Resources

NOTE: Neither the IOTTA TWG nor SNIA vouch for the accuracy or reliability of any of the traces or other information provided below. Please contact us regarding any broken or inaccurate links.

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Tools and Documentation

Microsoft Event Tracing (1) (2)

Stonybrook University Dataseries Documentation Wiki

Storage Research List (Computer Storage Systems Research Discussion Forum)

Traces and Snapshots Public Archive

Re-Animator tracing and replay tool

Storage Conferences

This is a non-exhaustive list of conferences relating to storage and data management. Note that some of these websites do not have stable domains, so please contact us if a link is broken.

ATC
The USENIX Annual Technical Conference (ATC). Hosted every summer.

EuroSys
EuroSys is organized by EuroSys, the European Chapter of SIGOPS, sponsored by ACM SIGOPS. Hosted annually in mid-spring. This conference does not have a stable URL, so we have linked to a Google search.

FAST
The USENIX File and Storage Technologies (FAST) conference. Hosted annually in February.

HotStorage
The USENIX Workshop on Hot Topics in Storage and File Systems. Hosted every summer directly before ATC.

ICDCS
The IEEE International Conference on Distributed Computing Systems (ICDCS). This conference does not have a stable URL so we have linked to a Google search.

ICS
The ACM International Conference on Supercomputing (ICS). Hosted every summer.

MSST
The International Conference on Massive Storage Systems and Technology (MSST). Hosted every summer at the Santa Clara University School of Engineering in Santa Clara, CA.

NAS
The IEEE International Conference on Networking, Architecture, and Storage. Hosted annually.

NVMSA
The IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA). Hosted annually in the late summer. This conference does not have a stable URL, so we have linked to a Google search.

OSDI
The USENIX Symposium on Operating Systems Design and Implementation (OSDI). Hosted annually.

SIGMETRICS
The ACM Special Interest Group for the computer systems performance evaluation community. Hosted annually in June.

SIGOPS
The ACM Special Interest Group in Operating Systems. Hosts a number of conferences annually.

SoCC
The ACM Symposium on Cloud Computing (SoCC). Hosted annually. This conference does not have a stable URL, so we have linked to a Google search.

SOSP
The ACM Symposium on Operating Systems Principles (SOSP). Hosted annually.

Supercomputing
The International Conference for High Performance Computing, Networking, Storage, and Analysis. Hosted annually in late fall.

SYSTOR
The ACM International Systems and Storage Conference (SYSTOR). Hosted annually in Haifa, Israel.

VLDB
The Very Large Data Bases (VLDB) Conference. Hosted annually in late August.

Storage Research Centers

Carnegie Mellon University
Parallel Data Lab (PDL)

San Diego Supercomputer Center (SDSC)

University of Minnesota
Digital Technology Center (DTC)
Intelligent Storage Consortium (DISC)

Storage Performance Council (SPC)

Papers and Publications

Papers Relating to Traces

[Harter11] Tyler Harter, Chris Dragga, Michael Vaughn, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau.
A File is Not a File: Understanding the I/O Behavior of Apple Desktop Applications.
Department of Computer Sciences, University of Wisconsin, Madison. 2011.

[Ellard03b] Daniel Ellard, Margo Seltzer.
NFS Tricks and Benchmarking Traps.
Proceedings of the FREENIX Technical Conference, San Antonio, Texas. June, 2003.

[Ellard03a] Daniel Ellard, Jonathan Ledlie, Pia Malkani, Margo Seltzer.
Passive NFS Tracing of Email and Research Workloads.
Proceedings of the Second Annual USENIX File and Storage Technologies Conference, pp. 203-216, San Francisco, CA. March, 2003.

[Roselli00] Drew Roselli, Jacob R. Lorch, Thomas E. Anderson.
A Comparison of File System Workloads.
Proceedings of the 2000 USENIX Technical Conference, pp. 44 - 54. San Diego, CA. June, 2000.

[Vogels99] Werner Vogels.
File system usage in Windows NT 4.0.
Proceedings of the 17th Symposium on Operating System Principles, pp. 93 - 109. Kiawah Island Resort, SC. December, 1999.

[Douceur99] John R. Douceur, William J. Bolosky.
A Large-Scale Study of File-System Contents.
Proceedings of SIGMETRICS '99, pp. 59 - 70. Atlanta, GA. May, 1999.

