Title :
A comparison of the island and ACODA approaches for distributing ACO
Author :
Ilie, Simona ; Badica, Costin
Author_Institution :
Software Eng. Dept., Univ. of Craiova, Craiova, Romania
Abstract :
This paper identifies “island model” as the state of the art approach for distributing Ant Colony Optimization algorithms. We present a comparison of the island model with our own distribution model called ACODA. For this purpose we expanded our initial ACODA framework to accommodate the implementation of the island model, and then we carried out a series of experiments to support our comparison. Our results show that our approach offers better scalability and execution times without sacrificing solution quality in the case of the Traveling Salesman Problem.
Keywords :
ant colony optimisation; travelling salesman problems; ACO algorithms; ACODA approach; ant colony optimization algorithms; distribution model; island model; traveling salesman problem; Abstracts; Ant colony optimization; Computational modeling; Computer architecture; Distributed computing; Parallel processing; Scalability; ant colony optimization; artificial intelligence; distributed computing; multi-agent systems; swarm intelligence;
Conference_Titel :
System Theory, Control and Computing (ICSTCC), 2013 17th International Conference
Conference_Location :
Sinaia
Print_ISBN :
978-1-4799-2227-7
DOI :
10.1109/ICSTCC.2013.6689052