A review of the bat algorithm and its varieties for industrial applications

被引:1
|
作者
Dao, Thi-Kien [1 ]
Nguyen, Trong-The [1 ]
机构
[1] Fuzhou Inst Technol, Sch Comp & Informat Sci, Fuzhou 350506, Peoples R China
关键词
Bat algorithm; Metaheuristic optimization; Combinatorial optimization; Real-world applications; Hybridization; Constraints; Industrial applications; Research directions; DISCRETE OPTIMIZATION; FIREFLY ALGORITHM; PARALLEL; SYSTEMS;
D O I
10.1007/s10845-024-02506-z
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Bat Algorithm (BA) is a prominent metaheuristic algorithm inspired by the echolocation behavior of bats, renowned for its efficiency in solving complex optimization problems. This review paper critically examines the BA and its various adaptations specifically for industrial applications, such as manufacturing process optimization, supply chain management, and production scheduling. It delineates the scope of industrial applications by categorizing them against non-industrial applications, ensuring a clear focus on sectors where BA has shown significant utility. The paper details the fundamental principles of the BA, explores key enhancements tailored for industrial environments, and evaluates its efficacy across different industrial domains. Advantages, limitations, and specific case studies are discussed to provide a balanced view of the BA's application in the industry. The review concludes by identifying current challenges and suggesting future research avenues to further bolster the BA's role in industrial optimization challenges.
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页数:23
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