Advanced Metaheuristic Techniques for Mechanical Design Problems: Review

被引:79
作者
Abd Elaziz, Mohamed [1 ]
Elsheikh, Ammar H. [2 ]
Oliva, Diego [3 ]
Abualigah, Laith [4 ]
Lu, Songfeng [5 ]
Ewees, Ahmed A. [6 ]
机构
[1] Zagazig Univ, Dept Math, Fac Sci, Zagazig, Egypt
[2] Tanta Univ, Prod Engn & Mech Design Dept, Fac Engn, Tanta, Egypt
[3] Univ Guadalajara, Dept Ciencias Computac, CUCEI, Av Revoluc 1500, Guadalajara, Jal, Mexico
[4] Amman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
[5] Huazhong Univ Sci & Technol, Sch Cyber Sci & Engn, Hubei Engn Res Ctr Big Data Secur, Wuhan 430074, Peoples R China
[6] Damietta Univ, Dept Comp, Dumyat 34517, Egypt
基金
中国博士后科学基金;
关键词
PARTICLE SWARM OPTIMIZATION; GREY WOLF OPTIMIZER; MULTIOBJECTIVE OPTIMIZATION; SHAPE OPTIMIZATION; GENETIC ALGORITHM; BEE COLONY; AERODYNAMIC OPTIMIZATION; DIFFERENTIAL EVOLUTION; GLOBAL OPTIMIZATION; PLANETARY GEAR;
D O I
10.1007/s11831-021-09589-4
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The design of complex mechanical components is a time-consuming process which involves many design variables with multiple interacted objectives and constraints. Traditionally, the design process of mechanical components is performed manually depending on the intuition and experience of the designer. In recent decades, automatic methods have been proposed to effectively search diverse and large parameter spaces. There is a growing interest in design optimization of mechanical systems using metaheuristic algorithms to improve the product lifecycle and performance and minimize the cost. Nowadays, there is a growing interest in design optimization of mechanical systems using metaheuristic algorithms to improve the product lifecycle and performance and minimize the cost. This review article demonstrates the applications of different metaheuristic algorithms in enhancing the design process of different mechanical systems. First, the basic concepts of common used metaheuristic algorithms are introduced. Then the applications of theses algorithms in optimization of different mechanical systems are discussed.
引用
收藏
页码:695 / 716
页数:22
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