An Application of Tree Seed Algorithm for Optimization of 50 and 100 Dimensional Numerical Functions

[ X ]

Tarih

2021

Dergi Başlığı

Dergi ISSN

Cilt Başlığı

Yayıncı

Institute of Electrical and Electronics Engineers Inc.

Erişim Hakkı

info:eu-repo/semantics/closedAccess

Özet

The Tree-Seed Algorithm is an optimization algorithm created by observing the process of growing and becoming a new tree, the seeds scattering around trees in natural life. In this study, TSA is applied to optimize high-dimensional functions. In previous studies, the performance of the tree seed algorithm applied for the optimization of low-dimensional functions has been proven. Thus, in addition to running the algorithm on 30-dimensional functions before, it has also been applied to solve 50-and 100-dimensional numerical functions. This improvement, called the tree seed algorithm, is based on the use of more solution update mechanisms instead of one mechanism. In the experiments, CEC2015 benchmarking functions are used and the developed tree seed algorithm is compared with the base state of TSA, artificial bee colony, particle swarm optimization and some variants of the differential evolution algorithm. Experimental results are obtained as mean, max, min solutions and standard deviation of 30 different runs. As a result, it is observed by the studies that the developed algorithm gives successful results. © 2021 IEEE.

Açıklama

3rd International Conference on Electrical, Communication and Computer Engineering, ICECCE 2021 -- 12 June 2021 through 13 June 2021 -- Kuala Lumpur -- 171467

Anahtar Kelimeler

CEC2015); function optimization; tree-seed algorithm; update mechanism

Kaynak

3rd International Conference on Electrical, Communication and Computer Engineering, ICECCE 2021

WoS Q Değeri

Scopus Q Değeri

N/A

Cilt

Sayı

Künye