FuSnap: Fuzzy control of logical volume snapshot replication for disk arrays

IEEE Transactions on Industrial Electronics

Volumn 58, Issue 9, 2011, Pages 4436-4444

  Navarro, Guillermo ^a   Manic, Milos ^b  

^a HEWLETT PACKARD COMPANY   (United States)

^b UNIVERSITY OF IDAHO   (United States)

Author keywords

Disk arrays; embedded systems; fuzzy control; fuzzy logic

Indexed keywords

ARRIVAL RATES; DISK ARRAY; HEWLETT-PACKARD; LOGICAL VOLUME; STORAGE VOLUMES; USER ACCESS;

COMPUTER WORKSTATIONS; CONTROLLERS; EMBEDDED SYSTEMS; FUZZY CONTROL; FUZZY LOGIC; FUZZY SYSTEMS;

PROCESS CONTROL;

EID: 80051772084     PISSN: 02780046     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIE.2010.2103531     Document Type: Article

References (34)

1. H. Simitci, Storage Network Performance Analysis. Hoboken, NJ: Wiley, 2003.
2. W. Xiao, Y. Liu, Q. Yang, J. Ren, and C. Xie, "Implementation and performance evaluation of two snapshot methods on iSCSI target storages", in Proc. NASA/IEEE Conf. Mass Storage Syst. Technol., May 2006, pp. 101-110.
3. C. Brooks, P. MacFarlane, N. Pott, M. Trcka, and E. Tomaz, IBM Tivoli Storage Management Concepts. Austin, TX: IBM, Jun. 2006.
4. Hewlett-Packard, HP StoreageWorks Business Copy EVA QuickSpecs, DA-11616, ver. 20, Feb. 26, 2008.
5. EMC Corporation, EMC CLARiiON SnapView Snapshots and Snap Sessions Knowledgebook: A Detailed Review, Whitepaper, Apr. 2008.
6. "Technical Overview of NetApp SnapDrive", Tech. Rep. TR-3197, Apr. 2007.
7. C. Bertrand, Examining Hitachi Copy-on-Write Snapshot Software Capabilities for Hitachi Thunder 9500 V Series Storage Systems, Hitachi Data Systems White Paper, Apr. 2004.
8. B. Dufrasne, A. Indryana, C. Schoessler, and B. Youngs, IBM System Storage DS4000 Series and Storage Manager 10.30. Austin, TX: IBM, Mar. 2009.
9. A. Azagury, M. E. Factor, J. Satran, and W. Micka, "Point-in-time copy: Yesterday, today and tomorrow", in Proc. NASA IEEE MSS, Apr. 2002, pp. 259-270.
10. S. Elnikety, F. Pedone, and W. Zwaenepoel, "Database replication using generalized snapshot isolation", in Proc. 24th IEEE Symp. Reliable Distrib. Syst., Oct. 2005, pp. 73-84. (Pubitemid 44500159)
11. L. Shrira and H. Xu, "SNAP: Efficient snapshots for back-in-time execution", in Proc. 21st IEEE Int. Conf. Data Eng., Apr. 2005, pp. 434-445. (Pubitemid 41731163)
12. A. Merchant, K.-L. Wu, P. S. Yu, and M.-S. Chen, "Performance analysis of dynamic finite versioning schemes: Storage vs. Obsolence", IEEE Trans. Knowl. Data Eng., vol. 8, no. 6, pp. 985-1001, Dec. 1996. (Pubitemid 126774155)
13. A. Brinkmann, S. Effert, M. Heidebuer, and M. Vodisek, "Realizing multilevel snapshots in dynamically changing virtualized storage environments", in Proc. IEEE ICN/ICONS/MCL, 2006, p. 26.
14. G. Xie, L. Qi, F. Wang, G. Wang, X. Liu, and J. Liu, "ESnapII-A writable dependent snapshot system with shared cache", in Proc. 9th ACIS Int. Conf. Softw. Eng., Artif. Intell., Netw., Parallel/Distrib. Comput., Aug. 2008, pp. 677-682.
15. B. Shah, "Disk performance of copy-on-write snapshot logical volumes", M. S. thesis, Univ. British Columbia, Vancouver, BC, Canada, 2006.
16. L. Zhenjun, X. Lu, F. Shuo, and Y. Yang, "The design and implementation of an iterative snapshot system", Jisuanji Gongcheng Yu Yingyong, vol. 42, no. 14, pp. 11-15, May 2006.
