Skip to Main content Skip to Navigation
Journal articles

Parallel cooperative meta-heuristics on the computational grid. A case study: the bi-objective Flow-Shop problem

Nouredine Melab 1 Mohand Mezmaz 1, 2 El-Ghazali Talbi 1, 2
1 DOLPHIN - Parallel Cooperative Multi-criteria Optimization
LIFL - Laboratoire d'Informatique Fondamentale de Lille, Inria Lille - Nord Europe
Abstract : In this paper, we contribute with the first results on parallel cooperative multi-objective meta-heuristics on computational grids. We particularly focus on the island model and the multi-start model and their cooperation. We propose a checkpointing-based approach to deal with the fault tolerance issue of the island model. Nowadays, existing Dispatcher- Worker grid middlewares are inadequate for the deployment of parallel cooperative applications. Indeed, these need to be extended with a software layer to support the cooperation. Therefore, we propose a Linda-like cooperation model and its implementation on top of XtremWeb. This middleware is then used to develop a parallel meta-heuristic applied to a bi-objective Flow-Shop problem using the two models. The work has been experimented on a multi-domain education network of 321 heterogeneous Linux PCs. The preliminary results, obtained after more than 10 days, demonstrate that the use of grid computing allows to fully exploit effectively different parallel models and their combination for solving large-size problem instances. An improvement of the effectiveness by over 60% is realized compared to serial metaheuristic.
Document type :
Journal articles
Complete list of metadatas

https://hal.inria.fr/hal-00690375
Contributor : Ist Rennes <>
Submitted on : Monday, April 23, 2012 - 12:28:25 PM
Last modification on : Thursday, May 28, 2020 - 9:22:09 AM

Identifiers

Citation

Nouredine Melab, Mohand Mezmaz, El-Ghazali Talbi. Parallel cooperative meta-heuristics on the computational grid. A case study: the bi-objective Flow-Shop problem. Parallel Computing, Elsevier, 2006, 32 (9), pp.643-659. ⟨10.1016/j.parco.2006.01.003⟩. ⟨hal-00690375⟩

Share

Metrics

Record views

359