MPI-Based Parallel Method for Bees Optimization Algorithm
Publish place: 12th Iranian Conference on Intelligent Systems
Publish Year: 1392
نوع سند: مقاله کنفرانسی
زبان: English
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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