Hot-cold data filtering and management for PRAM based memory-storage unified system

Su Kyung Yoon; Kwang Su Jung; Xian Shu Li; Sung Min Lee; Shin Dug Kim

doi:10.1109/SMC.2017.8122845

Hot-cold data filtering and management for PRAM based memory-storage unified system

Su Kyung Yoon, Kwang Su Jung, Xian Shu Li, Sung Min Lee, Shin Dug Kim

College of Computing

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2 Citations (Scopus)

Abstract

Next generation non-volatile memory technologies draw attention recently as promising candidates for replacing conventional DRAM-based memory devices. By using the favorable features such as low energy consumption, non-volatility, and good scalability, the next generation non-volatile memory devices can replace conventional main memory and secondary storage layers. This paper proposes a hot-cold data filtering adapter with it management algorithm for the memory-storage unified system which uses phase change RAM (PRAM) devices. The proposed hot-cold data filtering adapter consisting of dual decoupled adaptive buffers can improve drawbacks of PRAM, such as slower read/write access latencies and limited life time compared to DRAM, enhance spatial/temporal localities, and optimize the data reusability by analyzing data access pattern. Experimental results show that the proposed architecture and its algorithm improves the miss rate by about 69.2% and write count is decreased by 96.4% compared with a uniform buffer of the same size.

Original language	English
Title of host publication	2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1609-1614
Number of pages	6
ISBN (Electronic)	9781538616451
DOIs	https://doi.org/10.1109/SMC.2017.8122845
Publication status	Published - 2017 Nov 27
Event	2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017 - Banff, Canada Duration: 2017 Oct 5 → 2017 Oct 8

Publication series

Name	2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017
Volume	2017-January

Other

Other	2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017
Country/Territory	Canada
City	Banff
Period	17/10/5 → 17/10/8

Bibliographical note

Funding Information:
This research was partially supported by the Next- Generation Information Computing Development Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Science, ICT & Future Planning (NRF-2015M3C4A7065522) and by an Industry-Academy joint research program between Samsung Electronics and Yonsei University.

Publisher Copyright:
© 2017 IEEE.

All Science Journal Classification (ASJC) codes

Artificial Intelligence
Computer Science Applications
Human-Computer Interaction
Control and Optimization

UN SDGs

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

Access to Document

10.1109/SMC.2017.8122845

Cite this

Yoon, S. K., Jung, K. S., Li, X. S., Lee, S. M., & Kim, S. D. (2017). Hot-cold data filtering and management for PRAM based memory-storage unified system. In 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017 (pp. 1609-1614). (2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017; Vol. 2017-January). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SMC.2017.8122845

Yoon, Su Kyung ; Jung, Kwang Su ; Li, Xian Shu et al. / Hot-cold data filtering and management for PRAM based memory-storage unified system. 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017. Institute of Electrical and Electronics Engineers Inc., 2017. pp. 1609-1614 (2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017).

@inproceedings{32cc5031d75e4dc8a557de3e395cf8ff,

title = "Hot-cold data filtering and management for PRAM based memory-storage unified system",

abstract = "Next generation non-volatile memory technologies draw attention recently as promising candidates for replacing conventional DRAM-based memory devices. By using the favorable features such as low energy consumption, non-volatility, and good scalability, the next generation non-volatile memory devices can replace conventional main memory and secondary storage layers. This paper proposes a hot-cold data filtering adapter with it management algorithm for the memory-storage unified system which uses phase change RAM (PRAM) devices. The proposed hot-cold data filtering adapter consisting of dual decoupled adaptive buffers can improve drawbacks of PRAM, such as slower read/write access latencies and limited life time compared to DRAM, enhance spatial/temporal localities, and optimize the data reusability by analyzing data access pattern. Experimental results show that the proposed architecture and its algorithm improves the miss rate by about 69.2% and write count is decreased by 96.4% compared with a uniform buffer of the same size.",

author = "Yoon, {Su Kyung} and Jung, {Kwang Su} and Li, {Xian Shu} and Lee, {Sung Min} and Kim, {Shin Dug}",

note = "Funding Information: This research was partially supported by the Next- Generation Information Computing Development Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Science, ICT & Future Planning (NRF-2015M3C4A7065522) and by an Industry-Academy joint research program between Samsung Electronics and Yonsei University. Publisher Copyright: {\textcopyright} 2017 IEEE.; 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017 ; Conference date: 05-10-2017 Through 08-10-2017",

