Reliability-based design optimization using the directional bat algorithm

被引:0
作者
Asma Chakri
Xin-She Yang
Rabia Khelif
Mohamed Benouaret
机构
[1] University Badji Mokhtar of Annaba (UBMA),Industrial Mechanics Laboratory, Department of Mechanical Engineering
[2] Middlesex University London,School of Science and Technology
来源
Neural Computing and Applications | 2018年 / 30卷
关键词
RBDO; Directional bat algorithm; Reliable design space; Constrained optimization; Swarm intelligence;
D O I
暂无
中图分类号
学科分类号
摘要
Reliability-based design optimization (RBDO) problems are important in engineering applications, but it is challenging to solve such problems. In this study, a new resolution method based on the directional bat algorithm (dBA) is presented. To overcome the difficulties in the evaluations of probabilistic constraints, the reliable design space concept has been applied to convert the yielded stochastic constrained optimization problem from the RBDO formulation into a deterministic constrained optimization problem. In addition, the ε-constraint handling technique has also been introduced to the dBA so that the algorithm can solve constrained optimization problem effectively. The new method has been applied to several engineering problems, and the results show that the new method can solve different varieties of RBDO problems efficiently. In fact, the obtained solutions are consistent with the best results in the literature.
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页码:2381 / 2402
页数:21
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