"Experimental Verification of an ANN Based Model for 2D DOA Estimation of Closely Spaced Coherent Sources"

Časopis: MICROWAVE AND OPTICAL TECHNOLOGY LETTERS

Volume, no: 56 , 11

ISSN: 0895-2477

DOI: 10.1002

Stranice: 2558-2562

Link: http://onlinelibrary.wiley.com/doi/10.1002/mop.v56.11/issuetoc

Apstrakt:
This article presents development and validation of an artificial neural network (ANN)-based model for accurate two-dimensional direction of arrival estimation of two coherent sources. The ANN model is developed using simulated signals and its performance is evaluated by measurements inside an anechoic chamber. Simulations and experiments show good agreement in estimating both azimuth and elevation angles of coherent sources. The proposed model demonstrates ability to separate two closely spaced sources and outperforms MUSIC with spatial smoothing preprocessing in the case of small number of signal snapshots.
Ključne reči: artificial neural network, 2D, DOA estimation