year = "2017",

month = nov,

day = "27",

doi = "10.1109/SMC.2017.8122845",

language = "English",

series = "2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "1609--1614",

booktitle = "2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017",

address = "United States",

}

Yoon, SK, Jung, KS, Li, XS, Lee, SM & Kim, SD 2017, Hot-cold data filtering and management for PRAM based memory-storage unified system. in 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017. 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017, vol. 2017-January, Institute of Electrical and Electronics Engineers Inc., pp. 1609-1614, 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017, Banff, Canada, 17/10/5. https://doi.org/10.1109/SMC.2017.8122845

Hot-cold data filtering and management for PRAM based memory-storage unified system. / Yoon, Su Kyung; Jung, Kwang Su; Li, Xian Shu et al.
2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017. Institute of Electrical and Electronics Engineers Inc., 2017. p. 1609-1614 (2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017; Vol. 2017-January).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Hot-cold data filtering and management for PRAM based memory-storage unified system

AU - Yoon, Su Kyung

AU - Jung, Kwang Su

AU - Li, Xian Shu

AU - Lee, Sung Min

AU - Kim, Shin Dug

N1 - Funding Information: This research was partially supported by the Next- Generation Information Computing Development Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Science, ICT & Future Planning (NRF-2015M3C4A7065522) and by an Industry-Academy joint research program between Samsung Electronics and Yonsei University. Publisher Copyright: © 2017 IEEE.

PY - 2017/11/27

Y1 - 2017/11/27

N2 - Next generation non-volatile memory technologies draw attention recently as promising candidates for replacing conventional DRAM-based memory devices. By using the favorable features such as low energy consumption, non-volatility, and good scalability, the next generation non-volatile memory devices can replace conventional main memory and secondary storage layers. This paper proposes a hot-cold data filtering adapter with it management algorithm for the memory-storage unified system which uses phase change RAM (PRAM) devices. The proposed hot-cold data filtering adapter consisting of dual decoupled adaptive buffers can improve drawbacks of PRAM, such as slower read/write access latencies and limited life time compared to DRAM, enhance spatial/temporal localities, and optimize the data reusability by analyzing data access pattern. Experimental results show that the proposed architecture and its algorithm improves the miss rate by about 69.2% and write count is decreased by 96.4% compared with a uniform buffer of the same size.

AB - Next generation non-volatile memory technologies draw attention recently as promising candidates for replacing conventional DRAM-based memory devices. By using the favorable features such as low energy consumption, non-volatility, and good scalability, the next generation non-volatile memory devices can replace conventional main memory and secondary storage layers. This paper proposes a hot-cold data filtering adapter with it management algorithm for the memory-storage unified system which uses phase change RAM (PRAM) devices. The proposed hot-cold data filtering adapter consisting of dual decoupled adaptive buffers can improve drawbacks of PRAM, such as slower read/write access latencies and limited life time compared to DRAM, enhance spatial/temporal localities, and optimize the data reusability by analyzing data access pattern. Experimental results show that the proposed architecture and its algorithm improves the miss rate by about 69.2% and write count is decreased by 96.4% compared with a uniform buffer of the same size.

UR - http://www.scopus.com/inward/record.url?scp=85044179015&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85044179015&partnerID=8YFLogxK

U2 - 10.1109/SMC.2017.8122845

DO - 10.1109/SMC.2017.8122845

M3 - Conference contribution

AN - SCOPUS:85044179015

T3 - 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017

SP - 1609

EP - 1614

BT - 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017

Y2 - 5 October 2017 through 8 October 2017

ER -

Yoon SK, Jung KS, Li XS, Lee SM, Kim SD. Hot-cold data filtering and management for PRAM based memory-storage unified system. In 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017. Institute of Electrical and Electronics Engineers Inc. 2017. p. 1609-1614. (2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017). doi: 10.1109/SMC.2017.8122845

Hot-cold data filtering and management for PRAM based memory-storage unified system

Abstract

Publication series

Other

Bibliographical note

All Science Journal Classification (ASJC) codes

UN SDGs

Access to Document

Other files and links

Fingerprint

Cite this