Ant Genetic Algorithm Based on Immune Mechanism and its Application in Parameters Estimation of Heavy Oil Thermal Cracking Model

被引：0
|
作者：
Wang, Jian
Ren, Weijian
Liu, Dan
Zhang, Jianqiu
机构：
来源：
ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 1, PROCEEDINGS | 2008年
关键词：
D O I：
10.1109/ICNC.2008.780
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
According to rules of ants looking for food and immune genetic thought, an ant colony genetic algorithm is proposed based on immune mechanism. In precondition of keeping characteristics of the ant colony algorithm for global optimization and getting rationality of solutions in finite time, by introducing immune mechanism, the diversity of individuals can be assured and the phenomenon of long searching time and easy stagnating are avoided. The proposed algorithm was successful in continuous space optimization problem. The results show the effectiveness in applying the algorithm to parameters estimation of heavy oil thermal cracking model.
引用
收藏
页码：56 / 60
页数：5
相关论文
共 50 条
  • [1] RNA Genetic Algorithm with Adaptive Crossover Probability for Estimating Parameters of Heavy Oil Thermal Cracking Model
    Zhang Li
    Wang Ning
    He XiongXiong
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 1866 - 1870
  • [2] Adaptive Cuckoo Search Algorithm for Parameter Estimation of Heavy Oil Thermal Cracking Model
    Chen, Yiping
    Wang, Ning
    PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 2679 - 2684
  • [3] Parameter estimation of heavy oil thermal cracking model using an improved particle swarm algorithm
    Bao, Jun-Jie
    Yan, Xue-Feng
    Qian, Feng
    Huadong Ligong Daxue Xuebao /Journal of East China University of Science and Technology, 2007, 33 (04): : 546 - 550
  • [4] Alopex-based evolutionary algorithm combining weighted normal distribution-NAEA and its application on parameter estimation of heavy oil thermal cracking three lumps model
    Cheng, Jun-Rui
    Li, Shao-Jun
    Gao Xiao Hua Xue Gong Cheng Xue Bao/Journal of Chemical Engineering of Chinese Universities, 2015, 29 (05): : 1194 - 1200
  • [5] GMDH network model and its application based on immune genetic algorithm
    Chen, Hong
    Chen, Senfa
    Jiangsu Daxue Xuebao (Ziran Kexue Ban) / Journal of Jiangsu University (Natural Science Edition), 2009, 30 (06): : 610 - 613
  • [6] A membrane computing optimization algorithm with multi-subsystems for parameter estimation of heavy oil thermal cracking model
    Fu, Jie
    Wang, Ning
    Zhao, Jinhui
    Zang, ShengChao
    INTERNATIONAL JOURNAL OF INTELLIGENT ROBOTICS AND APPLICATIONS, 2022, 6 (01) : 139 - 151
  • [7] A membrane computing optimization algorithm with multi-subsystems for parameter estimation of heavy oil thermal cracking model
    Jie Fu
    Ning Wang
    Jinhui Zhao
    ShengChao Zang
    International Journal of Intelligent Robotics and Applications, 2022, 6 : 139 - 151
  • [8] Ant Colony Algorithm with Genetic Characteristic and Its Application in PID Parameters Optimization
    2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11, 2008, : 5069 - 5074
  • [9] WOA with adaptive mutation operator to estimate parameters of heavy oil thermal cracking model
    Zhang, Shuyue
    Wang, Ning
    2019 INTERNATIONAL CONFERENCE ON IMAGE AND VIDEO PROCESSING, AND ARTIFICIAL INTELLIGENCE, 2019, 11321
  • [10] Genetic algorithm combined with immune mechanism and its application in skill fuzzy control
    Pan Wei
    Zhang Bencheng
    Zhu Lina
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 4870 - +
12345