Product detail

MPI Island-based CPU Implementation of GA Running the Knapsack Benchmark

JAROŠ, J.

Product type

software

Abstract

This package contains an efficient implementation of the island based Genetic Algorithm. This GA solves the knapsack problem without any restrictions on the problem size (tested up to 100k items). The implementation is written in C++ utilising MPI library. It is possible to be run on clusters of workstations or servers as well as on a single multi-core machine. The performance of the implementation, the quality of produced results as well as the idea of implementation is explained in Jaros, J.: Multi-GPU Island-Based Genetic Algorithm Solving the Knapsack Problem (http://www.fit.vutbr.cz/~jarosjir/pubs.php?id=9860&shortname=1), In: 2012 IEEE World Congress on Computational Intelligence, CA, US, IEEE, 2012, s. 217-224, ISBN 978-1-4673-1508-1

Keywords

Genetic Algorithm, Island model, Knapsack, MPI, SSE instructions

Create date

7. 6. 2012

Location

https://github.com/jarosjir/MPI-GA-Knapsack

Possibilities of use

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www

https://github.com/jarosjir/MPI-GA-Knapsack