Comparison of recent optimization algorithms for design optimization of a cam-follower mechanism

被引:98
|
作者
Abderazek, Hammoudi [1 ]
Yildiz, Ali Riza [2 ]
Mirjalili, Seyedali [3 ]
机构
[1] Setif 1 Univ, Appl Precis Mech Lab, Inst Opt & Precis Mech, Setif, Algeria
[2] Bursa Uludag Univ, Dept Automot Engn, Bursa, Turkey
[3] Torrens Univ Australia, Ctr Artificial Intelligence Res & Optimizat, 90 Bowen Terrace, Brisbane, Qld 4006, Australia
关键词
Algorithms; Metaheuristics; Optimization; Cam mechanism; Follower motion law; Grey wolf optimizer; Salp Swarm Optimizer; Moth-Flame optimizer; Multi verse optimizer; Ant lion optimizer; WATER CYCLE ALGORITHM; OPTIMUM DESIGN; PROFILE OPTIMIZATION; RESIDUAL VIBRATIONS; SLIDING VELOCITY; GREY WOLF; ANT LION; EVOLUTIONARY; SEARCH; MINIMIZATION;
D O I
10.1016/j.knosys.2019.105237
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study presents the application of seven recent meta-heuristic optimization algorithms to automate design of disk cam mechanism with translating roller follower regarding four follower motion laws. The algorithms are: salp swarm algorithm (SSA), moth-flame optimization (MFO), ant lion optimizer (ALO), multi verse optimizer (MVO), grey wolf optimizer (GWO), evaporation rate water cycle algorithm (ER-WCA), and mine blast algorithm (MBA). The optimum cam design problem is formulated with three objectives including the minimum congestion, maximum performance, and maximum strength resistance of the cam. Moreover, the effect of selecting follower motion law on the optimal design of mechanism is investigated. The computational results clearly indicate that the utilized algorithms are very competitive in structural design optimization, especially MBA, ER-WCA, MFO and GWO techniques. Among the four follower motion laws, the polynomial 3-4-5 degree is the best one. (C) 2019 Elsevier B.V. All rights reserved.
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页数:16
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