Fractal dimension estimation via spectral distribution function and its application to physiological signals

被引:20
|
作者
Chang, Shyang
Li, Shiun-Jeng
Chiang, Meng-Ju
Hu, Shih-Jen
Hsyu, Ming-Chun
机构
[1] Natl Tsing Hua Univ, Dept Elect Engn, Hsinchu 300, Taiwan
[2] Nan Kai Inst Technol, Dept Comp & Commun Engn, Nantou 540, Taiwan
关键词
fractal dimension; fractional Gaussian noise; spectral distribution function;
D O I
10.1109/TBME.2007.894731
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Rhythmic signals from physiological systems usually have memory and long-term correlation. They can be modeled as fractional Brownian motion or fractional Gaussian noise depending on if the signals are derived from cumulative effects of nerves and muscles. That is, they can be treated as signals with fractional dimension, and the value of its fractal dimension can be used to characterize the intensity of physiological signals. In this communication, a novel method of dimension estimation based on the calculation of spectral distribution function of discrete-time fractional Gaussian noise using Legendre polynomials as basis set is proposed. The effectiveness of this proposed method is demonstrated in the dynamic behavior of detrusor of the bladder and external urethral sphincter during micturition.
引用
收藏
页码:1895 / 1898
页数:4
相关论文
共 50 条
  • [1] Multivariate Multiscale Higuchi Fractal Dimension and Its Application to Mechanical Signals
    Li, Yuxing
    Zhang, Shuai
    Liang, Lili
    Ding, Qiyu
    [J]. FRACTAL AND FRACTIONAL, 2024, 8 (01)
  • [2] Fractal-Based Intrinsic Dimension Estimation and Its Application in Dimensionality Reduction
    Mo, Dengyao
    Huang, Samuel H.
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2012, 24 (01) : 59 - 71
  • [4] Research on Parameters Estimation of Signals Based on Fractal-Box Dimension
    Xiaojun Hao
    Zhaoyue Zhang
    Xiang Chen
    [J]. Mobile Networks and Applications, 2020, 25 : 1622 - 1627
  • [5] Research on Parameters Estimation of Signals Based on Fractal-Box Dimension
    Hao, Xiaojun
    Zhang, Zhaoyue
    Chen, Xiang
    [J]. MOBILE NETWORKS & APPLICATIONS, 2020, 25 (04): : 1622 - 1627
  • [6] A spectral analysis algorithm for the estimation of sea SAR image fractal dimension
    Berizzi, F
    Garzelli, A
    Mese, ED
    Condello, R
    [J]. IGARSS 2002: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM AND 24TH CANADIAN SYMPOSIUM ON REMOTE SENSING, VOLS I-VI, PROCEEDINGS: REMOTE SENSING: INTEGRATING OUR VIEW OF THE PLANET, 2002, : 3366 - 3368
  • [7] The estimation of the fractal dimension of a Gaussian field via Euler characteristic
    Taheriyoun, Ali Reza
    Shafie, Khalil
    [J]. CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2022, 50 (02): : 681 - 707
  • [8] A REVISIT TO α-FRACTAL FUNCTION AND BOX DIMENSION OF ITS GRAPH
    Verma, S.
    Viswanathan, P.
    [J]. FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY, 2019, 27 (06)
  • [9] CHARACTERIZING SURFACE SMOOTHNESS VIA ESTIMATION OF EFFECTIVE FRACTAL DIMENSION
    CONSTANTINE, AG
    HALL, P
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1994, 56 (01): : 97 - 113
  • [10] A Multi-Spectral Fractal Image Model and Its Associated Fractal Dimension Estimator
    Ivanovici, Mihai
    [J]. FRACTAL AND FRACTIONAL, 2023, 7 (03)