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On Forward–Backward MODE for Array Signal Processing

✍ Scribed by Petre Stoica; Magnus Jansson


Book ID
102569422
Publisher
Elsevier Science
Year
1997
Tongue
English
Weight
225 KB
Volume
7
Category
Article
ISSN
1051-2004

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✦ Synopsis


We apply the MODE (method of direction estimation) principle to the forward-backward (FB) covariance of the output vector of a sensor array to obtain what we call the FB-MODE procedure. The derivation of FB-MODE is an interesting exercise in matrix analysis, the outcome of which was somewhat unexpected: FB-MODE simply consists of applying the standard MODE approach to the eigenelements of the FB sample covariance matrix. By using an asymptotic expansion technique we also establish the surprising result that FB-MODE is outperformed, from a statistical standpoint, by the standard MODE applied to the forward-only sample covariance (F-MODE). We believe this to be an important result that shows that the FB approach, which proved quite useful for improving the performance of many suboptimal array processing methods, should not be used with a statistically optimal method such as F-MODE. 1997 Academic Press


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On Unitary and Forward–Backward MODE
✍ Alex B. Gershman; Petre Stoica 📂 Article 📅 1999 🏛 Elsevier Science 🌐 English ⚖ 84 KB

A new unitary (real-valued) formulation of the popular MODE directionof-arrival (DOA) estimator is considered. Our unitary MODE algorithm has a reduced computational complexity because it is based on the eigendecomposition of a real-valued covariance matrix. We prove its exact equivalence to the for