2020
DOI: 10.3390/electronics9122158
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Q-Selector-Based Prefetching Method for DRAM/NVM Hybrid Main Memory System

Abstract: This research is to design a Q-selector-based prefetching method for a dynamic random-access memory (DRAM)/ Phase-change memory (PCM)hybrid main memory system for memory-intensive big data applications generating irregular memory accessing streams. Specifically, the proposed method fully exploits the advantages of two-level hybrid memory systems, constructed as DRAM devices and non-volatile memory (NVM) devices. The Q-selector-based prefetching method is based on the Q-learning method, one of the reinforcement… Show more

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Cited by 3 publications
(2 citation statements)
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“…Recently, PCMs have been studied for use in the hybrid main memory of highperformance embedded systems because they have characteristics, such as low leakage power, high density, and non-volatility, compared to DRAMs [12][13][14][15][16]. Table 1 presents the details of the comparison of DRAMs and PCMs.…”
Section: Phase Change Memorymentioning
confidence: 99%
See 1 more Smart Citation
“…Recently, PCMs have been studied for use in the hybrid main memory of highperformance embedded systems because they have characteristics, such as low leakage power, high density, and non-volatility, compared to DRAMs [12][13][14][15][16]. Table 1 presents the details of the comparison of DRAMs and PCMs.…”
Section: Phase Change Memorymentioning
confidence: 99%
“…Therefore, researchers have proposed a hybrid main memory architecture for resolving the limitations of DRAM and improving the performance of DRAM alone main memory [8][9][10][11]. Phase change memory (PCM) is an attractive memory for embedded systems owing to its advantages, such as non-volatility, high density, and low power consumption [12][13][14][15][16]. However, PCMs have disadvantages, such as limited write endurance and high write latency compared to DRAMs.…”
Section: Introductionmentioning
confidence: 99%