Title :
A model-based estimator-correlator (EC) structure
Author :
Ricker, Dennis W. ; Cutezo, Anthony J.
Author_Institution :
Appl. Res. Lab., Pennsylvania State Univ., University Park, PA, USA
fDate :
10/1/2000 12:00:00 AM
Abstract :
The estimator-correlator (EC) is the optimal (maximum likelihood) detector for Gaussian (or exponentially distributed) signals embedded in similarly distributed interference and is applicable to the detection of delay Doppler spread sonar echoes. A discrete EC representation is derived by expanding continuous echo time series data with basis functions that are replications of the transmitted waveform. Scattering function (SF) models of the echo and backscattered interference spreading processes comprise prior information that is required for EC implementation. The effects of SF misinformation are illustrated by comparing the receiver operating characteristics (ROC curves) for the EC with perfect information, a mismatched EC with partial information, and the ideal but unrealizable prescient receiver. An EC implementation called hop code EC (HOPEC) is proposed that uses a frequency-shift-keyed (FSK) waveform (hop code) and is implemented with efficient FFT processing. Prior SF information is introduced via the frequency domain data covariance matrix, the elements of which are obtained as the Fourier transforms of the echo and interference scattering functions. The associated matrix Frobenius norm is shown to be a measure of the underlying scattering function variance and serves as a scalar spreading characteristic
Keywords :
Doppler effect; Gaussian distribution; backscatter; correlation methods; covariance matrices; delays; exponential distribution; fast Fourier transforms; frequency shift keying; interference (signal); maximum likelihood detection; maximum likelihood estimation; receivers; sonar detection; FFT processing; FSK waveform; Fourier transforms; Gaussian signals; ROC curves; backscattered interference spreading process; basis functions; continuous echo time series data; delay Doppler spread sonar echoes; discrete EC representation; exponentially distributed signals; frequency domain data covariance matrix; frequency-shift-keyed waveform; hop code; hop code EC; interference scattering function; matrix Frobenius norm; maximum likelihood detector; mismatched EC; model-based estimator-correlator structure; optimal detector; partial information; perfect information; receiver operating characteristics; scalar spreading characteristic; scattering function models; scattering function variance; time series; transmitted waveform; Covariance matrix; Delay estimation; Detectors; Echo interference; Frequency shift keying; Maximum likelihood detection; Maximum likelihood estimation; Scattering; Sonar applications; Sonar detection;
Journal_Title :
Signal Processing, IEEE Transactions on