Solving the Set Covering Problem with a Shuffled Frog Leaping Algorithm

被引:0
|
作者
Crawford, Broderick [1 ,2 ,3 ]
Soto, Ricardo [1 ,4 ,5 ]
Pena, Cristian [1 ]
Palma, Wenceslao [1 ]
Johnson, Franklin [1 ,6 ]
Paredes, Fernando [7 ]
机构
[1] Pontificia Univ Catolica Valparaiso, Valparaiso, Chile
[2] Univ Finis Terrae, Providencia, 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, Escuela Ingn Ind, Santiago, Chile
关键词
Shuffled frog leaping algorithm; Set covering problem; Metaheuristics; Artificial and computational intelligence; GENETIC ALGORITHM; OPTIMIZATION;
D O I
10.1007/978-3-319-15705-4_5
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 design and evaluate a shuffled frog leaping algorithm that solves the set covering problem. The shuffled frog leaping algorithm is a novel metaheuristic inspired by natural memetics. It consists of an individual memetic evolution and a global memetic information exchange between a population of virtual frogs representing possible solutions of a problem at hand. The experimental results show the effectiveness of our approach which produces competitive results solving a portfolio of set covering problems from the OR-Library.
引用
收藏
页码:41 / 50
页数:10
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