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Research Article
PACK: Prediction-Based Cloud Bandwidth and Cost Reduction System
Archana prashant Borlepwar1
Rupali Subhash Pophale2
12Lecture Computer Department, CSMSS College of Polytechnic, Aurangabad, India.
Published Online: March-April 2023
Pages: 156-165
Cite this article
No DOIReferences
[1] E. Zohar, I. Cidon, and O. Mokryn, “The power of prediction: Cloud bandwidth and cost reduction,” in Proc. SIGCOMM, 2011, pp.
86–97.
[2] M. Armbrust, A. Fox, R. Griffith, A. D. Joseph, R. Katz, A. Konwinski, G. Lee, D. Patterson, A. Rabkin, I. Stoica, and M. Zaharia, “A
view of cloud computing,” Commun. ACM, vol. 53, no. 4, pp. 50–58, 2010.
[3] U. Manber, “Finding similar files in a large file system,” in Proc. USENIX Winter Tech. Conf., 1994, pp. 1–10.
[4] N. T. Spring and D. Wetherall, “A protocol-independent technique for eliminating redundant network traffic,” in Proc. SIGCOMM,
2000, vol. 30, pp. 87–95.
[5] A. Muthitacharoen, B. Chen, and D. Mazières, “A low-bandwidth network file system,” in Proc. SOSP, 2001, pp. 174–187.
[6] E. Lev-Ran, I. Cidon, and I. Z. Ben-Shaul, “Method and apparatus for reducing network traffic over low bandwidth links,” US Patent
7636767, Nov. 2009.
[7] S. Mccanne and M. Demmer, “Content-based segmentation scheme for data compression in storage and transmission including
hierarchical segment representation,” US Patent 6828925, Dec. 2004.
[8] R. Williams, “Method for partitioning a block of data into subblocks and for storing and communicating such subblocks,” US Patent
5990810, Nov. 1999.
[9] Juniper Networks, Sunnyvale, CA, USA, “Application acceleration,” 1996 [Online]. Available: http://www.juniper.net/us/
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[11] Expand Networks, Riverbed Technology, San Francisco, CA, USA, “Application acceleration and WAN optimization,” 1998
[Online]. Available: http://www.expand.com/technology/ application-acceleration.aspx
[12] F5, Seattle, WA, USA, “WAN optimization,” 1996 [Online]. Available: http://www.f5.com/solutions/acceleration/wan-optimization/
[13] A. Flint, “The next workplace revolution,” Nov. 2012 [ Online ]. Available: http://m.theatlanticcities.com/jobs-andeconomy/2012/11/ nextworkplace-revolution/3904/
[14] A. Anand, C. Muthukrishnan, A. Akella, and R. Ramjee, “Redundancy in network traffic: Findings and implications,” in Proc.
SIGMETRICS, 2009, pp. 37–48.
[15] B. Aggarwal, A. Akella, A. Anand, A. Balachandran, P. Chitnis, C. Muthukrishnan, R. Ramjee, and G. Varghese, “EndRE: An endsystem redundancy elimination service for enterprises,” in Proc. NSDI, 2010, pp. 28–28.
[16] “PACK source code,” 2011 [Online]. Available: http://www.eyalzo. com/projects/pack
[17] A. Anand, A. Gupta, A. Akella, S. Seshan, and S. Shenker, “Packet caches on routers: The implications of universal redundant traffic
elimination,” in Proc. SIGCOMM, 2008, pp. 219–230.
[18] A. Anand, V. Sekar, and A. Akella, “SmartRE: An architecture for coordinated network-wide redundancy elimination,” in Proc.
SIGCOMM, 2009, vol. 39, pp. 87–98.
[19] A. Gupta, A. Akella, S. Seshan, S. Shenker, and J. Wang, “Understanding and exploiting network traffic redundancy,” UW-Madison,
Madison, WI, USA, Tech. Rep. 1592, Apr. 2007.
[20] M. Zink, K. Suh, Y. Gu, and J. Kurose, “Watch global, cache local: YouTube network traffic at a campus network—Measurements
and implications,” in Proc. MMCN, 2008, pp. 1–13.
