INVESTIGADORES
CAYMES SCUTARI Paola Guadalupe
artículos
Título:
Hierarchical parallel model for improving performance on differential evolution
Autor/es:
TARDIVO, MARÍA LAURA; CAYMES-SCUTARI, PAOLA; BIANCHINI, GERMÁN; MÉNDEZ-GARABETTI, MIGUEL
Revista:
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE
Editorial:
JOHN WILEY & SONS LTD
Referencias:
Año: 2017 vol. 29
ISSN:
1532-0626
Resumen:
This paper presents a parallel distributed model for the Differential Evolution algorithm. The proposed model, Hierarchical Island-Based Model for Differential Evolution, follows a double-hierarchy master-worker scheme and offers two parallelism levels. In this proposal, the processes are associated with certain cooperation hierarchy, allowing them to explore in a more comprehensive way the search space of the problem at hand. A comparative study with other algorithms from the state of art is also presented. The results show that Hierachical Island-Based Model for Differential Evolution is a flexible model and achieves good performance in terms of results quality and computing time.
