Nonlinear step responses and how to find them

被引:0
|
作者
Mrazik, Lukas [1 ]
Mares, Jan [1 ]
Friess, Karel [2 ]
机构
[1] UCT Prague, Dept Math Informat & Cybernet, Tech 5, Prague 16628, Czech Republic
[2] UCT Prague, Dept Phys Chem, Tech 5, Prague 16628, Czech Republic
关键词
Porous medium equation; Nonlinear system identification; Gas permeation; Step response analysis; SYSTEM IDENTIFICATION;
D O I
10.1007/s11071-024-10370-y
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The unit step response is a standard tool for experimental identification; its shape is equivalent to a solution of an appropriate governing equation. In this study, we investigate two variants of nonlinear first-order governing equation, y '=k(1-y beta)/beta\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${y'=k(1-y<^>\beta )/\beta }$$\end{document}, and mainly its rescaled version y '=k1-y beta\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${y'=k\left( 1-y<^>\beta \right) }$$\end{document}. We explore a continuum of response shapes, ranging from constant zero to constant one, including standard shapes such as 1-exp(-t)\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$1-\exp (-t)$$\end{document} and tanh(t)\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${\tanh (t)}$$\end{document}, but also uncommon shapes such as a part of the logarithmic integral. Two methods for estimating the parameter beta\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\beta $$\end{document} are proposed: one based on analyzing the curvature of a single response and the other based on analyzing initial slopes for multiple responses, while varying the amplitude of the step. Our investigation is conducted in the context of gas permeation through a homogeneous porous medium, where nonlinear response shapes have been observed. This context allows for a meaningful interpretation of the results, consistent with expectations for specific thermodynamic processes. However, neither method is constrained by this context, and either might be considered for any first-order system that fails to have amplitude-scale invariance or for which the shapes seem to exhibit an effect of saturation.
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页数:15
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