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The Volterra series can be used to model a large subset of nonlinear, dynamic systems. A major drawback is the number of coefficients required model such systems. In order to reduce the number of required coefficients, Laguerre polynomials…

机器学习 · 计算机科学 2014-10-06 Brett W. Israelsen , Dale A. Smith

The systems of nonlinear Volterra integral equations of the first kind with jump discontinuous kernels are studied. The iterative numerical method for such nonlinear systems is proposed. Proposed method employs the modified…

数值分析 · 数学 2019-10-22 A. N. Tynda , D. N. Sidorov , N. A. Sidorov

We introduce Coarse-Grained Nonlinear Dynamics, an efficient and universal parameterization of nonlinear system dynamics based on the Volterra series expansion. These models require a number of parameters only quasilinear in the system's…

信号处理 · 电气工程与系统科学 2020-10-15 Span Spanbauer , Ian Hunter

We study the class of continuous polynomial Volterra processes, which we define as solutions to stochastic Volterra equations driven by a continuous semimartingale with affine drift and quadratic diffusion matrix in the state of the…

This study introduces an approach for modeling unsteady transonic aerodynamics within a parametric space, using Volterra series to capture aerodynamic responses and machine learning to enable interpolation. The first- and second-order…

计算工程、金融与科学 · 计算机科学 2024-10-28 Gabriele Immordino , Andrea Da Ronch , Marcello Righi

This paper focuses on the systems theory of bilinear dynamical systems using the Volterra series representation. The main contributions are threefold. First, we gain an input-output representation in the frequency domain, where the Laplace…

数值分析 · 数学 2019-01-18 Maria Cruz Varona , Raphael Gebhart

Volterra series representation is a powerful mathematical model for nonlinear circuits. However, the difficulties in determining higher-order Volterra kernels limited its broader applications. In this work, a systematic approach that…

数学物理 · 物理学 2016-05-13 Xiaoyan Y. Z. Xiong , Li Jun Jiang , Jose E. Schutt-Aine , Weng Cho Chew

We propose the numerical methods for solution of the weakly regular linear and nonlinear evolutionary (Volterra) integral equation of the first kind. The kernels of such equations have jump discontinuities along the continuous curves…

数值分析 · 数学 2015-07-24 Ildar Muftahov , Aleksandr Tynda , Denis Sidorov

Volterra series are especially useful for nonlinear system identification, also thanks to their capability to approximate a broad range of input-output maps. However, their identification from a finite set of data is hard, due to the curse…

机器学习 · 计算机科学 2019-11-13 Alberto Dalla Libera , Ruggero Carli , Gianluigi Pillonetto

The Volterra series is a powerful tool in modelling a broad range of nonlinear dynamic systems. However, due to its nonparametric nature, the number of parameters in the series increases rapidly with memory length and series order, with the…

信号处理 · 电气工程与系统科学 2018-04-23 Jeremy G. Stoddard , James S. Welsh

The Hirota bilinear formalism and soliton solutions for a generalized Volterra system is presented. Also, starting from the soliton solutions, we obtain a class of nonsingular rational solutions using the "long wave" limit procedure of…

solv-int · 物理学 2016-09-08 A. S. Cârstea

In classical continuum theory, Volterra's principle [1, 2] is a long-known method to solve linear rheological (viscoelastic) problems derived from the corresponding elastic ones. Here, we introduce and present another approach that is…

经典物理 · 物理学 2021-09-20 Tamás Fülöp , Mátyás Szücs

We are concerned with nonparametric hypothesis testing of time series functionals. It is known that the popular autoregressive sieve bootstrap is, in general, not valid for statistics whose (asymptotic) distribution depends on moments of…

统计方法学 · 统计学 2020-10-21 Natalia Sirotko-Sibirskaya , Matthias O. Franz , Thorsten Dickhaus

The paper presents a review of the studies that were conducted at Energy Systems Institute (ESI) SB RAS in the field of mathematical modeling of nonlinear input-output dynamic systems with Volterra polynomials. The first part presents an…

动力系统 · 数学 2013-07-15 A. S. Apartsyn , S. V. Solodusha , V. A. Spiryaev

We apply the monotone domain decomposition iterative method to a nonlinear integro-differential equation of Volterra type and prove its convergence. To do this, by adding a term in both sides of the original equation we make a linear…

数值分析 · 数学 2013-04-03 Myong-Gil Rim , Dong-Hyok Kim

In this work, we investigate a model order reduction scheme for high-fidelity nonlinear structured parametric dynamical systems. More specifically, we consider a class of nonlinear dynamical systems whose nonlinear terms are polynomial…

动力系统 · 数学 2023-01-24 Pawan Goyal , Igor Pontes Duff , Peter Benner

In this paper, the regularization approach introduced recently for nonparametric estimation of linear systems is extended to the estimation of nonlinear systems modelled as Volterra series. The kernels of order higher than one, representing…

系统与控制 · 计算机科学 2018-04-30 Georgios Birpoutsoukis , Anna Marconato , John Lataire , Johan Schoukens

The aim of the present paper is to introduce a new numerical method for solving nonlinear Volterra integro-differential equations involving delay. We apply trapezium rule to the integral involved in the equation. Further, Daftardar-Gejji…

数值分析 · 数学 2020-09-25 Aman Jhinga , Jayvant Patade , Varsha Daftardar-Gejji

This paper is concerned with developing accurate and efficient numerical methods for one-dimensional fully nonlinear second order elliptic and parabolic partial differential equations (PDEs). In the paper we present a general framework for…

数值分析 · 数学 2012-12-04 Xiaobing Feng , Thomas Lewis

In this paper, we develop the Galerkin-like method to address first-order integro-differential inclusions. Under compactness or monotonicity conditions, we obtain new results for the existence of solutions for this class of problems, which…

最优化与控制 · 数学 2024-08-06 Pedro Pérez-Aros , Manuel Torres-Valdebenito , Emilio Vilches
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