A Game-Theoretic Approach for Run-Time Distributed Optimization on MP-SoC

Author:

Puschini Diego1ORCID,Clermidy Fabien1,Benoit Pascal2,Sassatelli Gilles2,Torres Lionel2

Affiliation:

1. CEA /Leti-Minatec, 17 rue des Martyrs, 38054 Grenoble Cedex 9, France

2. LIRMM, University of Montpellier 2/CNRS UMR 5506, 161 rue Ada, 34392 Montpellier Cedex 5, France

Abstract

With forecasted hundreds of processing elements (PEs), future embedded systems will be able to handle multiple applications with very diverse running constraints. Systems will integrate distributed decision capabilities. In order to control the power and temperature, dynamic voltage frequency scalings (DVFSs) are applied at PE level. At system level, it implies to dynamically manage the different voltage/frequency couples of each tile to obtain a global optimization. This paper introduces a scalable multiobjective approach based on game theory, which adjusts at run-time the frequency of each PE. It aims at reducing the tile temperature while maintaining the synchronization between application tasks. Results show that the proposed run-time algorithm requires an average of 20 calculation cycles to find the solution for a 100-processor platform and reaches equivalent performances when comparing with an offline method. Temperature reductions of about 23% were achieved on a demonstrative test-case.

Publisher

Hindawi Limited

Subject

Hardware and Architecture

Cited by 7 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. On Boosting Energy-Efficiency of Heterogeneous Embedded Systems via Game Theory;Proceedings of the 8th Workshop and 6th Workshop on Parallel Programming and Run-Time Management Techniques for Many-core Architectures and Design Tools and Architectures for Multicore Embedded Computing Platforms - PARMA-DITAM '17;2017

2. A Framework for Supporting Adaptive Fault-Tolerant Solutions;ACM Transactions on Embedded Computing Systems;2014-12-15

3. Analog encoded neural network for power management in MPSoC;Analog Integrated Circuits and Signal Processing;2014-10-17

4. Towards Autonomous Scalable Integrated Systems;Design Technology for Heterogeneous Embedded Systems;2012

5. Online Test Macro Scheduling and Assignment in MPSoC Design;2011 Asian Test Symposium;2011-11

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