[Kuenning97] Geoffrey H. Kuenning and Gerald J. Popek.
Automated Hoarding for Mobile Computers.
Proceedings of the 16th ACM Symposium on Operating Systems Principles, St. Malo, France, October 5-8, 1997.

[Uysal97] Mustafa Uysal, Anurag Acharya, Joel Saltz.
Requirements of I/O Systems for Parallel Machines: An Application-driven Study.
Technical Report, CS-TR-3802, University of Maryland, College Park. May 1997.

[Mummert96] L. Mummert, M. Satyanarayanan.
Long Term Distributed File Reference Tracing: Implementation and Experience.
Software - Practice and Experience, Vol. 26, No. 6, pp. 705 - 736. June, 1996.

[Blackwell95] Trevor Blackwell, Jeffrey Harris, Margo Seltzer.
Heuristic Cleaning Algorithms in Log-Structured File Systems.
Proceedings of the 1995 USENIX Technical Conference, pp. 277 - 288. New Orleans, LA. January, 1995.

[Griffioen94] Jim Griffioen, Randy Appleton.
Reducing File System Latency using a Predictive Approach.
Proceedings of the Summer 1994 USENIX Technical Conference, pp. 197 - 207. Boston, MA. June, 1994.

[Chiang93] Chi-ming Chiang, Matt W. Mutka.
Characteristics of User File Usage Patterns.
Systems and Software, Vol. 23, No. 3, pp. 257 - 268. December, 1993.

[Ruemmler93] Chris Ruemmler, John Wilkes.
UNIX Disk Access Patterns.
Proceedings of the Winter 1993 USENIX Technical Conference, pp. 405 - 420. San Diego, CA. January, 1993.

[Ramakrishnan92] K.K. Ramakrishnan, Prabuddha Biswas, Ramakrishna Karedla.
Analysis of File I/O Traces in Commercial Computing Environments.
Proceedings of SIGMETRICS '92, pp. 78 - 90. Newport, RI. June, 1992.

[Roselli98] Drew Roselli, Thomas E. Anderson.
Characteristics of File System Workloads.
University of California Berkeley Computer Science Division Technical Report UCB//CSD-98-1029. 1992.

[Shirriff92] Ken Shirriff, John K. Ousterhout.
A Trace-Driven Analysis of Name and Attribute Caching in a Distributed System.
Proceedings of the Winter 1992 USENIX Technical Conference, pp. 315 - 332. San Francisco, CA. January, 1992.

[Miller91] Ethan L. Miller, Randy H. Katz.
Input/Output Behavior of Supercomputing Applications.
Proceedings of the 1991 Conference on Supercomputing, pp. 567 - 576. Albuquerque, NM. November, 1991.

[Baker91] M. Baker, J. Hartman, M. Kupfer, K. Shirriff, and J. Ousterhout.
Measurements of a Distributed File System.
Proceedings of the 13th ACM Symposium of Operating Systems Principles, pp. 198 - 212. October 1991.

[Bozman91] G.P. Bozman, H.H. Ghannad, E.D. Weinberger.
A trace-driven study of CMS file references.
IBM Journal of Research and Development, Vol. 35, No. 5/6, pp. 815 - 828. September/November, 1991.

[Bennet91] J. Michael Bennet, Michael A. Bauer, David Kinchlea.
Characteristics of Files in NFS Environments.
Proceedings of the 1991 ACM Symposium on Small Systems, pp. 33 - 40. 1991.

[Biswas90] P. Biswas, K.K. Ramakrishnan.
File Access Characterization of VAX/VMS Environments.
Proceedings of the 10th International Conference on Distributed Computing Systems, pp. 227 - 234. Paris, France. May, 1990.

[Floyd86] Rick Floyd.
Short-Term File Reference Patterns in a UNIX Environment.
University of Rochester Computer Science Technical Report #177. March, 1986.

[Ousterhout85] J. Ousterhout, H. Costa, D. Harrison, J. Kunze, M. Kupfer, J. Thompson.
A Trace-Driven Analysis of the UNIX 4.2BSD File System.
Proceedings of the 10th Symposium on Operating System Principles, pp. 15 - 24. Orcas Island, WA. December, 1985.

[Satyanarayanan81] M. Satyanarayanan.
A Study of File Sizes and Functional Lifetimes.
Proceedings of the 8th Symposium on Operating System Principles, pp. 96 - 108. Pacific Grove, CA. December, 1981.

