Observability of nonlinear dynamics: Normalized results and a time-series approach

被引:11
作者
Aguirre, Luis A. [1 ]
Bastos, Saulo B. [1 ]
Alves, Marcela A. [1 ]
Letellier, Christophe [2 ,3 ]
机构
[1] Univ Fed Minas Gerais, Programa Posgrad Engn Elet, BR-31270901 Belo Horizonte, MG, Brazil
[2] Univ St Etienne, Grp Anal TOpol & MOdlisat SYst Dynam, F-76801 St Etienne, France
[3] INSA Rouen CORIA, UMR 6614, F-76801 St Etienne, France
关键词
D O I
10.1063/1.2885386
中图分类号
O29 [应用数学];
学科分类号
070104 [应用数学];
摘要
This paper investigates the observability of nonlinear dynamical systems. Two difficulties associated with previous studies are dealt with. First, a normalized degree observability is defined. This permits the comparison of different systems, which was not generally possible before. Second, a time-series approach is proposed based on omnidirectional nonlinear correlation functions to rank a set of time series of a system in terms of their potential use to reconstruct the original dynamics without requiring the knowledge of the system equations. The two approaches proposed in this paper and a former method were applied to five benchmark systems and an overall agreement of over 92% was found. (C) 2008 American Institute of Physics.
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页数:9
相关论文
共 35 条
[1]
Observability of multivariate differential embeddings [J].
Aguirre, LA ;
Letellier, C .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 2005, 38 (28) :6311-6326
[2]
Nonlinear identification and cluster analysis of chaotic attractors from a real implementation of Chua's circuit [J].
Aguirre, LA ;
Rodrigues, GG ;
Mendes, EMAM .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1997, 7 (06) :1411-1423
[3]
CONTROLLABILITY AND OBSERVABILITY OF LINEAR-SYSTEMS - SOME NONINVARIANT ASPECTS [J].
AGUIRRE, LA .
IEEE TRANSACTIONS ON EDUCATION, 1995, 38 (01) :33-39
[4]
A NONLINEAR CORRELATION-FUNCTION FOR SELECTING THE DELAY-TIME IN DYNAMICAL RECONSTRUCTIONS [J].
AGUIRRE, LA .
PHYSICS LETTERS A, 1995, 203 (2-3) :88-94
[5]
USING HIGHER-ORDER CORRELATIONS TO DEFINE AN EMBEDDING WINDOW [J].
ALBANO, AM ;
PASSAMANTE, A ;
FARRELL, ME .
PHYSICA D, 1991, 54 (1-2) :85-97
[6]
COMPARISON OF ALGORITHMS CALCULATING OPTIMAL EMBEDDING PARAMETERS FOR DELAY TIME COORDINATES [J].
BUZUG, T ;
PFISTER, G .
PHYSICA D, 1992, 58 (1-4) :127-137
[7]
Practical method for determining the minimum embedding dimension of a scalar time series [J].
Cao, LY .
PHYSICA D, 1997, 110 (1-2) :43-50
[8]
STATE-SPACE RECONSTRUCTION IN THE PRESENCE OF NOISE [J].
CASDAGLI, M ;
EUBANK, S ;
FARMER, JD ;
GIBSON, J .
PHYSICA D-NONLINEAR PHENOMENA, 1991, 51 (1-3) :52-98
[9]
INDEPENDENT COORDINATES FOR STRANGE ATTRACTORS FROM MUTUAL INFORMATION [J].
FRASER, AM ;
SWINNEY, HL .
PHYSICAL REVIEW A, 1986, 33 (02) :1134-1140
[10]
Golub GH., 2013, Matrix Computations, DOI 10.56021/9781421407944