DIFFERENTIAL EVOLUTION WITH DYNAMIC ADAPTATION OF PARAMETERS BASED ON A FUZZY LOGIC AUGMENTATION APPROACH

Oscar CASTİLLO; Patricia OCHOA; José SORİA

doi:https://doi.org/10.33773/jum.523748

Makale detayları

DIFFERENTIAL EVOLUTION WITH DYNAMIC ADAPTATION OF PARAMETERS BASED ON A FUZZY LOGIC AUGMENTATION APPROACH

Yazarlar:

Oscar CASTİLLO | Patricia OCHOA | José SORİA

Yayıncı:

Gökhan ÇUVALCIOĞLU

Dergi:

Journal of Universal Mathematics 2019 Vol.2 Issue 2, pp.183-207

Belge Tipi:

Makale

Yayın Tarihi:

7/2019

Belge Dili:

İngilizce

Document ID (Org No.):

2000509570

Sıklık:

İki Yıllık

eISSN:

2618-5660

pISSN:

2618-5660

DOI:

https://doi.org/10.33773/jum.523748

Özet:

 


This paper proposes an
improvement to the Differential Evolution algorithm using a fuzzy logic
augmentation. The main contribution is to dynamically adapt the parameters of
mutation (F) and crossover (CR) using a fuzzy system, with the aim that the
fuzzy system calculates the optimal parameters of the differential evolution
algorithm during execution for obtaining better solutions, in this way arriving
to the proposed new fuzzy differential evolution algorithm. In this paper
experiments are performed with a set of mathematical functions using the
original algorithm and the proposed method. Based on a statistical comparison
of the original and proposed method, we can state that the fuzzy differential
evolution algorithm outperforms the original differential evolution method.


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Makale detayları

DIFFERENTIAL EVOLUTION WITH DYNAMIC ADAPTATION OF PARAMETERS BASED ON A FUZZY LOGIC AUGMENTATION APPROACH

Yazarlar: Oscar CASTİLLO | Patricia OCHOA | José SORİA

Yayıncı: Gökhan ÇUVALCIOĞLU

Dergi: Journal of Universal Mathematics 2019 Vol.2 Issue 2, pp.183-207

Belge Tipi: Makale

Yayın Tarihi: 7/2019

Belge Dili: İngilizce

Document ID (Org No.): 2000509570

Sıklık: İki Yıllık

eISSN: 2618-5660

pISSN: 2618-5660

DOI: https://doi.org/10.33773/jum.523748

Sayı

Yazarlar:

Oscar CASTİLLO | Patricia OCHOA | José SORİA

Yayıncı:

Gökhan ÇUVALCIOĞLU

Dergi:

Journal of Universal Mathematics 2019 Vol.2 Issue 2, pp.183-207

Belge Tipi:

Makale

Yayın Tarihi:

7/2019

Belge Dili:

İngilizce

Document ID (Org No.):

2000509570

Sıklık:

İki Yıllık

eISSN:

2618-5660

pISSN:

2618-5660

DOI:

https://doi.org/10.33773/jum.523748