.png){kind=icon}
返回
Multi-Objective Crystal Structure Algorithm (MOCryStAl): Introduction and Performance Evaluation
.png){kind=icon}
OA
AI
DOI：10.1109/ACCESS.2021.3106487.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
In many optimization problems, the main goal is to improve a single performance index in which a minimum or maximum value of this index fully reflects the quality of the response obtained from a system. However, in some cases, it is impossible to rely solely on a single index, so a multi-objective optimization problem with multiple performance indicators is considered where the values of all of them should be optimized simultaneously. The mentioned process requires a multi-objective optimization algorithm that can deal with the complexity of problems with simultaneous indexes. This paper presents the multi-objective version of a recently proposed metaheuristic algorithm called Crystal Structure Algorithm (CryStAl) which was inspired by the principles underlying the formation crystal structures. For the performance evaluation of this algorithm which is called MOCryStAl, the benchmark problems of the Completions on Evolutionary Computation (CEC) on multi-objective optimization, called CEC-09, are utilized. Some real-world engineering design problems are used to evaluate the efficiency of the proposed approach. The results demonstrate that the proposed methods can provide excellent results in dealing with the considered multi-objective problems.
Keyword:
Crystals
Optimization
Pareto optimization
Linear programming
Lattices
Hypercubes
Heuristic algorithms
Multi-objective optimization
metaheuristic
crystal structure algorithm (CryStAl)
completions on evolutionary computation (CEC)
real-world engineering design problem
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
3.6
论文数:
9.8W
被引数:
29.4W
机构
引用论文
A Revisit to Supercapacitor Capacitance Measurement Method 1A of IEC 62391-1IEC 62391超级电容器电容测量方法1A的再审视
.png){kind=icon}
PREAI
分享收藏A novel multi-objective forest optimization algorithm for wrapper feature selection一种新的包装器特征选择的多目标森林优化算法
PREAI
分享收藏分享收藏Symmetry recognition in group-theoretic computational schemes for complex structural systems复杂结构系统群论计算方案中的对称性识别
PREAI
分享收藏
查看更多内容