High-speed TCP flow record extraction using GPUs

Journal of Supercomputing

Volumn 71, Issue 10, 2015, Pages 3851-3876

  Roquero, Paula ^a   Ramos, Javier ^a   Moreno, Victor ^a   González, Iván ^a   Aracil, Javier ^a  

^a UNIVERSIDAD AUTÓNOMA DE MADRID   (Spain)

Author keywords

Commodity hardware for traffic sniffing; GPU parallel computing; Traffic analysis and parallel computing

Indexed keywords

COMPLEX NETWORKS; EXTRACTION; HARDWARE; PROGRAM PROCESSORS; QUALITY OF SERVICE; TELECOMMUNICATION NETWORKS;

CAPACITY PLANNING; COMMODITY HARDWARE; GPU PARALLEL COMPUTING; MASSIVELY PARALLEL PROCESSING; PACKETS PER SECONDS; PROCESSING PERFORMANCE; QUALITY OF SERVICE ASSURANCES; TRAFFIC ANALYSIS;

QUALITY CONTROL;

EID: 84942365395     PISSN: 09208542     EISSN: 15730484     Source Type: Journal    
DOI: 10.1007/s11227-015-1478-9     Document Type: Article

References (30)

1. Claise B (2004) Rfc 3954: Cisco systems netflow services export version 9. Technical report, October 2004
2. Sadasivan G, Brownlee N, Claise B, Quittek J (2009) Rfc 5470: Architecture for ip flow information export. Technical report, March 2009
3. Ucar I, Morato D, Magana E, Izal M (2013) Duplicate detection methodology for ip network traffic analysis. In: 2013 IEEE international workshop on measurements and networking proceedings (M&N), pp 161–166, Naples, Italy
4. Braun L, Didebulidze A, Kammenhuber N, Carle G (2010) Comparing and improving current packet capturing solutions based on commodity hardware. In: Proceedings of the 10th ACM SIGCOMM conference on Internet measurement, pp 206–217. ACM, New York
5. Braun F, Lockwood J, Waldvogel M (2002) Protocol wrappers for layered network packet processing in reconfigurable hardware. Micro, IEEE 22(1):66–74
6. Cisco (2014) Network analysis module (nam) products. URL http://www.cisco.com/go/nam
7. Argyraki K, Baset S, Chun Byung-G, Fall K, Iannaccone G, Knies Al, Kohler E, Manesh M, Nedevschi S, Ratnasamy S (2008) Can software routers scale? In: Proceedings of the ACM workshop on Programmable routers for extensible services of tomorrow, pp 21–26, Seattle, ACM, New York
8. Dobrescu M, Egi N, Argyraki K, Chun B-G, Fall K, Iannaccone G, Knies A, Manesh M, Ratnasamy S (2009) Routebricks: Exploiting parallelism to scale software routers. In: Proceedings of the ACM SIGOPS 22nd symposium on Operating systems principles, pp 15–28, Big Sky, ACM, New York
9. Han S, Jang K, Park KS, Moon S (2010) Building a single-box 100 gbps software router. In: 2010 17th IEEE Workshop on Local and Metropolitan Area Networks (LANMAN), pp 1–4, New Jersey, USA
10. Moreno V, Ramos J, Santiado del Rio PM, Garcia-Dorado JL, Gomez-Arribas FJ, Aracil J (2015) Commodity Packet Capture Engines: tutorial, cookbook and applicability. IEEE Commun Surv Tutor. doi:10.1109/COMST.2015.2424887
11. Han S, Jang K, Park K, Moon S (2011) Packetshader: a GPU-accelerated software router. ACM SIGCOMM Comput Commun Rev 41(4):195–206
12. Bonelli N, Di Pietro A, Giordano S, Procissi G (2012) On multi–gigabit packet capturing with multi–core commodity hardware, vol 7192 of lecture notes in computer science. Springer, New York
13. Rizzo L (2012) Netmap: a novel framework for fast packet i/o. In: USENIX Annual Technical Conference, pp 101–112
