Chaotic immune differential evolution algorithm

被引：1
作者：
Guo Zhenyu [1 ]
Bai Zhifeng [1 ]
Cao Binggang [1 ]
机构：
[1] Xian Jiaotong Univ, Sch Mech Engn, Xian 710049, Shaan Xi, Peoples R China
来源：
2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-5 | 2007年
关键词：
chaotic; immune; differential evolution; weighting factor; crossover factor;
D O I：
10.1109/ROBIO.2007.4522519
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
A novel chaotic immune differential evolution algorithm (CEDE) is presented. In CEDE, weighted difference is added to the best individual. Using randomness and space ergodicity of chaotic mapping, the best individual is processed by chaotic immune clone operation; In each iteration process, the weighting factor is changed dynamically based on the current aggregation degree and the number of stopping generations; the crossover factor is changed dynamically based on the current evolution speed. Introduce keeping diversity operation, the problem on premature convergence has been solved. DE and CEDE are tested with three well-known benchmark functions. The numerical experiments indicate that the convergence speed of CEDE is considerably superior to DE, has high efficiency and convergence accuracy.
引用
收藏
页码：2244 / 2249
页数：6
相关论文
共 50 条
  • [31] An adaptive immune-inspired multi-objective algorithm with multiple differential evolution strategies
    Lin, Qiuzhen
    Ma, Yueping
    Chen, Jianyong
    Zhu, Qingling
    Coello Coello, Carlos A.
    Wong, Ka-Chun
    Chen, Fei
    INFORMATION SCIENCES, 2018, 430 : 46 - 64
  • [32] A Modified Binary Differential Evolution Algorithm
    Wang, Ling
    Fu, Xiping
    Menhas, Muhammad Ilyas
    Fei, Minrui
    LIFE SYSTEM MODELING AND INTELLIGENT COMPUTING, PT II, 2010, 6329 : 49 - 57
  • [33] Research on Biogeography Differential Evolution Algorithm
    Mo, Hongwei
    Li, Zhenzhen
    Zhang, Luolin
    COMPUTATIONAL INTELLIGENCE AND INTELLIGENT SYSTEMS, 2012, 316 : 284 - 291
  • [34] Chaotic Search-Based Adaptive Immune Genetic Algorithm
    She, Yuanguo
    Shen, Chengwu
    2009 INTERNATIONAL CONFERENCE ON BUSINESS INTELLIGENCE AND FINANCIAL ENGINEERING, PROCEEDINGS, 2009, : 74 - 78
  • [35] A Discrete Differential Evolution Algorithm for Carpooling
    Hsieh, Fu-Shiung
    Zhan, Fu-Min
    2018 IEEE 42ND ANNUAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE (COMPSAC), VOL 1, 2018, : 577 - 582
  • [36] Auto Adaptive Differential Evolution Algorithm
    Sharma, Vivek
    Agarwal, Shalini
    Verma, Pawan Kumar
    PROCEEDINGS OF THE 2019 3RD INTERNATIONAL CONFERENCE ON COMPUTING METHODOLOGIES AND COMMUNICATION (ICCMC 2019), 2019, : 958 - 963
  • [37] A fuzzy adaptive differential evolution algorithm
    Liu, JH
    Lampinen, J
    2002 IEEE REGION 10 CONFERENCE ON COMPUTERS, COMMUNICATIONS, CONTROL AND POWER ENGINEERING, VOLS I-III, PROCEEDINGS, 2002, : 606 - 611
  • [38] A Simple Adaptive Differential Evolution Algorithm
    Thangaraj, Radha
    Pant, Millie
    Abraham, Ajith
    2009 WORLD CONGRESS ON NATURE & BIOLOGICALLY INSPIRED COMPUTING (NABIC 2009), 2009, : 456 - +
  • [39] A fuzzy adaptive differential evolution algorithm
    Liu, J
    Lampinen, J
    SOFT COMPUTING, 2005, 9 (06) : 448 - 462
  • [40] A Hybrid Simplex Differential Evolution Algorithm
    Wu, Lianghong
    Wang, Yaonan
    Yuan, Xiaofang
    Zhou, Shaowu
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 3039 - +
12345