Kaijun Yang, Meng Li, Guchuan Zhu
and Yvon Savaria
Article (2017)
 Open Access document in PolyPublie |
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Open Access to the full text of this document Accepted Version Terms of Use: All rights reserved Download (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.
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| Subjects: | 2500 Electrical and electronic engineering > 2500 Electrical and electronic engineering |
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| Department: | Department of Electrical Engineering |
| Funders: | CRSNG/NSERC, Huawei Technologies Canada Co., Ltd. |
| PolyPublie URL: | https://publications.polymtl.ca/2842/ |
| Journal Title: | IEEE Access (vol. 5) |
| Publisher: | IEEE |
| DOI: | 10.1109/access.2017.2760251 |
| Official URL: | https://doi.org/10.1109/access.2017.2760251 |
| Date Deposited: | 21 Dec 2017 15:00 |
| Last Modified: | 27 Sep 2024 10:59 |
| Cite in 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 |
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