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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
  • *Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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.

Original languageEnglish
Title of host publicationProceedings of the 2011 ACM Research in Applied Computation Symposium, RACS 2011
Pages1-6
Number of pages6
DOIs
StatePublished - 2011
Externally publishedYes
Event2011 ACM Research in Applied Computation Symposium, RACS 2011 - Miami, FL, United States
Duration: 2 Nov 20115 Nov 2011

Publication series

NameProceedings of the 2011 ACM Research in Applied Computation Symposium, RACS 2011

Conference

Conference2011 ACM Research in Applied Computation Symposium, RACS 2011
Country/TerritoryUnited States
CityMiami, FL
Period2/11/115/11/11

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • hybrid memory
  • ILP
  • optimal task allocation

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