.png){kind=icon}
返回
A novel hybrid arithmetic optimization algorithm for solving constrained optimization problems
.png){kind=icon}
PRE
AI
DOI：10.1016/j.knosys.2023.110554.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
The present study aims to optimize the engineering design and manufacturing problems with a novel hybrid optimizer named: AOA-NM (Arithmetic optimization-Nelder mead). To overcome the local optima trap shortcoming and improve the solution quality of a recently introduced arithmetic optimization algorithm (AOA), the Nelder-Mead local search methodology has been incorporated into the basic AOA framework. The objective of the proposed hybridization approach was to facilitate the refinement of the exploration-exploitation behaviour of the AOA search. In the numerical validation stage, numerous multidimensional benchmarks from the CEC2020 were used as challenging testing functions to investigate the suggested AOA-NM optimizer. To investigate the viability of the proposed hybridized algorithm in real-world applications, it is investigated for ten constrained engineering de-sign problems, and the performance was contrasted with other distinguished metaheuristics extracted from the literature. Additionally, a hands-on manufacturing problem of milling process parameter optimization and vehicle structure shape optimization is posed and solved at the forefront to evaluate both AOA and AOA-NM efficacy. The proficiency of the AOA-NM algorithm, in terms of both solution quality and stability, is confirmed by performed comparative analysis and found to be robust in handling challenging practical issues.(c) 2023 Published by Elsevier B.V.
Keyword:
Hybrid algorithm
Arithmetic optimization
Nelder-Mead
Metaheuristics
Manufacturing problems
Engineering optimization
期刊
K
IF:
7.6
论文数:
1.3W
被引数:
4.5W
机构
引用论文
Comparison of metaheuristic optimization algorithms for solving constrained mechanical design optimization problems求解约束机械设计优化问题的元启发式优化算法比较
PREAI
分享收藏Design and Development of Hybrid Energy Storage System for Electric Vehicle.png)
2018 International Conference on Information , Communication, Engineering and Technology (ICICET)
2018 International Conference on Information , Communication, Engineering and Technology (ICICET)IF0
PREAI
分享收藏
分享收藏Differential Evolution Algorithm With Strategy Adaptation for Global Numerical Optimization求解全局数值优化问题的策略自适应差分进化算法
OAAI
OAAI分享收藏An improved Artificial Neural Network using Arithmetic Optimization Algorithm for damage assessment in FGM composite platesCOMPOSITE STRUCTURES
COMPOSITE STRUCTURESIF7.1
PREAI
分享收藏
查看更多内容