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An Adaptive Nonlinear Filter for System Identification [PDF]

open access: yesEURASIP Journal on Advances in Signal Processing, 2009
The primary difficulty in the identification of Hammerstein nonlinear systems (a static memoryless nonlinear system in series with a dynamic linear system) is that the output of the nonlinear system (input to the linear system) is unknown.
Tokunbo Ogunfunmi, Ifiok J. Umoh
doaj   +4 more sources

On the smoothness of nonlinear system identification [PDF]

open access: yesAutomatica, 2020
We shed new light on the \textit{smoothness} of optimization problems arising in prediction error parameter estimation of linear and nonlinear systems. We show that for regions of the parameter space where the model is not contractive, the Lipschitz constant and $β$-smoothness of the objective function might blow up exponentially with the simulation ...
Antônio H. Ribeiro   +4 more
openaire   +4 more sources

Integrate-and-Differentiate Approach to Nonlinear System Identification

open access: yesMathematics, 2021
In this paper, we consider a problem of parametric identification of a piece-wise linear mechanical system described by ordinary differential equations.
Artur I. Karimov   +3 more
doaj   +1 more source

On adaptive identification of systems having multiple nonlinearities

open access: yesРоссийский технологический журнал, 2023
Objectives. The solution to the relevant problem of identifying systems with multiple nonlinearities depends on such factors as feedback, ways of connecting nonlinear links, and signal properties. The specifics of nonlinear systems affect control systems
N. N. Karabutov
doaj   +1 more source

Design of extended Kalman filtering neural network control system based on particle swarm identification of nonlinear U-model

open access: yesAutomatika, 2022
This paper studies the modelling of a class of nonlinear plants with known structures but unknown parameters and proposes a general nonlinear U-model expression. The particle swarm optimization algorithm is used to identify the time-varying parameters of
Fengxia Xu   +3 more
doaj   +1 more source

Equation Discovery for Nonlinear System Identification

open access: yesIEEE Access, 2020
Equation discovery methods enable modelers to combine domain-specific knowledge and system identification to construct models most suitable for a selected modeling task.
Nikola Simidjievski   +3 more
doaj   +1 more source

Parameter identification for Hammerstein nonlinear system with polynomial and state space model

open access: yesMeasurement + Control, 2023
This study investigates a two-stage parameter identification algorithm for the Hammerstein nonlinear system based on special test signals. The studied Hammerstein nonlinear system has a static nonlinear subsystem represented by polynomial basis function ...
Chenghao Li, Feng Li, Qingfeng Cao
doaj   +1 more source

Feedback for nonlinear system identification [PDF]

open access: yes2019 18th European Control Conference (ECC), 2019
Motivated by neuronal models from neuroscience, we consider the system identification of simple feedback structures whose behaviors include nonlinear phenomena such as excitability, limit-cycles and chaos. We show that output feedback is sufficient to solve the identification problem in a two-step procedure.
Thiago B. Burghi   +2 more
openaire   +3 more sources

A Simple Framework for Identifying Dynamical Systems in Closed-Loop

open access: yesIEEE Access, 2021
In this paper, we propose a simple framework for closed-loop system identification: the stabilized output error method. Traditional closed-loop system identification methods rely on the linearity of the target system, and they require the identification ...
Ichiro Maruta, Toshiharu Sugie
doaj   +1 more source

Nonlinear-Adaptive Mathematical System Identification

open access: yesComputation, 2017
By reversing paradigms that normally utilize mathematical models as the basis for nonlinear adaptive controllers, this article describes using the controller to serve as a novel computational approach for mathematical system identification.
Timothy Sands
doaj   +1 more source

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