Performance Analysis of Parallel Differential Evolution Algorithm with Cooperative Emigrant Creation Strategy Kooperatif Göçmen Üretme Stratejisi Destekli Paralel Diferansiyel Gelisim Algoritmasinin Performans Analizi

Demirci S., ASLAN S., Ileri S. C.

1st International Informatics and Software Engineering Conference, IISEC 2019, Ankara, Türkiye, 6 - 07 Kasım 2019 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Doi Numarası: 10.1109/ubmyk48245.2019.8965600
  • Basıldığı Şehir: Ankara
  • Basıldığı Ülke: Türkiye
  • Anahtar Kelimeler: cooperative emigrant creation, Differential Evolution, parallelization
  • Ondokuz Mayıs Üniversitesi Adresli: Evet

Özet

In recent years, Differential Evolution (DE) algorithm that is one of the most important delegate of the evolutionary algorithms have been successfully used for solving different optimization problems with its both serial and parallel variants. In this study, the performance of DE algorithm powered with cooperative emigrant creation strategy was investigated over the different types of numerical problems and obtained results were compared with the results of the serial DE and parallel DE algorithm supported with conventional emigrant creation strategy. Experimental studies showed that the convergence speed of the parallel DE algorithm is significantly improved with the cooperative emigrant creation strategy and the proposed parallel DE algorithm produces better results compared to the serial DE algorithm and parallel DE algorithm with the conventional emigrant creation strategy.