Skip to main content
SpringerLink
Log in

Fast music spectrum peak search VIA Metropolis-Hastings sampler

  • Papers
  • Published:
Journal of Electronics (China)

Abstract

A fast MUltiple SIgnal Classification (MUSIC) spectrum peak search algorithm is devised, which regards the power of the MUSIC spectrum function as target distribution up to a constant of proportionality, and uses Metropolis-Hastings (MH) sampler, one of the most popular Markov Chain Monte Carlo (MCMC) techniques, to sample from it. The proposed method reduces greatly the tremendous computation and storage costs in conventional MUSIC techniques i.e., about two and four orders of magnitude in computation and storage costs under the conditions of the experiment in the paper respectively.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Log in via an institution

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

References

  1. R. O. Schmidt, Multiple emitter location and signal parameter estimation, IEEE Trans. on Antennas and Propagation, 34(1986)3, 276–280.

    Article  Google Scholar 

  2. J. Besag, P. J. Green, D. Hidgon, K. Mengersen, Bayesian computation and stochastic systems, Statistical Science, 10(1995)1, 3–66.

    MATH  Google Scholar 

  3. L. Tierney, Markov chains for exploring posterior distributions, Technical Report 560, School of Statistics, Univ. Minnesota, Mar. 1994.

  4. C. Andrieu, A. Doucet, Joint Bayesian model selection and estimation of noisy sinusoids via reversible jump MCMC, IEEE Trans. on Signal Processing, 47(1999)10, 2667–2676..

    Article  Google Scholar 

  5. J. R. Larocque, J. P. Reilly, Reversible jump MCMC for joint detection and estimation of sources in colored noise, IEEE Trans. on Signal Processing, 50(2002)2, 231–240.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. National Key Lab for Radar Signal Processing, Xidian University, 710071, Xi’an, China

    Guo Qinghua & Liao Guisheng

Authors
  1. Guo Qinghua
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Liao Guisheng
    View author publications

    You can also search for this author in PubMed Google Scholar

Additional information

Supported by the National Natural Science Foundation of China (No.60172028).

Communication author: Guo Qinghua, born in 1978, male, doctoral student. National Key Laboratory for Radar Signal Processing, Institute of Electronic Engineering, Xidian University, Xi’an 710071, China.

About this article

Cite this article

Guo, Q., Liao, G. Fast music spectrum peak search VIA Metropolis-Hastings sampler. J. of Electron.(China) 22, 599–604 (2005). https://doi.org/10.1007/BF02687840

Download citation

  • Received:

  • Revised:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF02687840

Key words

Search

Navigation