Title :
Rapid estimation of the range-Doppler scattering function
Author :
Kay, Steven M. ; Doyle, S. Bradford
Author_Institution :
Dept. of Electr. & Comput. Eng., Rhode Island Univ., Kingston, RI, USA
Abstract :
Under wide sense stationary uncorrelated scattering (WSSUS) conditions, the signal spreading due to a random channel may be described by the scattering function (SF). In an active acoustic system, the received signal is modeled as the superposition of delayed and Doppler spread replicas of the transmitted waveform. The SF completely describes the second-order statistics of a WSSUS channel and can be considered a density function that characterizes the average spread in delay and Doppler experienced by an input signal as it passes through the channel. The SF and its measurement will be reviewed. An estimator is proposed based on a two-dimensional (2-D) autoregressive (AR) model for the scattering function. In order to implement this estimator, we derive the conditional minimum variance unbiased estimator of the time-varying frequency response of a linear channel. Unlike conventional Fourier methods, the AR approach does not suffer from the usual convolutional smoothing due to the signal ambiguity function. Simulation results are given.
Keywords :
Doppler effect; acoustic signal processing; acoustic wave propagation; acoustic wave scattering; autoregressive processes; correlation methods; delays; frequency response; parameter estimation; random processes; sonar; statistical analysis; time-varying channels; 2D AR model; Doppler spread; WSSUS channel; acoustic wave propagation; active acoustic system; autocorrelation function estimation; average delay spread; conditional minimum variance unbiased estimator; density function; distributed interference; linear channel; random channel; range-Doppler scattering function; rapid estimation; received signal; scattering function; second-order statistics; signal ambiguity function; signal spreading; simulation results; sonar; time-varying frequency response; transmitted waveform replicas; two-dimensional autoregressive model; wide sense stationary uncorrelated scattering; Acoustic scattering; Acoustic waves; Convolution; Density functional theory; Frequency estimation; Frequency response; Propagation delay; Smoothing methods; Statistics; Two dimensional displays;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2002.806579