Wideband Direction of Arrival (DOA) Estimation: A Comparative Study of Wideband MUSIC Method, Joint Diagonalization Structure (JDS) Method and Beam-Space Genetic Algorithm (BGA)

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Author(s)

Sandeep Santosh 1,* O.P.Sahu 1

1. Deptt. of Electronics and Communication Engineering, National Institute of Technology, Kurukshetra,136119, Haryana, India

* Corresponding author.

DOI: https://doi.org/10.5815/ijitcs.2016.09.03

Received: 27 Sep. 2015 / Revised: 4 Feb. 2016 / Accepted: 12 Apr. 2016 / Published: 8 Sep. 2016

Index Terms

Wideband Direction of Arrival estimation, Wideband MUSIC, Beam Space Genetic Algorithm (BGA), Joint Diagonalization Structure (JDS), Resolution Probability, Root Mean Square Error

Abstract

In this paper, a comparative study of Wideband MUSIC method, Joint Diagonalization Structure (JDS) method and Beam-Space Genetic Algorithm (BGA) is presented with respect to resolution probability and Root mean square error (RMSE) evaluated in both low and high Signal-to-Noise ratio (SNR) regions. The simulation results show that BGA has higher resolution probability than the JDS method and Wideband MUSIC method in low SNR region while in the high SNR region, Wideband MUSIC has higher resolution probability followed by BGA and JDS method. RMSE is smallest for BGA as compared to JDS and Wideband MUSIC in low SNR region. In the high SNR region, Wideband MUSIC has smallest RMSE followed by BGA and JDS method.

Cite This Paper

Sandeep Santosh, O.P.Sahu, "Wideband Direction of Arrival (DOA) Estimation: A Comparative Study of Wideband MUSIC Method, Joint Diagonalization Structure (JDS) Method and Beam-Space Genetic Algorithm (BGA)", International Journal of Information Technology and Computer Science(IJITCS), Vol.8, No.9, pp.17-24, 2016. DOI:10.5815/ijitcs.2016.09.03

Reference

[1]H. Krim and M.Viberg, “Two decades of array signal processing research: The parametric approach”, IEEE Signal Processing Magazine, vol. 13, no.3, pp.67-94,July 1996.

[2]J.C. Chen, K. Yao & R.E. Hudson,  “Source localization and beam forming”, IEEE Signal processing Magazine,vol.19,no.2,pp.30-39, March 2002.

[3]I.Ziskind & M.Wax, “Maximum Likelihood localization of multiple sources by alternating projection”, IEEE Transactions on Acoustics, Speech and Signal Processing, vol. 36, pp.1553-1560, October 1988.

[4]R.O. Schmidt, “Multiple emitter location and signal parameter estimation”, IEEE Transactions on Antennas propagation , vol. AP-34,no. 3, pp 276-280, March 1986.

[5]R.Roy & T. Kailath, “ESPIRIT- Estimation of signal parameters via rotational invariance techniques”, IEEE Transactions on Signal Processing, vol.37,no.7, pp 984-995, July 1989.

[6]M.Viberg & B.Ottersten, “Sensor array processing based on subspace fitting”, IEEE Transactions on Signal Processing, vol.39,no. 5, pp. 1110-1121, May 1991.

[7]Y.S.Yoon, L.M. Kaplan & J.H.  McClellan, “TOPS: New DOA estimator for wideband signals, IEEE Transactions on Signal Processing, vol.54, no.6, pp.1977-1989,June 2006.

[8]M.A. Doron, A.J.Weiss & H.Messer, “Maximum Likelihood direction finding of wide-band sources”, IEEE Transactions on Signal Processing, vol.41, no.1, pp.411-414, Jan 1993.

[9]J.C.Chen, R.E. Hudson & K.Yao, “Maximum-likelihood source localization and unknown sensor location estimation for wideband signals in near field”, IEEE Transactions on Signal Processing, vol.50, no.8, pp.1843-1854, August 2002.

[10]H. Wang & M. Kaveh, “Coherent signal subspace processing for the detection and estimation of angles of arrival of multiple wideband sources”, IEEE Transactions on Acoustics, Speech and Signal Processing, vol. ASSP 33, pp. 823-831,August 1985.

[11]S.Valaee & P.Kabal, “Wideband array processing using a two sided correlation transformation”, IEEE Transactions on Signal processing, vol. 43, pp.160-172, January 1995. 

[12]M.Wax & T.Kailath, “Detection of signals by information theoretic criteria”, IEEE Transactions on Acoustics, Speech and Signal Processing, vol. 33, no.3, pp. 387-392, April 1985.

[13]W.Zeng, & X.L.Li, “High resolution multiple wideband and non-stationary source localization with unknown number of sources”, IEEE Transactions on Signal Processing, vol. 58, no.6, pp.3125-3136, June 2010.

[14]J.Yong, J. Huang & J.Zhao, “Wideband Beam-space DOA estimation based on Genetic algorithm”,Third international conference on natural computation (ICNC 2007, IEEE 2007.

[15]Monika Agrawal and S. Prasad, "A Modified Likelihood Function Approach to DOA Estimation in the Presence of Unknown Spatially Correlated Gaussian Noise Using a Uniform Linear Array," IEEE Transactions on Signal Processing, vol. 48, pp. 2743-2749, Oct. 2000.