Zhong-Lai Wang, Ping Yang, Dan Ling, Qiang Miao. An Improved Real-Coded Genetic Algorithm and Its Application[J]. Journal of Electronic Science and Technology, 2008, 6(1): 43-46.
Citation: Zhong-Lai Wang, Ping Yang, Dan Ling, Qiang Miao. An Improved Real-Coded Genetic Algorithm and Its Application[J]. Journal of Electronic Science and Technology, 2008, 6(1): 43-46.

An Improved Real-Coded Genetic Algorithm and Its Application

More Information
  • Author Bio:

    Zhong-Lai Wang research interests include reliability engineering, optimization design, life cycle reliability-based design and robust design, wzhonglai@uestc.edu.cn

  • Received Date: 2007-04-19
  • Rev Recd Date: 2007-07-20
  • Publish Date: 2008-03-24
  • Real-coded genetic algorithm (RGA) usually meets the demand of consecutive space problem. However, compared with simple genetic algorithm (SGA), RGA also has the inherent disadvantages such as prematurity and slow convergence when the solution is close to the optimum solution. This paper presents an improved real-coded genetic algorithm to increase the compution efficiency and avoid prematurity, especially in the optimization of multi-modal function. In this method, mutation operation and crossover operation are improved. Examples are given to demonstrate its computation efficiency and robustness.
  • Related Articles

    [1]Chien-Hao Su, Chien-Shun Chiou, Jung-Che Kuo, Pei-Jen Wang, Cheng-Yan Kao, Hsueh-Ting Chu. Family Competition Pheromone Genetic Algorithm for Comparative Genome Assembly[J]. Journal of Electronic Science and Technology, 2014, 12(4): 405-409. DOI: 10.3969/j.issn.1674-862X.2014.04.012
    [2]Jia-Zhou Liu, Zhi-Qin Zhao, Zi-Yuan He, Qing-Huo Liu. DOA and Power Estimation Using Genetic Algorithm and Fuzzy Discrete Particle Swarm Optimization[J]. Journal of Electronic Science and Technology, 2014, 12(1): 71-75. DOI: 10.3969/j.issn.1674-862X.2014.01.014
    [3]Yu-Cheng Lin. A Genetic Algorithm Based Approach for Campus Equipment Management System in Cloud Server[J]. Journal of Electronic Science and Technology, 2013, 11(2): 187-191. DOI: 10.3969/j.issn.1674-862X.2013.02.011
    [4]Ping-Liang Chen, Yu-Cheng Lin, Shin-Jia Chen. Solving Dynamic Spectrum Management Problem Based on Cloud Computing Using Genetic Algorithm[J]. Journal of Electronic Science and Technology, 2013, 11(2): 132-139. DOI: 10.3969/j.issn.1674-862X.2013.02.004
    [5]Xin-Yu Du, Yong-Jie Li, Cheng Luo, De-Zhong Yao. Elitist Reconstruction Genetic Algorithm Based on Markov Random Field for Magnetic Resonance Image Segmentation[J]. Journal of Electronic Science and Technology, 2012, 10(1): 83-87. DOI: 10.3969/j.issn.1674-862X.2012.01.015
    [6]E. Gomathi, K. Baskaran. Improved Face Recognition Method Using Genetic Principal Component Analysis[J]. Journal of Electronic Science and Technology, 2010, 8(4): 372-378. DOI: 10.3969/j.issn.1674-862X.2010.04.015
    [7]Hao-Dong Zhu, Hong-Chan Li, Xiang-Hui Zhao, Yong Zhong. Feature Selection Method by Applying Parallel Collaborative Evolutionary Genetic Algorithm[J]. Journal of Electronic Science and Technology, 2010, 8(2): 108-113. DOI: 10.3969/j.issn.1674-862X.2010.02.003
    [8]Xiao-Ling Zhang, Li Du, Guang-Wei Zhang, Qiang Miao, Zhong-Lai Wang. An Improved Genetic Algorithm with Quasi-Gradient Crossover[J]. Journal of Electronic Science and Technology, 2008, 6(1): 47-51.
    [9]ZUO Guo-yu, GONG Dao-xiong, RUAN Xiao-gang. A Linkage Learning Genetic Algorithm with Linkage Matrix[J]. Journal of Electronic Science and Technology, 2006, 4(1): 29-34.
    [10]ZHU Lili, ZHANG Huanchun, JING Yazhi. A New Neuro-Fuzzy Adaptive Genetic Algorithm[J]. Journal of Electronic Science and Technology, 2003, 1(1): 63-68.
  • Catalog

      Article Metrics

      Article views (332) PDF downloads (57) Cited by()
      Related
      Proportional views

      /

      DownLoad:  Full-Size Img  PowerPoint
      Return
      Return