Title :
Performance analysis of the adaptive line enhancer for sinusoidal signals in broad-band noise
Author :
Yoganandam, Y. ; Reddy, V. Umapathi ; Kailath, Thomas
Author_Institution :
Coll. of Eng., Osmania Univ., India
fDate :
11/1/1988 12:00:00 AM
Abstract :
The authors extend earlier the optimum value of the decorrelation parameter Δ in the adaptive line enhancer (ALE) to the case of two sinusoidals. They suggested a technique for estimating this optimum choice of Δ in the finite-data case. They studied the performance of the ALE as a spectral estimator. In particular, they studied the asymptotic bias in the frequency estimates produced by the ALE with the near-optimum and the usual choices of Δ. In the finite-data case, they used computer simulations to study the variance of the frequency estimates in relation to the Cramer-Rao bound. The analysis and the simulations show that the frequency estimates obtained with the near-optimum choice of Δ are much superior with respect to bias, variance, and the threshold SNR than the estimates produced with the usual choice, Δ=1
Keywords :
boundary-value problems; correlation theory; noise; signal processing; spectral analysis; Cramer-Rao bound; adaptive line enhancer; broadband noise; computer simulations; decorrelation parameter; sinusoidal signals; spectral estimator; Adaptive filters; Background noise; Contracts; Delay estimation; Frequency estimation; IIR filters; Line enhancers; Performance analysis; Sensor arrays; Signal detection;
Journal_Title :
Acoustics, Speech and Signal Processing, IEEE Transactions on