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A generic learning multi-agent-system approach for spatio-temporal-, thermal- and energy-aware scheduling

Herzog, Christina and Pierson, Jean-Marc A generic learning multi-agent-system approach for spatio-temporal-, thermal- and energy-aware scheduling. (2018) In: 26th Euromicro International Conference on Parallel, Distributed and Network-based Processing (PDP 2018), 21 March 2018 - 23 March 2018 (Cambridge, United Kingdom).

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Official URL: https://doi.org/10.1109/PDP2018.2018.00010


This paper proposes an agent based approach to the scheduling of jobs in data centers under thermal constraints. The model encompasses both temporal and spatial aspects of the temperature evolution using a unified model, taking into account the dynamics of heat production and dissipation. Agents coordinate to eventually move jobs to the best suitable place and to adapt dynamically the frequency settings of the nodes to the best combination. Several objectives of the agents are compared under different circumstances by an extensive set of experiments.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to IEEE editor. The definitive version is available at https://ieeexplore.ieee.org/document/8374433. This papers appears in Proceedings of PDP 2018. Electronic ISSN: 2377-5750 Electronic ISBN: 978-1-5386-4975-6 The original PDF of the article can be found at: https://ieeexplore.ieee.org/document/8374433 Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
HAL Id:hal-02651524
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Université de Pau et des Pays de l'Adour - UPPA (FRANCE)
Laboratory name:
Deposited On:14 May 2020 07:20

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