Using binary Fruit Fly algorithm for solving the Set Covering Problem

被引:0
|
作者
Crawford, Broderick [1 ,2 ,3 ]
Soto, Ricardo [1 ,4 ,5 ]
Torres-Rojas, Claudio [1 ]
Pena, Cristian [1 ]
Riquelme-Leiva, Marco [1 ]
Johnson, Franklin [1 ,6 ]
Paredes, Fernando [7 ]
机构
[1] Pontificia Univ Catolica Valparaiso, Valparaiso, Chile
[2] Univ Finis Terrae, Santiago, Chile
[3] Univ San Sebastian, Santiago, Chile
[4] Univ Autonoma Chile, Santiago, Chile
[5] Univ Cent Chile, Santiago, Chile
[6] Univ Playa Ancha, Valparaiso, Chile
[7] Univ Diego Portales, Santiago, Chile
关键词
fruit fly optimization algorithm; set covering problem; transfer functions; metaheuristics; REGRESSION NEURAL-NETWORK; OPTIMIZATION ALGORITHM; MODEL;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Many practical applications are used in set covering problems (SCP), in this research, we used to solve SCP: the binary Fruit Fly Optimization algorithms. This algorithm is divided in four phases: initiation, smell based search local vision based search and global vision based search. The metaheuristic is based by the knowledge from the foraging behavior of fruit-flies in finding food. The algorithm used a probability vector to improve the exploration. The tests were performed with eight different transfer functions and an elitist selection method. The test results show the effectiveness of the algorithm proposed.
引用
下载
收藏
页数:4
相关论文
共 50 条
  • [1] A Binary Fruit Fly Optimization Algorithm to Solve the Set Covering Problem
    Crawford, Broderick
    Soto, Ricardo
    Torres-Rojas, Claudio
    Pena, Cristian
    Riquelme-Leiva, Marco
    Misra, Sanjay
    Johnson, Franklin
    Paredes, Fernando
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2015, PT IV, 2015, 9158 : 411 - 420
  • [2] Binary Fruit Fly Swarm Algorithms for the Set Covering Problem
    Crawford, Broderick
    Soto, Ricardo
    Mella, Hanns de la Fuente
    Elortegui, Claudio
    Palma, Wenceslao
    Torres-Rojas, Claudio
    Vasconcellos-Gaete, Claudia
    Becerra, Marcelo
    Pena, Javier
    Misra, Sanjay
    CMC-COMPUTERS MATERIALS & CONTINUA, 2022, 71 (03): : 4295 - 4318
  • [3] A Binary Cuckoo Search Algorithm for Solving the Set Covering Problem
    Soto, Ricardo
    Crawford, Broderick
    Olivares, Rodrigo
    Barraza, Jorge
    Johnson, Franklin
    Paredes, Fernando
    BIOINSPIRED COMPUTATION IN ARTIFICIAL SYSTEMS, PT II, 2015, 9108 : 88 - 97
  • [4] Solving Biobjective Set Covering Problem Using Binary Cat Swarm Optimization Algorithm
    Crawford, Broderick
    Soto, Ricardo
    Caballero, Hugo
    Olguin, Eduardo
    Misra, Sanjay
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2016, PT I, 2016, 9786 : 220 - 231
  • [5] A binary monkey search algorithm variation for solving the set covering problem
    Crawford, Broderick
    Soto, Ricardo
    Olivares, Rodrigo
    Embry, Gabriel
    Flores, Diego
    Palma, Wenceslao
    Castro, Carlos
    Paredes, Fernando
    Rubio, Jose-Miguel
    NATURAL COMPUTING, 2020, 19 (04) : 825 - 841
  • [6] Solving the Set Covering Problem with a Binary Black Hole Inspired Algorithm
    Rubio, Alvaro Gomez
    Crawford, Broderick
    Soto, Ricardo
    Olguin, Eduardo
    Misra, Sanjay
    Jaramillo, Adrian
    Villablanca, Sebastian Mansilla
    Salas, Juan
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2016, PT I, 2016, 9786 : 207 - 219
  • [7] A binary monkey search algorithm variation for solving the set covering problem
    Broderick Crawford
    Ricardo Soto
    Rodrigo Olivares
    Gabriel Embry
    Diego Flores
    Wenceslao Palma
    Carlos Castro
    Fernando Paredes
    José-Miguel Rubio
    Natural Computing, 2020, 19 : 825 - 841
  • [8] A cultural algorithm for solving the set covering problem
    Crawford, Broderick
    Lagos, Carolina
    Castro, Carlos
    Paredes, Fernando
    ANALYSIS AND DESIGN OF INTELLIGENT SYSTEMS USING SOFT COMPUTING TECHNIQUES, 2007, 41 : 408 - +
  • [9] A novel binary fruit fly optimization algorithm for solving the multidimensional knapsack problem
    Wang, Ling
    Zheng, Xiao-long
    Wang, Sheng-yao
    KNOWLEDGE-BASED SYSTEMS, 2013, 48 : 17 - 23
  • [10] Binary Firefly Algorithm for the Set Covering Problem
    Crawford, Broderick
    Soto, Ricardo
    Olivares Suarez, Miguel
    Paredes, Fernando
    Johnson, Franklin
    PROCEEDINGS OF THE 2014 9TH IBERIAN CONFERENCE ON INFORMATION SYSTEMS AND TECHNOLOGIES (CISTI 2014), 2014,