[Smith81] A. J. Smith.
Analysis of Long Term File Reference Patterns for Application to File Migration Algorithms.
IEEE Transactions on Software Engineering, Vol SE-7, No. 4, pp. 403 - 417. July, 1981.

Publications That Cite iotta.snia.org

The following publications cite iotta.snia.org as a source of trace data used in their research. They are organized in reverse chronological order. This list attempts to be comprehensive but is not complete; feel free to contact us to suggest additional entries.


[Tavakkol et al., 2018]
Arash Tavakkol, Mohammad Sadrosadati, Saugata Ghose, Jeremie Kim, Yixin Luo, Yaohua Wang, Nika Mansouri Ghiasi, Lois Orosa, Juan Gómez-Luna, and Onur Mutlu. FLIN: Enabling fairness and enhancing performance in modern NVMe solid state drives. In Proceedings of the 45th International Symposium on Computer Architecture, pages 397–410, Los Angeles, CA, June 2018. (doi:10.1109/ISCA.2018.00041)
[Wang et al., 2018]
Wei-Lin Wang, Tseng-Yi Chen, Yuan-Hao Chang, Hsin-Wen Wei, and Wei-Kuan Shih. Minimizing write amplification to enhance lifetime of large-page flash-memory storage devices. In Proceedings of the 55th ACM/EDAC/IEEE Design Automation Conference, pages 1–6, San Francisco, CA, June 2018. (doi:10.1109/DAC.2018.8465814)
[Wu et al., 2018]
Fei Wu, Jiaona Zhou, Shunzhuo Wang, Yajuan Du, Chengmo Yang, and Changsheng Xie. FastGC: Accelerate garbage collection via an efficient copyback-based data migration in SSDs. In Proceedings of the 55th ACM/EDAC/IEEE Design Automation Conference, pages 1–6, San Francisco, CA, June 2018. (doi:10.1109/DAC.2018.8465931)
[Zhang et al., 2018]
Wenhui Zhang, Qiang Cao, Hong Jiang, and Jie Yao. PA-SSD: A page-type aware TLC SSD for improved write/read performance and storage efficiency. In Proceedings of the 2018 ACM International Conference on Supercomputing, pages 22–32, Beijing, China, June 2018. (doi:10.1145/3205289.3205319)
[Cai et al., 2018]
Yu Cai, Yixin Luo, Saugata Ghose, Erich F. Haratsch, Ken Mai, and Onur Mutlu. Read disturb errors in MLC NAND flash memory. Technical report, Carnegie Mellon University, May 2018.
[Fukuchi et al., 2018]
Mamoru Fukuchi, Yukiya Sakaki, Chihiro Matsui, and Ken Takeuchi. 20% system-performance gain of 3D charge-trap TLC NAND flash over 2D floating-gate MLC NAND flash for SCM/NAND flash hybrid SSD. In Proceedings of the 2018 IEEE International Symposium on Circuits and Systems, Florence, Italy, May 2018. (doi:10.1109/ISCAS.2018.8351309)
[Matsui and Takeuchi, 2018]
Chihiro Matsui and Ken Takeuchi. 3ASCA: Application-aware autonomous SCM capacity adjustment for SCM and NAND flash pooled storage. In Proceedings of the 2018 IEEE International Symposium on Circuits and Systems, pages 1–5, Florence, Italy, May 2018. (doi:10.1109/ISCAS.2018.8351683)
[Wang et al., 2018]
Yi Wang, Jiangfan Huang, Jing Yang, and Tao Li. A temperature-aware reliability enhancement strategy for 3D charge-trap flash memory. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, May 2018. (doi:10.1109/TCAD.2018.2808227)
[Wu et al., 2018]
Suzhen Wu, Weidong Zhu, Guixin Liu, Hong Jiang, and Bo Mao. GC-aware request steering with improved performance and reliability for SSD-based RAIDs. In Proceedings of the 2018 IEEE International Symposium on Parallel & Distributed Processing, pages 296–305, Vancouver, BC, Canada, May 2018. (doi:10.1109/IPDPS.2018.00039)
[Adachi et al., 2018]
Yutaka Adachi, Chihiro Matsui, and Ken Takeuchi. Double asymmetric-latency storage class memories (SCMs) for fast-write SCM, fast-read SCM & NAND flash hybrid SSDs. In 2018 International Symposium on VLSI Design, Automation and Test, Hsinchu, Taiwan, April 2018. IEEE. (doi:10.1109/VLSI-DAT.2018.8373247)