[21] S. Schleimer, D. S. Wilkerson, and A. Aiken, “Winnowing: Local algorithms for document fingerprinting,” in Proc. SIGMOD, 2003,
pp. 76–85.
[22] S. Ihm, K. Park, and V. Pai, “Wide-area network acceleration for the developing world,” in Proc. USENIX ATC, 2010, pp. 18–18.
[23] H. Stevens and C. Pettey, “Gartner says cloud computing will be as influential as e-business,” Gartner Newsroom, Jun. 26, 2008.
[24] H. Abu-Libdeh, L. Princehouse, and H. Weatherspoon, “RACS: A case for cloud storage diversity,” in Proc. SOCC, 2010, pp. 229–
240.
[25] “Dropbox,” 2007 [Online]. Available: http://www.dropbox.com/
[26] E. Allen and C. M. Morris, “Library of Congress and Duracloud launch pilot program using cloud technologies to test perpetual
access to digital content,” News Release, Jul. 2009.
[27] D. Hansen, “GMail filesystem over FUSE,” [Online]. Available: http:// sr71.net/projects/gmailfs/
[28] J.Srinivasan, W.Wei,X.Ma,and T.Yu, “EMFS: Email-basedpersonal cloud storage,” in Proc. NAS, 2011, pp. 248–257.
[29] “Amazon Elastic Compute Cloud (EC2),” [Online]. Available: http:// aws.amazon.com/ec2/
[30] “netfilter/iptables project: Libnetfilter_queue,” Oct. 2005 [Online]. Available: http://www.netfilter.org/projects/libnetfilter_queue
[31] A. Z. Broder, “Some applications of Rabin’s fingerprinting method,” in Sequences II: Methods in Communications, Security, and
Computer Science. New York, NY, USA: Springer-Verlag, 1993, pp. 143–152.
[32] M. Mathis, J. Mahdavi, S. Floyd, and A. Romanow, “TCP selective acknowledgment options,” RFC 2018, 1996.
[33] A. Medina, M. Allman, and S. Floyd, “Measuring the evolution of transport protocols in the internet,” Comput. Commun. Rev., vol.
35 , no. 2, pp. 37–52, 2005.
[34] V. Jacobson, R. Braden, and D. Borman, “TCP extensions for high
86–97.
[2] M. Armbrust, A. Fox, R. Griffith, A. D. Joseph, R. Katz, A. Konwinski, G. Lee, D. Patterson, A. Rabkin, I. Stoica, and M. Zaharia, “A
view of cloud computing,” Commun. ACM, vol. 53, no. 4, pp. 50–58, 2010.
[3] U. Manber, “Finding similar files in a large file system,” in Proc. USENIX Winter Tech. Conf., 1994, pp. 1–10.
[4] N. T. Spring and D. Wetherall, “A protocol-independent technique for eliminating redundant network traffic,” in Proc. SIGCOMM,
2000, vol. 30, pp. 87–95.
[5] A. Muthitacharoen, B. Chen, and D. Mazières, “A low-bandwidth network file system,” in Proc. SOSP, 2001, pp. 174–187.
[6] E. Lev-Ran, I. Cidon, and I. Z. Ben-Shaul, “Method and apparatus for reducing network traffic over low bandwidth links,” US Patent
7636767, Nov. 2009.
[7] S. Mccanne and M. Demmer, “Content-based segmentation scheme for data compression in storage and transmission including
hierarchical segment representation,” US Patent 6828925, Dec. 2004.
[8] R. Williams, “Method for partitioning a block of data into subblocks and for storing and communicating such subblocks,” US Patent
5990810, Nov. 1999.
[9] Juniper Networks, Sunnyvale, CA, USA, “Application acceleration,” 1996 [Online]. Available: http://www.juniper.net/us/
en/products-services/application-acceleration/
[10] Blue Coat Systems, Sunnyvale, CA, USA, “MACH5,” 1996 [ Online ]. Available: http://www.bluecoat.com/products/mach5
[11] Expand Networks, Riverbed Technology, San Francisco, CA, USA, “Application acceleration and WAN optimization,” 1998
[Online]. Available: http://www.expand.com/technology/ application-acceleration.aspx
[12] F5, Seattle, WA, USA, “WAN optimization,” 1996 [Online]. Available: http://www.f5.com/solutions/acceleration/wan-optimization/
[13] A. Flint, “The next workplace revolution,” Nov. 2012 [ Online ]. Available: http://m.theatlanticcities.com/jobs-andeconomy/2012/11/ nextworkplace-revolution/3904/
[14] A. Anand, C. Muthukrishnan, A. Akella, and R. Ramjee, “Redundancy in network traffic: Findings and implications,” in Proc.
