MPI-Based Parallel Method for Bees Optimization Algorithm

Publish Year: 1392
نوع سند: مقاله کنفرانسی
زبان: English
View: 850

This Paper With 5 Page And PDF Format Ready To Download

  • Certificate
  • من نویسنده این مقاله هستم

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این Paper:

شناسه ملی سند علمی:

ICS12_187

تاریخ نمایه سازی: 11 مرداد 1393

Abstract:

In this paper, the Artificial Bee Colony algorithm is implemented using Message Passing Interface (MPI) in a parallel form. Bees Algorithm was emerged to solve optimizationproblems. Randomly generated initial solutions and obtaining the optimal solution among all the possible solutions are the caseswhich optimize Speedup of the algorithm in a parallel basis. In this paper, using the capabilities of MPI including making connections among various processes, a method was used forparalleling this optimization algorithm. In this method, for further optimization of the responses at the end of each loop,master process is specified to collect the best solutions for each processor. Master process finds the best solutions and replacesthe worst ones to the processor which has not the optimal solution.

Keywords:

Bees Algorithm , Collective Intelligence , Evolutionary Algorithms , Parallel Bee Algorithm and Optimization , MPI interface

Authors

Najmeh Damghani

Department of Computer Engineering, Islamic Azad University, Kerman Branch, Iran

Mona Rezamand

Department of Computer Engineering, Islamic Azad University, Kerman Branch, Iran

Vahid Sattari Naeini

Department of Computer Engineering Shahid Bahonar University of Kerman Kerman, Iran