A Binary Firefly Algorithm for Knapsack Problems

被引:0
|
作者
Bhattacharjee, Kaushik Kumar [1 ]
Sarmah, S. P. [1 ]
机构
[1] Indian Inst Technol Kharagpur, Dept Ind & Syst Engn, Kharagpur 721302, W Bengal, India
关键词
Metaheuristic algorithms; binary firefly algorithm; knapsack problems; variable distance move; opposition-based learning; NETWORK;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Knapsack problems are one of the classical NP-hard problem and it offers many practical applications in vast field of different areas. Several traditional as well as population based metaheuristic algorithms are applied to solve this problem. In this paper, we introduce the binary version of firefly algorithm (FA) for solving knapsack problems, specially 01 knapsack problem. The modified algorithm utilizes the advantages of the variable distance move along with the opposition-based learning mechanism to solve knapsack problems efficiently. So far FA is generally applied to continuous optimization problems. In order to investigate the performance of FA on combinatorial optimization problem, an attempt is made in this paper. To demonstrate the efficiency of the proposed algorithm an extensive computational study is provided with standard bench mark problem instances and comparison with particle swarm optimization is also carried out.
引用
收藏
页码:73 / 77
页数:5
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