Dang Jian-wu, Huang Jian-guo. A Novel Method of Calculating the Correlative Dimension of Time-Series[J]. Journal of Electronics & Information Technology, 2005, 27(6): 879-883.
Citation:
Dang Jian-wu, Huang Jian-guo. A Novel Method of Calculating the Correlative Dimension of Time-Series[J]. Journal of Electronics & Information Technology, 2005, 27(6): 879-883.
Dang Jian-wu, Huang Jian-guo. A Novel Method of Calculating the Correlative Dimension of Time-Series[J]. Journal of Electronics & Information Technology, 2005, 27(6): 879-883.
Citation:
Dang Jian-wu, Huang Jian-guo. A Novel Method of Calculating the Correlative Dimension of Time-Series[J]. Journal of Electronics & Information Technology, 2005, 27(6): 879-883.
In this paper, a novel method of calculating the correlative dimension of time-series is proposed. With this method, the fractal scaleless band of time-series can be identified and the correlative dimension of time series can be calculated according to the parameters given. The results of theory analysis and Monte Carlo simulation show that the method is efficient and objective in identifying the fractal scaleless band of time-series and calculating the correlative dimension of time series.
Mandelbrot B B. Fractals: Form, Chance and Dimension. San Francisco: Freeman, 1977.[2]谢和平,薛秀谦.分形应用中的数学基础与方法.北京:科学出版社,1997.[3]Wornell G W, Oppenheim A V. Estimation of fractal of signal from noisy measurement using wavelets[J].IEEE Trans. on SP.1992, 40(3):611-[4]Turcotte D L. Fractals in geology and geophysics[J].Pure and Applied Geophysics.1989, 131:171-[5]Grassberger P, Privacies I. Characterization of strange attractors[J].Physical Review Letters.1983, 50(5):346-[6]Yokoya N, Yamamoto K, Funakubo N. Fractal-based analysis and interpolation of 3D natural surface shapes and their applications to terrain modeling[J].Computer Vision, Graphics and Image Processing.1989, 46:284-[7]汪富泉,罗朝盛,陈国先.关联维数在油气勘探中的应用.中国海上油气(地质),1992,6(6):61-67.[8]Petros Maragos, Fang-Kuo Sun. Measuring the fractal dimension of signals: Morphological covers and iterative optimization[J].IEEE Trans. on SP.1993, 41(1):108-