An Orthogonal Wavelet Transform Multi-modulus Blind Equalization Algorithm Based on Tabu Search DNA Genetic Optimization Algorithm
- https://doi.org/10.2991/meita-15.2015.27How to use a DOI?
- WTMMA; double-stranded DNA; tabu search strategy; adaptive probability; convergence rate; mean square error
For the disadvantages of orthogonal wavelet transform multi-modulus blind equalization algorithm(WTMMA), such as slow convergence rate, large mean square error, and immerging in partial minimum easily, an orthogonal wavelet transform multi-modulus blind equalization algorithm based on Tabu search DNA genetic optimization algorithm(DNAGA-WTMMA) was proposed. Firstly, DNA populations were initialized by using double-stranded DNA form to select the single-stranded DNA sequences as the representative strands of individuals. Secondly, Tabu search strategy was introduced into crossover operations to avoid circuitous search, ensure the searching different paths, and escape from local optimum. Thirdly, in order to speed up the convergence rate and avoid premature convergence, the probability of crossover operation was decided by dynamic adaptive probability based on population prematurity degree index. Computer simulations show that, compared with multi-modulus blind equalization algorithm(MMA) and WTMMA, the proposed algorithm has the fastest convergence rate and the smallest mean square error.
- © 2015, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Yecai Guo AU - Lu Lu AU - Binglong Zhang PY - 2015/08 DA - 2015/08 TI - An Orthogonal Wavelet Transform Multi-modulus Blind Equalization Algorithm Based on Tabu Search DNA Genetic Optimization Algorithm BT - Proceedings of the 2015 International Conference on Materials Engineering and Information Technology Applications PB - Atlantis Press SP - 129 EP - 135 SN - 2352-5401 UR - https://doi.org/10.2991/meita-15.2015.27 DO - https://doi.org/10.2991/meita-15.2015.27 ID - Guo2015/08 ER -