ESTIMATING FRACTAL DIMENSION

被引:679
作者
THEILER, J
机构
[1] Lincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA
来源
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION | 1990年 / 7卷 / 06期
关键词
D O I
10.1364/JOSAA.7.001055
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Fractals arise from a variety of sources and have been observed in nature and on computer screens. One of the exceptional characteristics of fractals is that they can be described by a noninteger dimension. The geometry of fractals and the mathematics of fractal dimension have provided useful tools for a variety of scientific disciplines, among which is chaos. Chaotic dynamical systems exhibit trajectories in their phase space that converge to a strange attractor. The fractal dimension of this attractor counts the effective number of degrees of freedom in the dynamical system and thus quantifies its complexity. In recent years, numerical methods have been developed for estimating the dimension directly from the observed behavior of the physical system. The purpose of this paper is to survey briefly the kinds of fractals that appear in scientific research, to discuss the application of fractals to nonlinear dynamical systems, and finally to review more comprehensively the state of the art in numerical methods for estimating the fractal dimension of a strange attractor. © 1990 Optical Society of America.
引用
收藏
页码:1055 / 1073
页数:19
相关论文
共 146 条
  • [1] Abraham N. B., 1986, Proceedings of the SPIE - The International Society for Optical Engineering, V667, P2, DOI 10.1117/12.938838
  • [2] CALCULATING THE DIMENSION OF ATTRACTORS FROM SMALL DATA SETS
    ABRAHAM, NB
    ALBANO, AM
    DAS, B
    DEGUZMAN, G
    YONG, S
    GIOGGIA, RS
    PUCCIONI, GP
    TREDICCE, JR
    [J]. PHYSICS LETTERS A, 1986, 114 (05) : 217 - 221
  • [3] TESTING NONLINEAR DYNAMICS
    ABRAHAM, NB
    GOLLUB, JP
    SWINNEY, HL
    [J]. PHYSICA D, 1984, 11 (1-2): : 252 - 264
  • [4] SINGULAR-VALUE DECOMPOSITION AND THE GRASSBERGER-PROCACCIA ALGORITHM
    ALBANO, AM
    MUENCH, J
    SCHWARTZ, C
    MEES, AI
    RAPP, PE
    [J]. PHYSICAL REVIEW A, 1988, 38 (06): : 3017 - 3026
  • [5] [Anonymous], 1986, BEAUTY FRACTALS IMAG
  • [6] [Anonymous], 2012, PRACTICAL NUMERICAL
  • [7] FRACTAL DIMENSIONS AND F(ALPHA) SPECTRUM OF THE HENON ATTRACTOR
    ARNEODO, A
    GRASSEAU, G
    KOSTELICH, EJ
    [J]. PHYSICS LETTERS A, 1987, 124 (08) : 426 - 432
  • [8] GLOBAL SCALING PROPERTIES OF A CHAOTIC ATTRACTOR RECONSTRUCTED FROM EXPERIMENTAL-DATA
    ATMANSPACHER, H
    SCHEINGRABER, H
    VOGES, W
    [J]. PHYSICAL REVIEW A, 1988, 37 (04): : 1314 - 1322
  • [9] ATTEN P, 1984, J MEC THEOR APPL S, V133
  • [10] EXPLORING CHAOTIC MOTION THROUGH PERIODIC-ORBITS
    AUERBACH, D
    CVITANOVIC, P
    ECKMANN, JP
    GUNARATNE, G
    PROCACCIA, I
    [J]. PHYSICAL REVIEW LETTERS, 1987, 58 (23) : 2387 - 2389