Fuzzy Logic for dynamic adaptation in the Imperialist Competitive Algorithm

被引:0
|
作者
Bernal, Emer [1 ]
Castillo, Oscar [1 ]
Soria, Jose [1 ]
机构
[1] Tijuana Inst Technol, Tijuana, Mexico
关键词
Imperialist competitive algorithm; fuzzy system; dynamic adjustment of parameters; benchmark mathematical functions; ICA; ANT COLONY OPTIMIZATION; CONTROLLERS; DESIGN;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we propose the use of fuzzy systems for dynamic adjustment of parameters of the imperialist competitive algorithm (ICA). This algorithm is inspired by the concept of imperialism; where powerful countries try to make a colony of other countries. We developed different fuzzy systems one with the Beta parameter and another using a combination with the Beta and Xi parameters to measure the performance of the algorithm with 10 benchmark mathematical functions with different number of decades and 30 times each. In this paper a comparison was made between both variants for demonstrate the efficiency of the algorithm in optimization problems.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Type-2 Fuzzy Logic Augmentation of the Imperialist Competitive Algorithm with Dynamic Parameter Adaptation
    Bernal, Emer
    Castillo, Oscar
    Soria, Jose
    Valdez, Fevrier
    FUZZY TECHNIQUES: THEORY AND APPLICATIONS, 2019, 1000 : 167 - 176
  • [2] Imperialist competitive algorithm with dynamic parameter adaptation using fuzzy logic applied to the optimization of mathematical functions
    Bernal E.
    Castillo O.
    Soria J.
    Valdez F.
    Castillo, Oscar (ocastillo@tectijuana.mx), 1600, MDPI AG (10):
  • [3] Imperialist Competitive Algorithm with Fuzzy Logic for Parameter Adaptation: A Parameter Variation Study
    Bernal, Emer
    Castillo, Oscar
    Soria, Jose
    NOVEL DEVELOPMENTS IN UNCERTAINTY REPRESENTATION AND PROCESSING: ADVANCES IN INTUITIONISTIC FUZZY SETS AND GENERALIZED NETS, 2016, 401 : 277 - 289
  • [4] FICA: fuzzy imperialist competitive algorithm
    Arish, Saeid
    Amiri, Ali
    Noori, Khadije
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE C-COMPUTERS & ELECTRONICS, 2014, 15 (05): : 363 - 371
  • [5] FICA: Fuzzy imperialist competitive algorithm
    Amiri, A. (a_amiri@znu.ac.ir), 1600, Zhejiang University (15):
  • [6] FICA: fuzzy imperialist competitive algorithm
    Saeid ARISH
    Ali AMIRI
    Khadije NOORI
    Frontiers of Information Technology & Electronic Engineering, 2014, 15 (05) : 363 - 371
  • [7] FICA: fuzzy imperialist competitive algorithm
    Saeid Arish
    Ali Amiri
    Khadije Noori
    Journal of Zhejiang University SCIENCE C, 2014, 15 : 363 - 371
  • [8] An Imperialist Competitive Algorithm based fuzzy clustering algorithm
    Teimouri, Mohammad
    Mehdizadeh, Esmaeil
    2013 13TH IRANIAN CONFERENCE ON FUZZY SYSTEMS (IFSC), 2013,
  • [9] Prediction of TBM penetration rate using the imperialist competitive algorithm (ICA) and quantum fuzzy logic
    Afradi, Alireza
    Ebrahimabadi, Arash
    INNOVATIVE INFRASTRUCTURE SOLUTIONS, 2021, 6 (02)
  • [10] Prediction of TBM penetration rate using the imperialist competitive algorithm (ICA) and quantum fuzzy logic
    Alireza Afradi
    Arash Ebrahimabadi
    Innovative Infrastructure Solutions, 2021, 6