Skip to main content
Log in

Immune RBF network and its application in the modulation-style recognition of radar signals

  • Letters
  • Published:
Journal of Electronics

Abstract

Based on Immune Programming(IP), a novel Radial Basis Function (RBF) network designing method is proposed. Through extracting the preliminary knowledge about the width of the basis function as the vaccine to form the immune operator, the algorithm reduces the searching space of canonical algorithm and improves the convergence speed. The application of the RBF network trained with the algorithm in the modulation-style recognition of radar signals demonstrates that the network has a fast convergence speed with good performances.

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

Access this article

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

Instant access to the full article PDF.

References

  1. Bernard Mulgrew, Applying radial basis functions, IEEE Signal Processing Magazine, 13(1996)2, 50–65.

    Article  Google Scholar 

  2. Wang Lei, Pan Jin, Jiao Licheng, The immune programming, Chinese J. Computers, 23(2000)8, 806–812, (in Chinese).

    Google Scholar 

  3. C. L. Huang, Y. Y. Zhou, Z. K. Shen, Recognition of analog-modulated signals using neural networks, Electronic Warfare, (1998)3, 13–18, (in Chinese).

  4. X. Yao, Y. Liu, A new evolutionary system for evolving artificial neural networks, IEEE Trans. on Neural Networks, 8(1997)3, 694–713.

    Article  MathSciNet  Google Scholar 

  5. D. S. Broomhead, D. Lowe, Multivariable functional interpolation and adaptive networks, Complex System, 2(1988)2, 321–355.

    MATH  MathSciNet  Google Scholar 

  6. N. B. Karayiannis, G. W. Mi, Growing radial basis neural networks: Merging supervised and unsupervised learning with network growth techniques, IEEE Trans. on Neural Networks, 8(1997)6, 1492–1506.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

About this article

Cite this article

Gong, X., Zang, X., Zhou, X. et al. Immune RBF network and its application in the modulation-style recognition of radar signals. J. of Electron 20, 378–382 (2003). https://doi.org/10.1007/s11767-003-0048-0

Download citation

  • Received:

  • Revised:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11767-003-0048-0

Key words

Navigation