An improved clonal selection algorithm using a tournament selection operator and its application to microstrip coupler design
An improved clonal selection algorithm using a tournament selection operator and its application to microstrip coupler design
复制标题
使用锦标赛选择算子的改进克隆选择算法及其在微带耦合器设计中的应用
DOI：
10.3906/elk-1603-73
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发表时间：
2017
期刊：
影响因子：
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通讯作者：
E. Ülker
中科院分区：
文献类型：
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作者：
E. Ülker
克隆选择算法（CLONALG）是一种受自然启发的元启发式算法，已被应用于不同研究领域的各种复杂优化问题。锦标赛选择（TS）是一种主要用于遗传算法的选择算子。提出了一种基于TS算子的改进克隆选择算法（ICSAT）。为了观察改进，ICSAT首先测试选定的基准函数，然后验证其效率ICSAT应用于微带耦合器的设计问题。虽然显示出一些缺点，一般存在于所有修改后的算法，它是观察到，ICSAT有显着改善的性能CLONALG，可以是一个很好的候选人真实的情况下优化问题。
The clonal selection algorithm (CLONALG) is a nature-inspired metaheuristic algorithm that has been applied to various complex optimization problems from different fields of study. Tournament selection (TS) is a selection operator that is mainly used in genetic algorithms. In this paper, a novel improved clonal selection algorithm by using the TS operator (ICSAT) is introduced. To observe the improvement, ICSAT was first tested on selected benchmark functions and then to validate its efficiency ICSAT was applied to a microstrip coupler design problem. Although showing some disadvantages that generally exist in all modified algorithms, it is observed that ICSAT has a significant improvement on the performance of CLONALG and can be a good candidate for real case optimization problems.