proved that singular value analysis of smooth Hankel operators defined on Hilbert spaces can be characterized by simple equations in terms of their states. A balanced realization and model order reduction procedure is derived based on it, and several important properties such as stability, balanced form, Hankel norm, controllability, and observability of the original system are preserved. The work improves the earlier results of [K. Fujimoto and J. M. A. Scherpen, IEEE Trans. Automat. Control, 50 (2005), pp. 2-18] and then continues with new balancing and model reduction results.
机译:本文基于相应汉克算子的奇异值分析,讨论了连续时间和离散时间通用非线性系统的平衡实现和模型降阶。奇异值分析阐明了给定非线性算子的增益结构。在这里证明,在希尔伯特空间上定义的光滑汉克算子的奇异值分析可以通过状态的简单方程来表征。在此基础上,导出了平衡实现和模型降阶的过程,并保留了原始系统的稳定性,平衡形式,Hankel范数,可控制性和可观察性等重要属性。这项工作改善了[K. Fujimoto和J.M.A.Scherpen,IEEE Trans。自动机Control,50(2005),pp。2-18],然后继续获得新的平衡和模型简化结果。

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