17. X. Guangping, W. Gang, and L. Jing, "Design of repetitious points incremental snapshots based on same snapshot volume", Comput. Eng. Appl., vol. 41, no. 3, pp. 113-115, Jan. 2005.
18. L. Zhong, W. Gang, and L. Jing, "A technology of implementing sequential points snapshot in the storage subsystem", Comput. Eng. Appl., vol. 40, no. 3, pp. 30-32, Mar. 2004.
19. A. Brinkmann and S. Effert, "Snapshots and continuous data replication in cluster storage environments", in Proc. 4th Int. Workshop SNAPI, 2007, pp. 3-10.
20. A. G. Perry, G. Feng, Y.-F. Liu, and P. C. Sen, "A design method for PI-like fuzzy logic controllers for DC-DC converter", IEEE Trans. Ind. Electron., vol. 54, no. 5, pp. 2688-2696, Oct. 2007.
21. R.-E. Precup, S. Preitl, J. K. Tar, M. L. Tomescu, M. Takacs, P. Korondi, and P. Baranyi, "Fuzzy control system performance enhancement by iterative learning control", IEEE Trans. Ind. Electron., vol. 55, no. 9, pp. 3461-3475, Sep. 2008.
22. A. Luo, C. Tang, Z. Shuai, J. Tang, X. Y. Xu, and D. Chen, "Fuzzy-PI-based direct-output-voltage control strategy for the STATCOM used in utility distribution systems", IEEE Trans. Ind. Electron., vol. 56, no. 7, pp. 2401-2411, Jul. 2009.
23. X.-D. Sun, K.-H. Koh, B.-G. Yu, and M. Matsui, "Fuzzy-logic-based V/f control of an induction motor for a DC grid power-leveling system usingflywheel energy storage equipment", IEEE Trans. Ind. Electron., vol. 56, no. 8, pp. 3161-3168, Aug. 2009.
24. J.-P. Su, T.-E. Lee, and K.-W. Yu, "A combined hard and soft variable-structure control scheme for a class of nonlinear systems", IEEE Trans. Ind. Electron., vol. 56, no. 9, pp. 3305-3313, Sep. 2009.
25. J. Wang, C. Fu, and Y. Zhang, "SVC control system based on instantaneous reactive power theory and fuzzy PID", IEEE Trans. Ind. Electron., vol. 55, no. 4, pp. 1658-1665, Apr. 2008. (Pubitemid 351585979)
26. L. Mostefai, M. Denai, S. Oh, and Y. Hori, "Optimal control design for robust fuzzy friction compensation in a robot joint", IEEE Trans. Ind. Electron., vol. 56, no. 10, pp. 3832-3839, Oct. 2009.
27. R.-E. Precup, S. Preitl, I. J. Rudas, M. L. Tomescu, and J. K. Tar, "Design and experiments for a class of fuzzy controlled servo systems", IEEE/ASME Trans. Mechatronics, vol. 13, no. 1, pp. 22-35, Feb. 2008. (Pubitemid 351392271)
28. L. Kleinrock, Queueing Systems: Volume I: Theory. Hoboken, NJ: Wiley, 1975.
29. I. Chan, "Oracle Database Performance Tuning Guide 11g Release 1 (11.1)", Oracle, Part Number B28274-02, Jul. 2008.
30. C. Ruemmler and J. Wilkes, "An introduction to disk drive modeling", Computer, vol. 27, no. 3, pp. 17-28, Mar. 1994.
31. E. Shriver, A. Merchant, and J. Wilkes, "An analytic behavior model for disk drives with readahead caches and request reordering", ACM SIGMETRICS Perform. Eval. Rev., vol. 26, no. 1, pp. 182-191, Jun. 1998. (Pubitemid 128593234)
32. P. Triantafillou, S. Christodoulakis, and C. Georgiadis, "A comprehensive analytical performance model for disk devices under random workloads", IEEE Trans. Knowl. Data Eng., vol. 14, no. 1, pp. 140-155, Jan./Feb. 2002. (Pubitemid 34198199)
33. M. S. Abu Talip, A. H. Abdalla, and A. Asif, "Fuzzy logic based algorithm for disk scheduling policy", in Proc. IEEE Int. Conf. Soft Comput. Pattern Recog., Dec. 2009, pp. 746-749.
34. K. Michels, F. Klawonn, R. Kruse, and A. Nürnberger, Fuzzy Control: Fundamentals, Stability and Design of Fuzzy Controllers. NewYork: Springer-Verlag, 2006.