Cramer-Rao bounds in the parametric estimation of fading radiotransmission channels

被引:32
作者
Gini, F [1 ]
Luise, M [1 ]
Reggiannini, R [1 ]
机构
[1] Univ Pisa, Dipartimento Ingn Informaz, I-56126 Pisa, Italy
关键词
Cramer-Rao bounds; fading channels; synchronization;
D O I
10.1109/26.725316
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
The context of this paper is parameter estimation for linearly modulated digital data signals observed on a frequency-flat time-selective fading channel affected by additive white Gaussian noise. The aim is the derivation of Cramer-Rao lower bounds for the joint estimation of all those channel parameters that impact signal detection, namely, carrier phase, carrier frequency offset (Doppler shift), frequency rate of change (Doppler rate), signal amplitude, fading power, and Gaussian noise power. Time-selective frequency-flat fading is modeled as a low-pass autoregressive multiplicative distortion process. In particular, the important case of "slow" fading, with the multiplicative process remaining constant over the whole data burst, is specifically discussed. Asymptotic expressions of the bounds, valid for a large observed sample or for high signal-to-noise ratio (SNR), are also derived in closed form. A few charts with numerical results are finally reported to highlight the dependence of the bounds on channel status' (SNR, fading bandwidth, etc.).
引用
收藏
页码:1390 / 1398
页数:9
相关论文
共 21 条
[1]  
[Anonymous], 1981, Time series data analysis and theory, DOI 10.1201/b15288-24
[2]   SOME CLASSES OF GLOBAL CRAMER-RAO BOUNDS [J].
BOBROVSKY, BZ ;
MAYERWOLF, E ;
ZAKAI, M .
ANNALS OF STATISTICS, 1987, 15 (04) :1421-1438
[3]   AN ADAPTIVE MAXIMUM-LIKELIHOOD RECEIVER FOR CORRELATED RAYLEIGH-FADING CHANNELS [J].
DAM, WC ;
TAYLOR, DP .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1994, 42 (09) :2684-2692
[4]   Advances in satellite CDMA transmission for mobile and personal communications [J].
DeGaudenzi, R ;
Giannetti, F ;
Luise, M .
PROCEEDINGS OF THE IEEE, 1996, 84 (01) :18-39
[5]   BOUNDS FOR ESTIMATION OF MULTICOMPONENT SIGNALS WITH RANDOM AMPLITUDE AND DETERMINISTIC PHASE [J].
FRANCOS, JM ;
FRIEDLANDER, B .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (05) :1161-1172
[6]   The modified Cramer-Rao bound in vector parameter estimation [J].
Gini, F ;
Reggiannini, R ;
Mengali, U .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1998, 46 (01) :52-60
[7]   INVERSES OF TOEPLITZ OPERATORS, INNOVATIONS, AND ORTHOGONAL POLYNOMIALS [J].
KAILATH, T ;
VIEIRA, A ;
MORF, M .
SIAM REVIEW, 1978, 20 (01) :106-119
[8]   MOBILE SATELLITE CDMA SYSTEM ROBUST TO DOPPLER-SHIFT [J].
KAJIWARA, A .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 1995, 44 (03) :480-486
[9]  
Kay S. M., 1998, Fundamentals of Statistical Signal Processing, Volume 1:Estimation Theory, V1
[10]   PARAMETRIC METHODS FOR SPATIAL SIGNAL-PROCESSING IN THE PRESENCE OF UNKNOWN COLORED NOISE FIELDS [J].
LECADRE, JP .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (07) :965-983