A differential evolution algorithm combined with Levy Flight for dimensional synthesis of four-bar linkage

被引:1
|
作者
Bulatovic, Radovan R. [1 ,4 ]
Salinic, Slavisa [1 ]
Savkovic, Mile M. [1 ]
Atanasovska, Ivana D. [2 ]
Pavlovic, Goran [3 ]
机构
[1] Univ Kragujevac, Fac Mech & Civil Engn Kraljevo, Kraljevo, Serbia
[2] Serbian Acad Arts & Sci, Math Inst, Belgrade, Serbia
[3] Univ Nis, Fac Elect Engn, Nish, Serbia
[4] Univ Kragujevac, Fac Mech & Civil Engn Kraljevo, Dositejeva 19, Kraljevo 36000, Serbia
关键词
Differential evolution; Levy flight; dimensional synthesis; four-bar linkage; path generation; OPTIMUM SYNTHESIS; PATH GENERATION; MECHANISMS; ERROR; OPTIMIZATION;
D O I
10.1080/15397734.2023.2265459
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
The paper considers dimensional synthesis of a path generator four-bar linkage by applying the modified Differential Evolution (DE) algorithm. During the search of the space, the DE algorithm may skip the right solution and lead to premature convergence. If the step is reduced, the search space is reduced as well, so that convergence becomes slower. Search efficiency may be achieved by including Levy Flight in the DE algorithm. Namely, when the DE algorithm identifies the space of best solution, then a LevATIN SMALL LETTER Y WITH ACUTE Flight step is used for local search in that region, which significantly increases the exploitation capability and allows obtaining a very efficient solution of the optimization problem. The algorithm was tested with three examples of dimensional synthesis of a path generator four-bar linkage. The proposed algorithm can be very efficiently applied to solving very complex optimization problems.
引用
收藏
页码:5871 / 5894
页数:24
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