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Smart Energy-Aware Data Allocation for Heterogeneous Memory

  • Keke Gai
  • , Meikang Qiu
  • , Hui Zhao
  • , Longfei Qiu
  • Pace University
  • Columbia University
  • Henan University
  • Nanjing Foreign Language School

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Heterogeneous memory is an emerging concept that uses multiple kinds of memories to balance the contradictions between the performance and cost. Many prior researches have addressed the heterogeneous memory designs, which attracted both researchers and practitioners. However, the main challenge in memory design is that the moving costs between memories cannot be ignored, such that forming an effective data allocation plan is a critical part for reducing total costs. This paper focuses on this issue and proposes an adaptive energy-aware approach that is designed for efficiently generating adaptive data allocation plans in heterogeneous memories. Two crucial variables are considered the condition constraints, including time and energy consumptions. The proposed method is called Smart Data Allocation Model (SDAM), which is supported by our algorithm, Smart Switch Allocation Algorithm (SA2). The experimental results have depicted that our approach is superior to prior developed methods. The likelihood of generating optimal solutions is 80.4% - 90.1%.

源语言英语
主期刊名Proceedings - 18th IEEE International Conference on High Performance Computing and Communications, 14th IEEE International Conference on Smart City and 2nd IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2016
编辑Laurence T. Yang, Jinjun Chen
出版商Institute of Electrical and Electronics Engineers Inc.
136-143
页数8
ISBN(电子版)9781509042968
DOI
出版状态已出版 - 20 1月 2017
已对外发布
活动18th IEEE International Conference on High Performance Computing and Communications, 14th IEEE International Conference on Smart City and 2nd IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2016 - Sydney, 澳大利亚
期限: 12 12月 201614 12月 2016

出版系列

姓名Proceedings - 18th IEEE International Conference on High Performance Computing and Communications, 14th IEEE International Conference on Smart City and 2nd IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2016

会议

会议18th IEEE International Conference on High Performance Computing and Communications, 14th IEEE International Conference on Smart City and 2nd IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2016
国家/地区澳大利亚
Sydney
时期12/12/1614/12/16

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