Cited by 15Control Systems and IdentificationFault Detection and Control SystemsAdvanced Control Systems Optimization

Step and pulse response methods for identification of wiener processes

Park, Ho Cheol, Lee, Jietae·2006·AIChE Journal

Abstract

Lack of simple identification methods for nonlinear processes hinders field applications of nonlinear control systems. For identification methods that are as simple as those for the first order plus time delay models of linear dynamical processes, graphical and least squares methods to identify Wiener‐type nonlinear processes from standard responses, such as step, pulse, and square‐wave responses, are proposed. Static nonlinear functions are identified independently in Wiener‐type nonlinear processes. Graphical methods extract discrete points of the nonlinear static function or a continuous non‐parametric model of the nonlinear static function iteratively. The least squares method provides a parametric model of the nonlinear static function. The identified static nonlinear function can be used to design a simple linearizing control system. To illustrate the proposed identification methods, simulation and experimental results are given. © 2005 American Institute of Chemical Engineers AIChE J, 2006

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Crossref · 10.1002/aic.10690

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  • Park and Lee [5] used a special test signal to separate identification of nonlinearity from the linear part for Wiener systems.

    “Strategies for the identification of Wiener systems were represented in brief by Park and Lee in [5] using the special test signal whereby the identification of nonlinearity was separated from the linear part, and further extended for the Hammerstein-Wiener type process in [9].”
  • Since the amplitude of u1(t) is 1 and u2(t) is w, and the linear subsystems are homogeneous, v2(t) = wv1(t) as given in [5].

    “Since the amplitude of the u 1 (t) is 1 and the u 2 (t) is w (0 < w < 1), and the linear subsystems are homogeneous, therefore as given in [5], v 2 (t) = wv 1 (t)”

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Authors
Park, H. C., & Lee, J.
Affiliations
Kyungpook National University (KR)
Corresponding author
Lee, Jietae
Venue
AIChE Journal
Publisher
Wiley
Published
2005-10-04
Volume
52
Issue
2
Pages
668-677
ISSN
  • 0001-1541 (ISSN-L)
  • 1547-5905
OpenAlex
W2017029365
Cited by
15
References
0
Citations by year
2024: 1 · 2023: 1 · 2020: 2 · 2018: 1 · 2016: 1 · 2015: 1 · 2013: 1
FWCI
2.86
Type
journal article
Language
en
Open access
closed
Locations
AIChE Journal (publishedVersion)
Topics
  • Physical Sciences › Engineering › Control and Systems Engineering › Control Systems and Identification
  • Physical Sciences › Engineering › Control and Systems Engineering › Fault Detection and Control Systems
  • Physical Sciences › Engineering › Control and Systems Engineering › Advanced Control Systems Optimization
Keywords
Brownian motion, nonlinear system identification, step response, pulse response, square wave response, least squares identification, linearizing control, nonlinear control systems

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