[Ahmadian et al., 2018]
Saba Ahmadian, Onur Mutlu, and Hossein Asadi. ECI-Cache: A high-endurance and cost-efficient I/O caching scheme for virtualized platforms. Proceedings of the ACM Conference on Measurement and Analysis of Computing Systems, 2(1):9:1–9:34, April 2018. (doi:10.1145/3179412)
[Al Assaf et al., 2018]
Maen M. Al Assaf, Xunfei Jiang, Xiao Qin, Mohamed Abid, Meikang Qiu, and Jifu Zhang. Informed prefetching for distributed multi-level storage systems. Journal of Signal Processing Systems, 90(4):619–640, April 2018. (doi:10.1007/s11265-017-1277-z)
[Beckmann et al., 2018]
Nathan Beckmann, Haoxian Chen, and Asaf Cidon. LHD: Improving cache hit rate by maximizing hit density. In 15th USENIX Symposium on Networked Systems Design and Implementation, pages 389–403, Renton, WA, April 2018.
[Chen et al., 2018]
Youmin Chen, Jiwu Sh, Jiaxin Ou, and Youyou Lu. HiNFS: A persistent memory file system with both buffering and direct-access. ACM Transactions on Storage, 14(1):4:1–4:30, April 2018. (doi:10.1145/3204454)
[Huang et al., 2018]
Po-Chun Huang, Yuan-Hao Chang, Tseng-Yi Chen, Chia-Heng Tu, Chun Chen, Hsin-Wen Wei, and Wei-Kuan Shih. Performance optimization of heterogenous cloud storage with bandwidth & capacity considerations. In Proceedings of the 33rd ACM Symposium on Applied Computing, Pau, France, April 2018. ACM. (doi:10.1145/3167132.3167373)
[Ji et al., 2018]
Cheng Ji, Li-Pin Chang, Chao Wu, Liang Shi, and Chun Xue. An I/O scheduling strategy for embedded flash storage devices with mapping cache. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 37(4):756–769, April 2018. (doi:10.1109/TCAD.2017.2729405)
[Kang et al., 2018]
Mincheol Kang, Wonyoung Lee, and Soontae Kim. Subpage-aware solid state drive for improving lifetime and performance. IEEE Transactions on Computers, 67:1492–1505, April 2018. (doi:10.1109/TC.2018.2827033)
[Nakanishi et al., 2018]
Masaru Nakanishi, Yutaka Adachi, Chihiro Matsui, Yusuke Sugiyama, and Ken Takeuchi. Application-oriented wear-leveling optimization of 3D TSV-integrated storage class memory-based solid state drives. In Proceedings of the 2018 International Conference on Electronics Packaging and iMAPS All Asia Conference, pages 27–32, Mie, Japan, April 2018. (doi:10.23919/ICEP.2018.8374663)
[Takishita et al., 2018]
Hirofumi Takishita, Yutaka Adachi, Chihiro Matsui, and Ken Takeuchi. Analysis of SCM-based SSD performance in consideration of SCM access unit size, write/read latencies and application request size. IEICE Transactions on Electronics, E101-C(4):253–262, April 2018. (doi:10.1587/transele.E101.C.253)
[Wang et al., 2018a]
Tse-Yuan Wang, Che-Wei Tsao, Yuan-Hao Chang, Tei-Wei Kuo, and Hsiang-Pang Li. A partnership-based approach to minimize the maximal response time of flash-memory storage systems. In Proceedings of the 33rd ACM Symposium on Applied Computing, Pau, France, April 2018. ACM. (doi:10.1145/3167132.3167389)
[Wang et al., 2018b]
Yi Wang, Mingxu Zhang, Xuan Yang, and Tao Liy. A thermal-aware physical space re-allocation for open-channel SSD with 3-D flash memory. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, April 2018. (doi:10.1109/TCAD.2018.2821442)
[Yadgar et al., 2018]
Gala Yadgar, Eitan Yaakobi, Fabio Margaglia, Yue Li, Alexander Yucovich, Nachum Bundak, Lior Gilon, Nir Yakovi, Assaf Schuster, and André Brinkmann. An analysis of flash page reuse with WOM codes. ACM Transactions on Storage, 14(1), April 2018. (doi:10.1145/3177886)
[Yamaga et al., 2018]
