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Optimal task allocation on non-volatile memory based hybrid main memory

  • Wanyong Tian*
  • , Jianhua Li
  • , Yingchao Zhao
  • , Chun Jason Xue
  • , Minming Li
  • , Enhong Chen
  • *此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

This paper targets task allocation problem on hybrid main memory composed of non-volatile memory (NVM) and DRAM. Compared to the conventional memory technology DRAM, the emerging NVM has excellent energy performance due to the ultra low leakage power. However, most types of NVMs come with the disadvantages of much shorter write endurance and longer write latency as opposed to DRAM. This paper explores task allocation problems on hybrid memory which consists of energy-efficient NVM and write-endurable DRAM. The objectives of the task allocation include minimizing the energy consumption, extending the lifetime and minimizing the size. The contributions of this work are twofold. First, we design Integer Linear Programming (ILP) formulations that can solve different objectives optimally. Then, we propose three effective polynomial time heuristic algorithms. All the ILP formulations and the proposed heuristics are executed to optimize multiple objectives offline. Experiments show that compared to the optimal solutions generated by the ILP formulations, the proposed heuristics can produce near-optimal results.

源语言英语
主期刊名Proceedings of the 2011 ACM Research in Applied Computation Symposium, RACS 2011
1-6
页数6
DOI
出版状态已出版 - 2011
已对外发布
活动2011 ACM Research in Applied Computation Symposium, RACS 2011 - Miami, FL, 美国
期限: 2 11月 20115 11月 2011

出版系列

姓名Proceedings of the 2011 ACM Research in Applied Computation Symposium, RACS 2011

会议

会议2011 ACM Research in Applied Computation Symposium, RACS 2011
国家/地区美国
Miami, FL
时期2/11/115/11/11

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 7 - 经济适用的清洁能源
    可持续发展目标 7 经济适用的清洁能源

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