SIGMETRICS, 2009, pp. 37–48.
[15] B. Aggarwal, A. Akella, A. Anand, A. Balachandran, P. Chitnis, C. Muthukrishnan, R. Ramjee, and G. Varghese, “EndRE: An endsystem redundancy elimination service for enterprises,” in Proc. NSDI, 2010, pp. 28–28.
[16] “PACK source code,” 2011 [Online]. Available: http://www.eyalzo. com/projects/pack
[17] A. Anand, A. Gupta, A. Akella, S. Seshan, and S. Shenker, “Packet caches on routers: The implications of universal redundant traffic
elimination,” in Proc. SIGCOMM, 2008, pp. 219–230.
[18] A. Anand, V. Sekar, and A. Akella, “SmartRE: An architecture for coordinated network-wide redundancy elimination,” in Proc.
SIGCOMM, 2009, vol. 39, pp. 87–98.
[19] A. Gupta, A. Akella, S. Seshan, S. Shenker, and J. Wang, “Understanding and exploiting network traffic redundancy,” UW-Madison,
Madison, WI, USA, Tech. Rep. 1592, Apr. 2007.
[20] M. Zink, K. Suh, Y. Gu, and J. Kurose, “Watch global, cache local: YouTube network traffic at a campus network—Measurements
and implications,” in Proc. MMCN, 2008, pp. 1–13.
[21] S. Schleimer, D. S. Wilkerson, and A. Aiken, “Winnowing: Local algorithms for document fingerprinting,” in Proc. SIGMOD, 2003,
pp. 76–85.
[22] S. Ihm, K. Park, and V. Pai, “Wide-area network acceleration for the developing world,” in Proc. USENIX ATC, 2010, pp. 18–18.
[23] H. Stevens and C. Pettey, “Gartner says cloud computing will be as influential as e-business,” Gartner Newsroom, Jun. 26, 2008.
[24] H. Abu-Libdeh, L. Princehouse, and H. Weatherspoon, “RACS: A case for cloud storage diversity,” in Proc. SOCC, 2010, pp. 229–
240.
[25] “Dropbox,” 2007 [Online]. Available: http://www.dropbox.com/
[26] E. Allen and C. M. Morris, “Library of Congress and Duracloud launch pilot program using cloud technologies to test perpetual
access to digital content,” News Release, Jul. 2009.
[27] D. Hansen, “GMail filesystem over FUSE,” [Online]. Available: http:// sr71.net/projects/gmailfs/
[28] J.Srinivasan, W.Wei,X.Ma,and T.Yu, “EMFS: Email-basedpersonal cloud storage,” in Proc. NAS, 2011, pp. 248–257.
[29] “Amazon Elastic Compute Cloud (EC2),” [Online]. Available: http:// aws.amazon.com/ec2/
[30] “netfilter/iptables project: Libnetfilter_queue,” Oct. 2005 [Online]. Available: http://www.netfilter.org/projects/libnetfilter_queue
[31] A. Z. Broder, “Some applications of Rabin’s fingerprinting method,” in Sequences II: Methods in Communications, Security, and
Computer Science. New York, NY, USA: Springer-Verlag, 1993, pp. 143–152.
[32] M. Mathis, J. Mahdavi, S. Floyd, and A. Romanow, “TCP selective acknowledgment options,” RFC 2018, 1996.
[33] A. Medina, M. Allman, and S. Floyd, “Measuring the evolution of transport protocols in the internet,” Comput. Commun. Rev., vol.
35 , no. 2, pp. 37–52, 2005.
[34] V. Jacobson, R. Braden, and D. Borman, “TCP extensions for high
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