TIME-VARYING SPECTRAL ESTIMATION USING AR MODELS WITH VARIABLE FORGETTING FACTORS

被引:31
作者
CHO, YS [1 ]
KIM, SB [1 ]
POWERS, EJ [1 ]
机构
[1] UNIV TEXAS,ELECTR RES CTR,AUSTIN,TX 78712
关键词
D O I
10.1109/78.136549
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 [电气工程]; 0809 [电子科学与技术];
摘要
A method of estimating time-varying spectra of nonstationary signals using recursive least squares (RLS) with variable forgetting factors (VFF's) is described. The VFF is adapted to a nonstationary signal by an extended prediction error criterion which accounts for the nonstationarity of the signal. This method has good adaptability in the nonstationary situation and low variance in the stationary situation. The feasibility of the approach is demonstrated with both simulation and experimental data.
引用
收藏
页码:1422 / 1426
页数:5
相关论文
共 8 条
[1]
CHO YS, 1990, P ICASSP90, P2479
[2]
SELF-TUNING CONTROLLER [J].
CLARKE, DW ;
GAWTHROP, PJ .
PROCEEDINGS OF THE INSTITUTION OF ELECTRICAL ENGINEERS-LONDON, 1975, 122 (09) :929-934
[3]
IMPLEMENTATION OF SELF-TUNING REGULATORS WITH VARIABLE FORGETTING FACTORS [J].
FORTESCUE, TR ;
KERSHENBAUM, LS ;
YDSTIE, BE .
AUTOMATICA, 1981, 17 (06) :831-835
[4]
TIME-DEPENDENT ARMA MODELING OF NONSTATIONARY SIGNALS [J].
GRENIER, Y .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1983, 31 (04) :899-911
[5]
Marple S. L., 1987, DIGITAL SPECTRAL ANA
[6]
AN AR-SPECTRAL ANALYSIS OF NONSTATIONARY SIGNALS [J].
MARTIN, N .
SIGNAL PROCESSING, 1986, 10 (01) :61-74
[7]
NONLINEAR SPECTRAL DYNAMICS OF A TRANSITIONING FLOW [J].
RITZ, CP ;
POWERS, EJ ;
MIKSAD, RW ;
SOILS, RS .
PHYSICS OF FLUIDS, 1988, 31 (12) :3577-3588
[8]
TRACKING IMPROVEMENTS IN FAST RLS ALGORITHMS USING A VARIABLE FORGETTING FACTOR [J].
TOPLIS, B ;
PASUPATHY, S .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (02) :206-227