Finite-dimensional behaviour and observability in a randomly forced PDE

被引:0
作者
Broomhead, D. S. [1 ]
Huke, J. P. [1 ]
Montaldi, J. [1 ]
Muldoon, M. R. [1 ]
机构
[1] Univ Manchester, Sch Math, Manchester M13 9PL, Lancs, England
来源
DYNAMICAL SYSTEMS-AN INTERNATIONAL JOURNAL | 2012年 / 27卷 / 01期
基金
英国工程与自然科学研究理事会;
关键词
infinite-dimensional; random dynamical system; iterated function system; reconstruction; observability; SYSTEMS; EMBEDDINGS; FRACTALS;
D O I
10.1080/14689367.2011.643464
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In earlier work [D.S. Broomhead, J.P. Huke, M.R. Muldoon, and J. Stark, Iterated function system models of digital channels, Proc. R. Soc. Lond. A 460 (2004), pp. 3123-3142], aimed at developing an approach to signal processing that can be applied as well to nonlinear systems as linear ones, we produced mathematical models of digital communications channels that took the form of iterated function systems ( IFS). For finite-dimensional systems these models have observability properties indicating they could be used for signal processing applications. Here we see how far the same approach can be taken towards the modelling of an infinite-dimensional system. The cable equation is a well-known partial differential equation (PDE) model of an imperfectly insulated uniform conductor, coupled to its surroundings by capacitive effects. ( It is also much used as a basic model in theoretical neurobiology.) In this article we study the dynamics of this system when it is subjected to randomly selected discrete input pulses. The resulting IFS has a unique finite-dimensional attractor; we use results of Falconer and Solomyak to investigate the dimension of this attractor, relating it to the physical parameters of the system. Using work of Robinson, we show how some of the observability properties of the IFS model are retained.
引用
收藏
页码:57 / 73
页数:17
相关论文
共 22 条
[1]   GENERIC OBSERVABILITY OF DIFFERENTIABLE SYSTEMS [J].
AEYELS, D .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 1981, 19 (05) :595-603
[2]  
[Anonymous], 1988, CAMBRIDGE STUD MATH
[3]  
Barnsley M., 1988, FRACTALS EVERYWHERE
[4]   A MANDELBROT SET FOR PAIRS OF LINEAR-MAPS [J].
BARNSLEY, MF ;
HARRINGTON, AN .
PHYSICA D, 1985, 15 (03) :421-432
[5]  
Belleni-Morante Aldo., 1979, APPL SEMIGROUPS EVOL
[6]   Iterated function system models of digital channels [J].
Broomhead, DS ;
Huke, JP ;
Muldoon, MR ;
Stark, J .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2004, 460 (2051) :3123-3142
[7]  
Dayan P., 2001, Theoretical neuroscience: computational and mathematical modeling of neural systems
[8]   THE HAUSDORFF DIMENSION OF SELF-AFFINE FRACTALS [J].
FALCONER, KJ .
MATHEMATICAL PROCEEDINGS OF THE CAMBRIDGE PHILOSOPHICAL SOCIETY, 1988, 103 :339-350
[9]  
Falconer KJ, 1999, Fractal geometry: mathematical foundations and applications
[10]   Regularity of embeddings of infinite-dimensional fractal sets into finite-dimensional spaces [J].
Hunt, BR ;
Kaloshin, VY .
NONLINEARITY, 1999, 12 (05) :1263-1275