A shuffled complex evolution algorithm for the multidimensional knapsack problem using core concept

被引:0
|
作者
Valadao Baroni, Marcos Daniel [1 ]
Varejao, Flavio Miguel [1 ]
机构
[1] Univ Fed Espirito Santo, Dept Informat, Vitoria, Espirito Santo, Brazil
来源
2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC) | 2016年
关键词
OPTIMIZATION;
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
This work addresses the application of a population based evolutionary algorithm called shuffled complex evolution (SCE) in the core of multidimensional knapsack problem (MKP). The core of the MKP is a set of items which are hard to decide if they are or not selected in good solutions. This concept is used to reduce the original size of MKP instances. The performance of the SCE applied to the reduced MKP is verified through computational experiments using well-known instances from literature. The approach proved to be effective in finding near optimal solutions demanding a small amount of processing time.
引用
收藏
页码:2718 / 2723
页数:6
相关论文
共 50 条
  • [1] A Shuffled Complex Evolution Algorithm for the Multidimensional Knapsack Problem
    Valadao Baroni, Marcos Daniel
    Varejao, Flavio Miguel
    PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, CIARP 2015, 2015, 9423 : 768 - 775
  • [2] The core concept for the Multidimensional Knapsack Problem
    Puchinger, Jakob
    Raidl, Guenther R.
    Pferschy, Ulrich
    EVOLUTIONARY COMPUTATION IN COMBINATORIAL OPTIMIZATION, PROCEEDINGS, 2006, 3906 : 195 - 208
  • [3] An efficient binary differential evolution algorithm for the multidimensional knapsack problem
    Yichao He
    Xinlu Zhang
    Wenbin Li
    Jinghong Wang
    Ning Li
    Engineering with Computers, 2021, 37 : 745 - 761
  • [4] An efficient binary differential evolution algorithm for the multidimensional knapsack problem
    He, Yichao
    Zhang, Xinlu
    Li, Wenbin
    Wang, Jinghong
    Li, Ning
    ENGINEERING WITH COMPUTERS, 2021, 37 (01) : 745 - 761
  • [5] A Shuffled Complex Evolution Algorithm for the Examination Timetabling Problem
    Leite, Nuno
    Melicio, Fernando
    Rosa, Agostinho C.
    COMPUTATIONAL INTELLIGENCE, IJCCI 2014, 2016, 620 : 151 - 168
  • [6] A Genetic Algorithm for the Multidimensional Knapsack Problem
    P.C. Chu
    J.E. Beasley
    Journal of Heuristics, 1998, 4 : 63 - 86
  • [7] A genetic algorithm for the multidimensional knapsack problem
    Chu, PC
    Beasley, JE
    JOURNAL OF HEURISTICS, 1998, 4 (01) : 63 - 86
  • [8] A Differential Evolution Algorithm with Variable Neighborhood Search for Multidimensional Knapsack Problem
    Tasgetiren, M. Fatih
    Pan, Quan-Ke
    Kizilay, Damla
    Suer, Gursel
    2015 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2015, : 2797 - 2804
  • [9] A Core-Based Exact Algorithm for the Multidimensional Multiple Choice Knapsack Problem
    Mansini, Renata
    Zanotti, Roberto
    INFORMS JOURNAL ON COMPUTING, 2020, 32 (04) : 1061 - 1079
  • [10] A New Hybrid Algorithm for the Multidimensional Knapsack Problem
    Zhang, Xiaoxia
    Liu, Zhe
    Bai, Qiuying
    BIO-INSPIRED COMPUTING AND APPLICATIONS, 2012, 6840 : 191 - 198