inria-00544146, version 1
Throughput optimization for micro-factories subject to task and machine failures
N° RR-7479 (2010)
Résumé : In this paper, we study the problem of optimizing the throughput for micro-factories subject to failures. The challenge is to map several tasks of different types onto a set of machines. The originality of our approach is the failure model for such applications in which not only the machines are subject to failures but the reliability of a task may depend on its type. The failure rate is unrelated: a probability of failure is associated to each couple (task type, machine). We consider different kind of mappings: in one-to-one mappings, each machine can process only a single task, while several tasks of the same type can be processed by the same machine in specialized mappings. Finally, general mappings have no constraints. The optimal one-to-one mapping can be found in polynomial time for particular problem instances, but the problem is NP- hard in most of the cases. For the most realistic case of specialized mappings, which turns out to be NP-hard, we design several polynomial time heuristics and a linear program allows us to find the optimal solution (in exponential time) for small problem instances. Experimental results show that the best heuristics obtain a good throughput, much better than the throughput achieved with a random mapping. Moreover, we obtain a throughput close to the optimal solution in the particular cases where the optimal throughput can be computed.
- a – École normale supérieure de Lyon - ENS Lyon
- 1 :
- CNRS : UMR5668 – INRIA – École Normale Supérieure - Lyon – Université Claude Bernard - Lyon I – Laboratoire d'informatique du Parallélisme
- 2 :
- Université de Lyon – CNRS : UMR5668 – INRIA – École Normale Supérieure - Lyon – Université Claude Bernard - Lyon I
- 3 :
- Université de Franche-Comté : EA4269
- Domaine : Informatique/Calcul parallèle, distribué et partagé
- Mots-clés : distributed systems – fault tolerance – scheduling – optimization heuristics.
- Référence interne : RR-7479
- inria-00544146, version 1
- http://hal.inria.fr/inria-00544146
- oai:hal.inria.fr:inria-00544146
- Contributeur :
- Soumis le : Mardi 7 Décembre 2010, 13:45:45
- Dernière modification le : Jeudi 9 Décembre 2010, 08:52:03





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