Application of a breeder genetic algorithm for filter optimization

被引：0
|
作者：
Montiel O. [1 ]
Castillo O. [2 ]
Melin P. [2 ]
Sepulveda R. [1 ]
机构：
[1] CITEDI-IPN, National Polytechnic Institute, Tijuana
[2] Department of Computer Science, Tijuana Institute of Technology, Chula Vista, CA 91909
来源：
Natural Computing | 2005年 / 4卷 / 1期
关键词：
BGA; Breeder; Evolutionary algorithm; GA; System identification;
D O I：
10.1007/s11047-004-9097-z
中图分类号：
学科分类号：
摘要：
In this work we are optimizing an adaptive finite impulse response filter applied to the problem of system identification. We are proposing a breeder genetic algorithm (BGA) for performing the parametric search in highly multimoldal landscapes since in this kind of filters there exits epistiasis. The results of BGA were compared to the traditional genetic algorithm, and we found that the BGA was clearly superior (in accuracy) in most of the cases. We used the statistical least mean squared for validating the results. We suggest to hybridized both methods for real world applications. © Springer 2005.
引用
收藏
页码：11 / 37
页数：26
相关论文
共 50 条
  • [41] Application of genetic algorithm in modelling and optimization of cellulase production
    Sirohi, Ranjna
    Singh, Anupama
    Tarafdar, Ayon
    Shahi, N. C.
    BIORESOURCE TECHNOLOGY, 2018, 270 : 751 - 754
  • [42] Genetic Algorithm Application in Optimization of Wireless Sensor Networks
    Norouzi, Ali
    Zaim, A. Halim
    SCIENTIFIC WORLD JOURNAL, 2014,
  • [43] Application of genetic algorithm for optimization of NQR signal detection
    Oproescu, Mihai
    Iana, Gabriel, V
    Monea, Cristian
    PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI-2019), 2019,
  • [44] Application of genetic algorithm for optimization on projects of public illumination
    de Oliveira, Romulo Alves
    de Medeiros Junior, Manoel Firmino
    Andrade Menezes, Roberto Felipe
    ELECTRIC POWER SYSTEMS RESEARCH, 2014, 117 : 84 - 93
  • [45] Application of hybrid genetic algorithm to optimization of pulverizing system
    Liao, Yan-Fen
    Ma, Xiao-Qian
    Huanan Ligong Daxue Xuebao/Journal of South China University of Technology (Natural Science), 2009, 37 (02): : 152 - 157
  • [46] Application of Genetic Algorithm to The Position Optimization of The Outriggers for Trimaran
    Chen, Shunhuai
    Cui, Lianqiong
    JOURNAL OF ALGORITHMS & COMPUTATIONAL TECHNOLOGY, 2009, 3 (04) : 535 - 551
  • [47] The application of combinatorial optimization by Genetic Algorithm and Neural Network
    Zhou, Shiqiong
    Kang, Longyun
    Guo, Guifang
    Zhang, Yanning
    Cao, Jianbo
    Cao, Binggang
    ICIEA 2008: 3RD IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, PROCEEDINGS, VOLS 1-3, 2008, : 227 - 231
  • [48] The Application of Chaos Genetic Algorithm in the PID Parameter Optimization
    Wu, Tiebin
    Cheng, Yun
    Tan, Jiafan
    Zhou, Taoyun
    2008 3rd International Conference on Intelligent System and Knowledge Engineering, Vols 1 and 2, 2008, : 230 - 234
  • [49] Application of genetic algorithm for ship hull form optimization
    Dejhalla, R.
    Mrša, Z.
    Vukovič, S.
    International Shipbuilding Progress, 2001, 48 (02) : 117 - 133
  • [50] A parallel computing application of the genetic algorithm for lubrication optimization
    Nenzi Wang
    Tribology Letters, 2005, 18 : 105 - 112
12345