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Volume 26 Issue 1
Jan.  2004
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Yang Jun, Ma Xiao-yan, Wan Shan-hu. Weighted Myriad Filter Implementation with Genetic Algorithm in -Stable Noise Environments[J]. Journal of Electronics & Information Technology, 2004, 26(1): 82-88.
Citation: Yang Jun, Ma Xiao-yan, Wan Shan-hu. Weighted Myriad Filter Implementation with Genetic Algorithm in -Stable Noise Environments[J]. Journal of Electronics & Information Technology, 2004, 26(1): 82-88.

Weighted Myriad Filter Implementation with Genetic Algorithm in -Stable Noise Environments

  • Received Date: 2002-07-11
  • Rev Recd Date: 2003-01-09
  • Publish Date: 2004-01-19
  • A novel algorithm is proposed based on the genetic theory, which has global optimum searching characteristic. Meanwhile, considering its computational cost, decimal code, not binary one is used in operation of the operators. Moreover, a modified adaptive weights training algorithm is also used to resolve the weights fluctuant problem in stable range. Numerical simulations demonstrate that tlie genetic algorithm can converge at the global extremum quickly, and that weights estimation with the modified adaptive weights training algorithm have a more stable range, and the filtering performance has been improved obviously.
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  • Gonzalez J G, Arce G R. Weighted Myriad filters, a robust filtering framework derived from alpha-stable distribution. IEEE Proc., ICASSP, Atlanta, GA, 1996: 216-220.[2]Tsakalides P, Nikias C L. Maximum likelihood localization of sources in noise modeled as a stable process. IEEE Trans. on Signal Processing, 1995, SP-43(2): 2700-2713.[3]Tsihrintzis G A, Nikias C L. Performance of optimum and suboptimum receivers in the presence of impulsive noise modeled as an alpha-stable process. IEEE Trans. on Comm., 1995, COM-43(2):904-914.[4]Tsihrintzis G A, Nikias C L. Fast estimation of the parameters of alpha stable impulsive interference. IEEE Trans. on Signal Processing, 1996, SP-44(6): 1492-1503.[5]Kalluri S, Arce G R. Fast algorithms for weighted Myriad computation by fixed point search.IEEE Trans. on Signal Processing, 2000, SP-48(1): 159-171.[6]Yan K K, Lu Y L. Sidelobe reduction in array-pattern synthesis using genetic algorithm. IEEE Trans. on Antennas Propagation, 1997, AP-45(3): 1011-1016.[7]Kalluri S, Arce G R. Adaptive weighted Myriad filter algorithms for robust signal processing in a-stable noise environments. IEEE Trans. on Signal Processing, 1998, SP-46(2): 322-332.
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