MEAN AND VARIANCE OF ESTIMATES OF THE BISPECTRUM OF A HARMONIC RANDOM PROCESS - AN ANALYSIS INCLUDING LEAKAGE EFFECTS

被引:17
作者
CHANDRAN, V
ELGAR, SL
机构
[1] Department of Electrical and Computer Engineering, Washington State University
关键词
Computer Systems; Digital - Real Time Operation - Mathematical Techniques - Numerical Analysis - Probability - Random Processes;
D O I
10.1109/78.107414
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Analytical expressions are derived for the mean and variance of estimates of the bispectrum of a real-valued time series assuming a cosinusoidal model. The effects of spectral leakage, inherent in the discrete Fourier transform operation when the modes present in the signal have nonintegral number of wavelengths in the record, are included in the analysis. A single phase-coupled triad of modes can cause the bispectrum to have a nonzero mean value over the entire region of computation owing to leakage. The variance of bispectral estimates in the presence of leakage has contributions from individual modes and from triads of phase-coupled modes. Time-domain windowing reduces the leakage. The theoretical expressions for the mean and variance of bispectral estimates are derived in terms of a function dependent on an arbitrary symmetric time-domain window applied to the record, the number of data, and the statistics of the phase coupling among triads of modes. The theoretical results are verified by numerical simulations for simple test cases, and applied to laboratory data to examine phase coupling in a hypothesis testing framework.
引用
收藏
页码:2640 / 2651
页数:12
相关论文
共 12 条
[1]  
[Anonymous], 1967, SPECTRAL ANAL TIME S
[2]  
[Anonymous], 1967, SPECTRAL ANAL TIME S
[3]  
CHANDRAN V, 1990, THESIS WASHINGTON ST
[4]  
ELLIOT DF, 1987, HDB DIGITAL SIGNAL P, P32
[5]  
FLICK R, 1980, ASCE J WATERWAY PORT, V106, P79
[6]   NONLINEAR EFFECTS ON SHOALING SURFACE GRAVITY-WAVES [J].
FREILICH, MH ;
GUZA, RT .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1984, 311 (1515) :1-41
[7]  
Hasselmann K., 1963, TIME SERIES ANAL
[8]  
HAUBRICH RA, 1968, J GEOPHYS RES, V70, P1415
[9]   APPLICATION OF DISCRETE FOURIER TRANSFORM IN ESTIMATION OF POWER SPECTRA COHERENCE AND BISPECTRA OF GEOPHYSICAL DATA [J].
HINICH, MJ ;
CLAY, CS .
REVIEWS OF GEOPHYSICS, 1968, 6 (03) :347-&
[10]   DIGITAL BISPECTRAL ANALYSIS AND ITS APPLICATIONS TO NON-LINEAR WAVE INTERACTIONS [J].
KIM, YC ;
POWERS, EJ .
IEEE TRANSACTIONS ON PLASMA SCIENCE, 1979, 7 (02) :120-131