Yusuke Yamaga, Chihiro Matsui, Yukiya Sakaki, and Ken Takeuchi. Reliability analysis of scaled NAND flash memory based SSDs with real workload characteristics by using real usage-based precise reliability test. IEICE Transactions on Electronics, E101-C(4):243–252, April 2018. (doi:10.1587/transele.E101.C.243)
[Ho et al., 2018]
Chien-Chung Ho, Yu-Ming Chang, Yuan-Hao Chang, and Tei-Wei Kuo. An SLC-like programming scheme for MLC flash memory. ACM Transactions on Storage, 14(1):11:1–11:26, March 2018. (doi:10.1145/3129257)
[Kim et al., 2018]
Hyukjoong Kim, Kyuhwa Han, and Dongkun Shin. StreamFTL: Stream-level address translation scheme for memory constrained flash storage. In Proceedings of the 2018 Design, Automation and Test in Europe Conference (DATE), pages 617–620, Dresden, Germany, March 2018. (doi:10.23919/DATE.2018.8342083)
[Shi et al., 2018]
Xin Shi, Fei Wu, Shunzhoo Wang, Changsheng Xie, and Zhonghai Lu. Program error rate-based wear leveling for NAND flash memory. In 2018 Design, Automation and Test in Europe Conference (DATE), Dresden, Germany, March 2018. IEEE. (doi:10.23919/DATE.2018.8342205)
[Tsai and Lei, 2018]
Hong-Bin Tsai and Chin-Laung Lei. Time-shift replacement algorithm for main memory performance optimization. Journal of Supercomputing, March 2018. (doi:10.1007/s11227-018-2311-z)
[Wu et al., 2018]
Tai-Chou Wu, Yu-Ping Ma, and Li-Pin Chang. Flash read disturb management using adaptive cell bit-density with in-place reprogramming. In Proceedings of the 2018 Design, Automation and Test in Europe Conference (DATE), pages 325–330, Dresden, Germany, March 2018. (doi:10.23919/DATE.2018.8342030)
[Carra et al., 2018]
Damiano Carra, Giovanni Neglia, and Pietro Michiardi. Elastic provisioning of cloud caches: A cost-aware TTL approach. CoRR, February 2018.
[Guo, 2018]
Jiayang Guo. Novel Methods for Improving Performance and Reliability of Flash-Based Solid State Storage System. PhD thesis, University of Cincinnati, February 2018.
[Huang and Chang, 2018]
Sheng-Min Huang and Li-Pin Chang. Providing SLO compliance on NVMe SSDs through parallelism reservation. ACM Transactions on Design Automation of Electronic Systems, 23(3), February 2018. (doi:10.1145/3174867)
[Li et al., 2018]
Huaicheng Li, Mingzhe Hao, Michael Hao Tong, Swaminathan Sundararaman, Matias Bjørling, and Haryadi S. Gunawi. The CASE of FEMU: Cheap, accurate, scalable and extensible flash emulator. In Proceedings of the 16th USENIX Conference on File and Storage Technologies, Oakland, CA, February 2018. USENIX Association.
[Mao et al., 2018]
Bo Mao, Suzhen Wu, and Lide Duan. Improving the SSD performance by exploiting request characteristics and internal parallelism. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 37(2):472–484, February 2018. (doi:10.1109/TCAD.2017.2697961)
[Matsui et al., 2018]
Chihiro Matsui, Reika Kinoshita, and Ken Takeuchi. Analysis on applicable error-correcting code strength of storage class memory and NAND flash in hybrid storage. Japanese Journal of Applied Physics, 57(4S), February 2018. (doi:10.7567/JJAP.57.04FE01)
[Sakaki et al., 2018]
Yukiya Sakaki, Tomoaki Yamada, Chihiro Matsui, Yusuke Yamaga, and Ken Takeuchi. Performance analysis of three-dimensional-triple-level cell and two-dimensional-multi-level cell NAND flash hybrid solid-state drives. Japanese Journal of Applied Physics, 57(4S), February 2018. (doi:10.7567/JJAP.57.04FE03)
[Tavakkol et al., 2018]
Arash Tavakkol, Juan Gómez-Luna, Mohammad Sadrosadati, Saugata Ghose, and Onur Mutlu. MQSim: A framework for enabling realistic studies of modern multi-queue SSD devices. In Proceedings of the 16th USENIX Conference on File and Storage Technologies, Oakland, CA, February 2018. USENIX Association.
[Boukhobza, 2018]
