AN ADAPTIVE ARMA 4-LINE LATTICE FILTER FOR SPECTRAL ESTIMATION WITH FREQUENCY-WEIGHTING

被引:6
作者
HASEYAMA, M
NAGAI, N
MIKI, N
机构
[1] Research Institute for Electronic Science, Hokkaido University, Hokkaido
关键词
D O I
10.1109/78.218146
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
This paper proposes a method for designing an adaptive four-line lattice filter which can perform ''frequency-weighting spectral estimation.'' Frequency-weighting spectral estimation is a method by which we can obtain more accurate spectral estimation for some frequency bands than for others. By using a suitable ''frequency-weighting function,'' denoted as an ARMA model, we can obtain an estimated spectrum by arbitrarily weighting some frequency bands more heavily than others. If the frequency-weighting function has the property of a low-pass filter, we can estimate the spectrum of the reference model accurately with a reduced ARMA order in the low frequency band. Therefore, the frequency-weighting method is useful for accurately estimating models with a reduced ARMA order in the specified frequency band. Further, using the proposed algorithm, we can estimate spectra of time-varying models with an exponentially weighted sliding window, and we can also estimate the input signal of the reference model by assumption. In this paper, we introduce the order-update and the time-update recursive formulas and also the frequency-weighting method for the proposed filter. In order to verify the proposed algorithm, we present a number of experiments of spectral estimation for a time-varying and unknown-input model.
引用
收藏
页码:2193 / 2207
页数:15
相关论文
共 21 条
[1]   AR AND ARMA IDENTIFICATION ALGORITHMS OF LEVINSON TYPE - AN INNOVATIONS APPROACH [J].
BENVENISTE, A ;
CHAURE, C .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1981, 26 (06) :1243-1261
[2]   HIGH-PERFORMANCE SPECTRAL ESTIMATION - A NEW ARMA METHOD [J].
CADZOW, JA .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1980, 28 (05) :524-529
[3]  
ELLIOTT DF, 1984, HDB DIGITAL SIGNAL P, pCH13
[4]  
EYKOFF P, 1981, TRENDS PROGR SYSTEM
[5]  
HASEYAMA M, 1990, AUG P ISSP A90 INT S, V2, P73
[6]  
Honig H. L., 1984, ADAPTIVE FILTERS STR
[8]   FAST ADAPTIVE LEAST-SQUARES ALGORITHMS FOR POWER SPECTRAL ESTIMATION [J].
KALOUPTSIDIS, N ;
THEODORIDIS, S .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1987, 35 (05) :661-670
[9]   LEAST-SQUARES ARMA MODELING OF LINEAR TIME-VARYING SYSTEMS - LATTICE FILTER STRUCTURES AND FAST RLS ALGORITHMS [J].
KARLSSON, E ;
HAYES, MH .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1987, 35 (07) :994-1014
[10]   RECURSIVE LEAST-SQUARES LADDER ESTIMATION ALGORITHMS [J].
LEE, DTL ;
MORF, M ;
FRIEDLANDER, B .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1981, 29 (03) :627-641