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On the concentrated stochastic likelihood function in array signal processing

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Abstract

The stochastic likelihood function [(STO)LF] associated with the narrowband signal processing problem can be concentrated with respect to the signal covariance matrix elements and the noise power. Although this is a known fact, no clear-cut derivation of the concentrated (STO)LF appears to be available in the literature. In this short paper we provide a simple, complete proof of the concentrated (STO)LF formula.

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References

  1. J. F. Böhme, Estimation of spectral parameters of correlated signals in wavefields,Signal Processing, vol. 11, pp. 329–337, 1986.

    Google Scholar 

  2. Y. Bresler, Maximum likelihood estimation of a linearly structured covariance with application to antenna array processing,the 4th ASSP Workshop on Spectrum Estimation and Modeling, Minneapolis, MN, pp. 172–175, Aug. 1988.

  3. J. P. Burg, D. G. Luenberger, and D. L. Wenger, Estimation of structured covariance matrices,Proc. IEEE, pp. 963–974, Sept. 1982.

  4. A. G. Jaffer, Maximum likelihood direction finding of stochastic sources: A separable solution,Proc. IEEE Int. Conf. Acoust., Speech, Signal, New York, NY, pp. 2893–2896, April 1988.

  5. A. Nehorai and E. Paldi, Vector-sensor array processing for electromagnetic source localization,IEEE. Trans. Signal Processing, vol. 42, pp. 376–398, Feb. 1994.

    Google Scholar 

  6. T. Söderström and P. Stoica,System Identification, London and Englewood Cliffs, NJ: Prentice-Hall, 1989.

    Google Scholar 

  7. P. Stoica and A. Nehorai, MUSIC, maximum likelihood and Cramér-Rao bound,IEEE Trans. Acoust., Speech, Signal Processing, vol. ASSP-37, pp. 720–741, May 1989.

    Google Scholar 

  8. P. Stoica and A. Nehorai, Performance study of conditional and unconditional direction-of-arrival estimation,IEEE Trans. Acoust., Speech, Signal Processing, vol. ASSP-38, pp. 1783–1795, Oct. 1990.

    Google Scholar 

  9. P. Stoica and A. Nehorai, MUSIC maximum likelihood and Cramér-Rao bound: Further results and comparisons,IEEE Trans. Acoust., Speech, Signal Processing, vol. ASSP-38, pp. 2140–2150, Dec. 1990.

    Google Scholar 

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The work of A. Nehorai was supported by the Air Force Office of Scientific Research under Grant no. F49620-93-1-0096, the Office of Naval Research under Grant no. N00014-91-J-1298, and the National Science Foundation under grant no. MIP-9122753. The work of P. Stoica was supported by the Swedish Research Council for Engineering Sciences under contract no. 93-669.

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Stoica, P., Nehorai, A. On the concentrated stochastic likelihood function in array signal processing. Circuits Systems and Signal Process 14, 669–674 (1995). https://doi.org/10.1007/BF01213963

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  • DOI: https://doi.org/10.1007/BF01213963

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