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 language | English |
|---|---|
| Title of host publication | Proceedings of the 2011 ACM Research in Applied Computation Symposium, RACS 2011 |
| Pages | 1-6 |
| Number of pages | 6 |
| DOIs | |
| State | Published - 2011 |
| Externally published | Yes |
| Event | 2011 ACM Research in Applied Computation Symposium, RACS 2011 - Miami, FL, United States Duration: 2 Nov 2011 → 5 Nov 2011 |
Publication series
| Name | Proceedings of the 2011 ACM Research in Applied Computation Symposium, RACS 2011 |
|---|
Conference
| Conference | 2011 ACM Research in Applied Computation Symposium, RACS 2011 |
|---|---|
| Country/Territory | United States |
| City | Miami, FL |
| Period | 2/11/11 → 5/11/11 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- hybrid memory
- ILP
- optimal task allocation
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