14. Kindratenko VV, Enos JJ, Shi G, Showerman MT, Arnold GW, Stone JE, Phillips JC, Hwu W-m (2009) Gpu clusters for high-performance computing. In: IEEE International Conference on Cluster Computing and Workshops, 2009. CLUSTER’09, pp 1–8
15. Wang L, Chen S, Tang Y, Su J (2011) Gregex: Gpu based high speed regular expression matching engine. In: 2011 fifth international conference on innovative mobile and internet services in ubiquitous computing (IMIS), pp 366–370
16. Vasiliadis G, Antonatos S, Polychronakis M, Markatos EP, Ioannidis S (2008) Gnort: High performance network intrusion detection using graphics processors. In: Recent Advances in Intrusion Detection, pp 116–134. Springer, Berlin
17. Zhang Y, Peng L, Li B, Peir J-K, Chen J (2011) Architecture comparisons between nvidia and ati gpus: Computation parallelism and data communications. In: 2011 IEEE International Symposium on Workload Characterization (IISWC), pp 205–215
18. NVIDIA Corporation (2009) Nvidia’s next generation cuda compute architecture: Fermi. http://www.nvidia.com/content/PDF/fermi_white_papers/NVIDIA_Fermi_Compute_Architecture_Whitepaper.pdf. Accesed 15 June 2015
19. NVIDIA Corporation (2012) Nvidia’s next generation cuda compute architecture: Kepler tm gk110. http://www.nvidia.com/content/PDF/kepler/NVIDIA-Kepler-GK110-Architecture-Whitepaper.pdf. Accesed 15 June 2015
20. Kirk DB, Wen-mei WH (2012) Programming massively parallel processors: a hands-on approach. Newnes, Oxford
21. Wu W, DeMar P (2013) Network traffic monitoring and analysis with gpus. URL http://sc13.supercomputing.org/sites/default/files/PostersArchive/tech_posters/post161s2-file3.pdf. Accessed 15 June 2015
22. Zadnik M, Polsk L, Lengal O, Elich M, Kramolis P (2011) Flowmon for network monitoring. In Networking Studies V: Selected Technical Reports, pp 135–153
23. Yusuf S, Luk W, Sloman M, Dulay N, Lupu EC, Brown G (2008) Reconfigurable architecture for network flow analysis. IEEE Trans Very Large Scale Integr (VLSI) Systems 16(1):57–65
24. Rajeswari P, Nagarajan N (2012) An FPGA-based hardware architecture for network flow analysis. Eur J Sci Res 83(3):337–338
25. Forconesi M, Sutter G, Lopez-Buedo S, Aracil J (2013) Accurate and flexible flow-based monitoring for high-speed networks. In: 2013 23rd international conference on field programmable logic and applications (FPL), pp 1–4
26. Clos Suñé M (2010) A framework for network traffic analysis using gpus. https://upcommons.upc.edu/pfc/bitstream/2099.1/8800/1/Thesis.pdf. Accesed 15 June 2015
27. Clos Suñé M, Gelado I (2010) Netgpu project. http://code.google.com/p/netgpu. Accessed 15 June 2015
28. Alcantara DA, Sharf A, Abbasinejad F, Sengupta S, Mitzenmacher M, Owens JD, Amenta N (2009) Real-time parallel hashing on the gpu. In: ACM Transactions on Graphics (TOG), vol 28, pp 154:1–154:9, ACM, New York
29. Papadogiannakis A, Polychronakis M, Markatos EP (2013) Scap: stream-oriented network traffic capture and analysis for high-speed networks. In: Proceedings of the 2013 conference on Internet measurement conference, pp 441–454
30. Moreno V, Santiago del Rio PM, Ramos J, Muelas D, Garcia-Dorado JL, Gomez-Arribas FJ, Aracil J (2014) Multi-granular, multi-purpose and multi-Gb/s monitoring on off-the-shelf systems. Int J Netw Manag 24(4):221–234