Kaijun Yang, Meng Li, Guchuan Zhu et Yvon Savaria
Article de revue (2017)
Document en libre accès dans PolyPublie |
|
Libre accès au plein texte de ce document Version finale avant publication Conditions d'utilisation: Tous droits réservés Télécharger (857kB) |
Abstract
This paper addresses the load balancing problem, which is one of the key issues in high-performance computing (HPC) platforms. A novel method, called decentralized active queue management (DAQM), is proposed to provide a fair task distribution in a heterogeneous computing environment for HPC platforms. An implementation of the DAQM is presented, which consists of an ON-OFF queue control and a utility maximization-based coordination scheme. The stability of the queue control scheme and the convergence of the algorithm for utility maximization have been assessed by rigorous analysis. To demonstrate the performance of the developed queueing control system, numerical simulations are carried out and the obtained results confirm the efficiency and viability of the developed scheme.
Mots clés
Decentralized active queue management (DAQM),load balancing,high performance computing
Sujet(s): | 2500 Génie électrique et électronique > 2500 Génie électrique et électronique |
---|---|
Département: | Département de génie électrique |
Organismes subventionnaires: | CRSNG/NSERC, Huawei Technologies Canada Co., Ltd. |
URL de PolyPublie: | https://publications.polymtl.ca/2842/ |
Titre de la revue: | IEEE Access (vol. 5) |
Maison d'édition: | IEEE |
DOI: | 10.1109/access.2017.2760251 |
URL officielle: | https://doi.org/10.1109/access.2017.2760251 |
Date du dépôt: | 21 déc. 2017 15:00 |
Dernière modification: | 27 sept. 2024 10:59 |
Citer en APA 7: | Yang, K., Li, M., Zhu, G., & Savaria, Y. (2017). A DAQM-Based Load Balancing Scheme for High Performance Computing Platforms. IEEE Access, 5, 22504-22513. https://doi.org/10.1109/access.2017.2760251 |
---|---|
Statistiques
Total des téléchargements à partir de PolyPublie
Téléchargements par année
Provenance des téléchargements
Dimensions