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Analysis of DVFS Techniques for Improving the GPU Energy Efficiency

机译:用于提高GPU能源效率的DVFS技术分析

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Dynamic Voltage Frequency Scaling (DVFS) techniques are used to improve energy efficiency of GPUs. Literature survey and thorough analysis of various schemes on DVFS techniques during the last decade are presented in this paper. Detailed analysis of the schemes is included with respect to comparison of various DVFS techniques over the years. To endow with knowledge of various power management techniques that utilize DVFS during the last decade is the main objective of this paper. During the study, we find that DVFS not only work solely but also in coordination with other power optimization techniques like load balancing and task mapping where performance and energy efficiency are affected by varying the platform and benchmark. Thorough analysis of various schemes on DVFS techniques is presented in this paper such that further research in the field of DVFS can be enhanced.
机译:动态电压频率缩放(DVFS)技术用于提高GPU的能效。本文介绍了近十年来有关DVFS技术的各种方案的文献调查和全面分析。这些年来,对这些方案进行了详细的分析,以比较各种DVFS技术。掌握过去十年中利用DVFS的各种电源管理技术的知识是本文的主要目标。在研究过程中,我们发现DVFS不仅可以单独工作,而且还可以与其他功率优化技术(例如负载平衡和任务映射)配合使用,在这些技术中,性能和能源效率会因平台和基准的变化而受到影响。本文对DVFS技术的各种方案进行了详尽的分析,从而可以加强DVFS领域的进一步研究。

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