CUMULANT BASED IDENTIFICATION APPROACHES FOR NONMINIMUM PHASE FIR SYSTEMS

被引:32
作者
ALSHEBEILI, SA
VENETSANOPOULOS, AN
CETIN, AE
机构
[1] BILKENT UNIV,DEPT ELECT & ELECTR ENGN,BILKENT 06533,TURKEY
[2] UNIV TORONTO,DEPT ELECT ENGN,TORONTO M5S 1A4,ONTARIO,CANADA
基金
加拿大自然科学与工程研究理事会;
关键词
D O I
10.1109/78.212732
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
In this paper, recursive and least squares methods for identification of nonminimum phase linear time-invariant (NMP-LTI) FIR systems are developed. The methods utilize the second- and third-order cumulants of the output of the FIR system whose input is an independent, identically distributed (i.i.d.) non-Gaussian process. Since knowledge of the system order is of utmost importance to many system identification algorithms, new procedures for determining the order of an FIR system using only the output cumulants are also presented. To illustrate the effectiveness of our methods, various simulation examples are presented.
引用
收藏
页码:1576 / 1588
页数:13
相关论文
共 15 条
[1]   A PHASE RECONSTRUCTION ALGORITHM FROM BISPECTRUM [J].
ALSHEBEILI, S ;
CETIN, AE .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1990, 28 (02) :166-170
[2]  
CETIN AE, 1988, 14TH P BIENN S COMM
[3]   ASYMPTOTICALLY OPTIMAL ESTIMATION OF MA AND ARMA PARAMETERS OF NON-GAUSSIAN PROCESSES FROM HIGH-ORDER MOMENTS [J].
FRIEDLANDER, B ;
PORAT, B .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1990, 35 (01) :27-35
[4]   ON ESTIMATING NONCAUSAL NONMINIMUM PHASE ARMA MODELS OF NON-GAUSSIAN PROCESSES [J].
GIANNAKIS, GB ;
SWAMI, A .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1990, 38 (03) :478-495
[5]   CUMULANT-BASED ORDER DETERMINATION OF NON-GAUSSIAN ARMA MODELS [J].
GIANNAKIS, GB ;
MENDEL, JM .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1990, 38 (08) :1411-1423
[6]   IDENTIFICATION OF NONMINIMUM PHASE SYSTEMS USING HIGHER-ORDER STATISTICS [J].
GIANNAKIS, GB ;
MENDEL, JM .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (03) :360-377
[7]   CUMULANTS - A POWERFUL TOOL IN SIGNAL-PROCESSING [J].
GIANNAKIS, GB .
PROCEEDINGS OF THE IEEE, 1987, 75 (09) :1333-1334
[8]  
Golub G.H., 1983, MATRIX COMPUTATIONS
[9]   TUTORIAL ON HIGHER-ORDER STATISTICS (SPECTRA) IN SIGNAL-PROCESSING AND SYSTEM-THEORY - THEORETICAL RESULTS AND SOME APPLICATIONS [J].
MENDEL, JM .
PROCEEDINGS OF THE IEEE, 1991, 79 (03) :278-305
[10]   BISPECTRUM ESTIMATION - A DIGITAL SIGNAL-PROCESSING FRAMEWORK [J].
NIKIAS, CL ;
RAGHUVEER, MR .
PROCEEDINGS OF THE IEEE, 1987, 75 (07) :869-891