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Volterra-series-based nonlinear system modeling and its engineering applications: A state-of-the-art review

机译:基于Volterra系列的非线性系统建模及其工程应用:最新进展

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摘要

Nonlinear problems have drawn great interest and extensive attention from engineers, physicists and mathematicians and many other scientists because most real systems are inherently nonlinear in nature. To model and analyze nonlinear systems, many mathematical theories and methods have been developed, including Volterra series. In this paper, the basic definition of the Volterra series is recapitulated, together with some frequency domain concepts which are derived from the Volterra series, including the general frequency response function (GFRF), the nonlinear output frequency response function (NOFRF), output frequency response function (OFRF) and associated frequency response function (AFRF). The relationship between the Volterra series and other nonlinear system models and nonlinear problem solving methods are discussed, including the Taylor series, Wiener series, NARMAX model, Hammerstein model, Wiener model, Wiener-Hammerstein model, harmonic balance method, perturbation method and Adomian decomposition. The challenging problems and their state of arts in the series convergence study and the kernel identification study are comprehensively introduced. In addition, a detailed review is then given on the applications of Volterra series in mechanical engineering, aeroelasticity problem, control engineering, electronic and electrical engineering.
机译:非线性问题引起了工程师,物理学家和数学家以及许多其他科学家的极大兴趣和广泛关注,因为大多数实际系统本质上都是非线性的。为了建模和分析非线性系统,已经开发了许多数学理论和方法,包括Volterra级数。本文概述了Volterra级数的基本定义,以及从Volterra级数派生的一些频域概念,包括通用频率响应函数(GFRF),非线性输出频率响应函数(NOFRF),输出频率响应函数(OFRF)和相关的频率响应函数(AFRF)。讨论了Volterra级数与其他非线性系统模型和非线性问题解决方法之间的关系,包括泰勒级数,维纳级数,NARMAX模型,Hammerstein模型,Wiener模型,Wiener-Hammerstein模型,谐波平衡法,摄动法和Adomian分解。全面介绍了序列收敛性研究和核识别研究中的挑战性问题及其最新技术。此外,还将详细介绍Volterra系列在机械工程,空气弹性问题,控制工程,电子和电气工程中的应用。

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