Performance analysis of a modified spatial smoothing technique for direction estimation

Hari, KVS and Ramakrishnan, BV (1999) Performance analysis of a modified spatial smoothing technique for direction estimation. In: Signal Processing, 79 (1). pp. 73-85.

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Abstract

The statistical performance analysis of ESPRIT, root-MUSIC, minimum-norm methods for direction estimation, due to finite data perturbations, using the modified spatially smoothed covariance matrix, is developed. Expressions for the mean-squared error in the direction estimates are derived based on a common framework. Based on the analysis, the use of the modified smoothed covariance matrix improves the performance of the methods when the sources are fully correlated. Also, the performance is better even when the number of subarrays is large unlike in the case of the conventionally smoothed covariance matrix. However, the performance for uncorrelated sources deteriorates due to an artificial correlation introduced by the modified smoothing. The theoretical expressions are validated using extensive simulations. (C) 1999 Elsevier Science B.V. All rights reserved.

Item Type:	Journal Article
Publication:	Signal Processing
Publisher:	Elsevier Science
Additional Information:	Copyright of this article belongs to Elsevier Science.
Department/Centre:	Division of Electrical Sciences > Electrical Communication Engineering
Date Deposited:	28 Jun 2011 08:22
Last Modified:	28 Jun 2011 08:22
URI:	http://eprints.iisc.ac.in/id/eprint/38710

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