Blind Equalization Algorithm Based on Adaptive Genetic Algorithm and Wavelet Transform

Author:

Guo Ye Cai1,Fan Kang2

Affiliation:

1. Nanjing University of Information Science and Technology

2. Nanjing University of Science and Technology

Abstract

Constant Modulus Algorithm(CMA) has slow convergence speed and easily immerges in local minimum owing to lack of initialization theory. Aiming at these disadvantages, adaptive genetic parameters are introduced into constant modulus blind equalization algorithm based on Genetic Algorithm and Wavelet Transform(GAWT-CMA), and Constant Modulus blind equali- zation Algorithm based on Adaptive Genetic Algorithm and Wavelet Transform(AGAWT-CMA) was proposed. The proposed algorithm processes genetic parameters adaptively, which can not only save the excellence individual with large probability but also avoid stagnancy during the evolution process. So it is propitious to search the whole optimum solution in overall range. The performance of the proposed algorithm was verified by computer simulation with underwater acoustic channels.

Publisher

Trans Tech Publications, Ltd.

Reference9 articles.

1. Guo Yecai: Adaptive Blind Equalization Techniques. Hefei: Press of Hefei University of Technology (2007).

2. Han Yinggei, Guo Yecai, Wu Zaolin, Zhou Qiaoxi: Design and Algorithm Simulation of Orthogonal Wavelet Transform Based Multi Modulus Blind Equalizer. Chinese Journal of Scientific Instrument, vol. 29, no. 7(2008):, pp.1441-1445.

3. Han Yingge, Guo Yecai, Li Baokun, Zhou Qiaoxi: Momentum Term and Orthogonal Wavelet-Based Blind Equalization Algorithm. Journal of System Simulation, vol. 20, no. 6 (2008), pp.1559-1562.

4. Han Yingge: Wavelet Transform Based Blind Equalizer Design and Algorithm Simulation. Anhui University of Science and Technology(2007).

5. Li Ruan: Blind Equalization Algorithm Based on Genetic Algorithm And Neural Network. Taiyuan University of Technology(2006).

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3