Jalil Boukhobza. Contribution to Storage Management, a Vertical Approach: From Architecture to Application. PhD thesis, University of Western Brittany, January 2018.
[Kim et al., 2018]
Jihun Kim, Joonsung Kim, Pyeongsu Park, Jong Kim, and Jangwoo Kim. SSD performance modeling using bottleneck analysis. IEEE Computer Architecture Letters, 17(1):80–83, January 2018. (doi:10.1109/LCA.2017.2779122)
[Liu et al., 2018]
Jian Liu, Yun-Peng Chai, Xiao Qin, and Yao-Hong Liu. Endurable SSD-based read cache for improving the performance of selective restore from deduplication systems. Journal of Computer Science and Technology, 33:58–78, January 2018. (doi:10.1007/s11390-018-1808-5)
[Park et al., 2018]
Dongchul Park, Weiping He, and David H.C. Du. Hot data identification with multiple bloom filters: Block-level decision vs I/O request-level decision. Journal of Computer Science and Technology, 33:79–97, January 2018. (doi:10.1007/s11390-018-1809-4)
[Rohner, 2018]
Andreas Rohner. State-of-the-art garbage collection policies for NILFS2. Master's thesis, Vienna Univeresity of Technology, January 2018.
[Guo et al., 2017]
Jiayang Guo, Yiming Hu, Bo Mao, and Suzhen Wu. Parallelism and garbage collection aware I/O scheduler with improved SSD performance. In Proceedings of the 2017 IEEE International Symposium on Parallel & Distributed Processing, pages 1184–1193, Orlando, FL, 2017. (doi:10.1109/IPDPS.2017.55)
[Lu et al., 2017]
Yanjun Lu, Chentao Wu, and Jie Li. EGS: An effective global I/O scheduler to improve the load balancing of SSD-based RAID-5 arrays. In Proceedings of the 15th IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA)and 16th IEEE International Conference on Embedded and Ubiquitous Computing, Guangzhou, China, 2017. IEEE. (doi:10.1109/ISPA/IUCC.2017.00050)
[Xia, 2017]
Qianbin Xia. Towards Design and Analysis for High-Performance and Reliable SSDs. PhD thesis, Virginia Commonwealth University, 2017. (doi:10.25772/QEHF-5029)
[Haghdoost et al., 2017]
Alireza Haghdoost, Weiping He, Jerry Fredin, and David H. C. Du. Hfplayer: Scalable replay for intensive block I/O workloads. ACM Transactions on Storage, 13(4), December 2017. (doi:10.1145/3149392)
[Li et al., 2017]
Juan Li, Zhengguo Chen, Zhiguang Chen, Nong Xiao, Fang Liu, and Wei Chen. KV-FTL: A novel key-value-based FTL scheme for large scale SSDs. In Proceedings of the 19th IEEE International Conference on High Performance Computing and Communications, pages 106–114, Bangkok, Thailand, December 2017. (doi:10.1109/HPCC-SmartCity-DSS.2017.14)
[Balasubramanian, 2017]
Sanchayeni Balasubramanian. Improving hard disk drive write IO performance with phase change memory as a buffer cache. Master's thesis, University of Cincinnati, November 2017.
[Feng et al., 2017]
Yazhi Feng, Dan Feng, Wei Tong, Yu Jiang, and Chuanqi Liu. Using disturbance compensation and data clustering (DC)2 to improve reliability and performance of 3D MLD flash memory. In Proceedings of the 2017 IEEE International Conference on Computer Design, pages 565–572, Boston, MA, November 2017. (doi:10.1109/ICCD.2017.98)
[Kim et al., 2017]
Sang-Hoon Kim, Jinhyuk Lee, and Jin-Soo Kim. GCMix: An efficient data protection scheme against the paired page interference. ACM Transactions on Storage, 13(4):37:1–37:23, November 2017. (doi:10.1145/3149373)
[Oe et al., 2017]
Kazuichi Oe, Mitsuru Sato, and Takeshi Nanri. Automated tiered storage system consisting of memory and flash storage to improve response time with input-output (IO) concentration workloads. In Proceedings of the 5th IEEE International Symposium on Computing and Networking (CANDAR), pages 311–317, Aomori, Japan, November 2017. (doi:10.1109/CANDAR.2017.25)

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