Robust method for periodicity detection and characterization of irregular cyclical series in terms of embedded periodic components

被引:37
作者
Kanjilal, PP [1 ]
Bhattacharya, J [1 ]
Saha, G [1 ]
机构
[1] Indian Inst Technol, Dept Elect & Elect Commun Engn, Kharagpur 721302, W Bengal, India
来源
PHYSICAL REVIEW E | 1999年 / 59卷 / 04期
关键词
D O I
10.1103/PhysRevE.59.4013
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
A method for periodicity detection is proposed where unlike available methods a periodic component is characterized in terms of three basic periodicity attributes: the periodicity (or period length), the periodic pattern, and the scaling factors associated with the successive nearly repetitive segments. A scheme is proposed for subsequent successive detection and extraction of such (hidden) periodic or nearly periodic components constituting an irregular cyclical series. To our knowledge, the proposed decomposition is much more powerful in terms of information content and robustness than the presently available tools based on Fourier decomposition. Through the analysis of a variety of natural, experimental, and simulated data series, it is shown that the features of the periodicity attributes of the embedded periodic components can lead to a meaningful characterization of an irregular series in a new perspective.
引用
收藏
页码:4013 / 4025
页数:13
相关论文
共 52 条
[1]  
[Anonymous], 1996, MODERN SPECTRUM ANAL
[2]   PROGRESS IN THE ANALYSIS OF EXPERIMENTAL CHAOS THROUGH PERIODIC-ORBITS [J].
BADII, R ;
BRUN, E ;
FINARDI, M ;
FLEPP, L ;
HOLZNER, R ;
PARISI, J ;
REYL, C ;
SIMONET, J .
REVIEWS OF MODERN PHYSICS, 1994, 66 (04) :1389-1415
[3]   EVOLUTIVE SPECTRAL-ANALYSIS OF SUNSPOT DATA OVER THE PAST 300 YEARS [J].
BERGER, A ;
MELICE, JL ;
VANDERMERSCH, I .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1990, 330 (1615) :529-541
[4]  
BHATTACHARYA J, UNPUB
[5]  
BINHAM O, 1989, PHYS REV LETT, V63, P819
[6]   EXTRACTING QUALITATIVE DYNAMICS FROM EXPERIMENTAL-DATA [J].
BROOMHEAD, DS ;
KING, GP .
PHYSICA D, 1986, 20 (2-3) :217-236
[7]  
CASDAGLI M, 1992, J ROY STAT SOC B MET, V54, P303
[8]  
Cohen L, 1995, Prentice Hall signal processing series
[9]   INVARIANT MEASUREMENT OF STRANGE SETS IN TERMS OF CYCLES [J].
CVITANOVIC, P .
PHYSICAL REVIEW LETTERS, 1988, 61 (24) :2729-2732
[10]  
Daniel C., 1971, FITTING EQUATIONS DA