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Reseach Article

DDoS Attacks Detection of Application Layer for Web Services using Information based Metrics

by Nilesh A. Suryawanshi, S. R. Todmal
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 117 - Number 9
Year of Publication: 2015
Authors: Nilesh A. Suryawanshi, S. R. Todmal
10.5120/20584-3009

Nilesh A. Suryawanshi, S. R. Todmal . DDoS Attacks Detection of Application Layer for Web Services using Information based Metrics. International Journal of Computer Applications. 117, 9 ( May 2015), 22-30. DOI=10.5120/20584-3009

@article{ 10.5120/20584-3009,
author = { Nilesh A. Suryawanshi, S. R. Todmal },
title = { DDoS Attacks Detection of Application Layer for Web Services using Information based Metrics },
journal = { International Journal of Computer Applications },
issue_date = { May 2015 },
volume = { 117 },
number = { 9 },
month = { May },
year = { 2015 },
issn = { 0975-8887 },
pages = { 22-30 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume117/number9/20584-3009/ },
doi = { 10.5120/20584-3009 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:58:54.901977+05:30
%A Nilesh A. Suryawanshi
%A S. R. Todmal
%T DDoS Attacks Detection of Application Layer for Web Services using Information based Metrics
%J International Journal of Computer Applications
%@ 0975-8887
%V 117
%N 9
%P 22-30
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Distributed Denial of Service attacks is major threats these days over internet applications and web services. These attacks moving forward towards application layer to acquire and waste maximum CPU cycles. By requesting resources from web services in huge amount using rapid fire of requests, attacker automated programs utilizes all the capability of processing of single server application or distributed environment application. The phases of the scheme implementation are user behavior monitoring and detection. In first phase by gathering the information of user behavior and calculating individual user's trust score will take place and Entropy of the same user will be calculated. Based on first phase, in detection phase, variation in entropy will be observed and malicious users will be detected. Rate limiter is also introduced to stop or downgrade serving the malicious users This paper presents the FAÇADE layer for detection and blocking the unauthorized user from attacking the system.

References
  1. J. B. D. Cabrera, L. Lewis, X. Qin, W. Lee, R. K. Prasanth, B. Ravichandran& R. K. Mehra, "Proactive detection of distributed denial of service attacks using MIB traffic variables a feasibility study", in Proc. IEEE/IFIP Int. Symp. Integr. Netw. Manag. , pp. 609–622 (2001).
  2. L. Limwiwatkul& A. Rungsawangr, "Distributed denial of service detection using TCP/IP header and traffic measurement analysis," in Proc. Int. Symp. Commun. Inf. Technol. , Sappoo, Japan,Oct. 26–29, pp. 605–610 (2004).
  3. S. Kandula, D. Katabi, MJacob& A. W. Berger,"Botz-4-sale: surviving organized DDoS attacks that mimic flash crowds", in Proc. Second Symp. Networked Systems Design and Implementation (NSDI) (2005).
  4. J. Yuan & K. Mills, "Monitoring the macroscopic effect of DDoS flooding attacks," IEEE Trans. Dependable and Secure Computing, vol. 2, no. 4, pp. 324–335 (2005).
  5. W. Yen & M. -F. Lee, "Defending application DDoS with constraint random request attacks," in Proc. Asia-Pacific Conf. Commun. , Perth, Western Australia, pp. 620–624 (2005).
  6. Mitrokotsa, and C. Douligeris, "Denial-of-Service Attacks," Network Security: Current Status and Future Directions (Chapter 8), WileyOnline Library, pp. 117-134, June 2006.
  7. Ankali, Sanjay B. , and D. V. Ashoka. "Detection architecture of application layer DDoS attack for internet. " Int. J. Advanced Networking and Applications 3. 01 (2011): 984-990.
  8. Aamir, Muhammad, and Mustafa Ali Zaidi. "DDoS Attack and Defense: Review of Some Traditional and Current Techniques. " arXiv preprint arXiv:1401. 6317(2014).
  9. Denial of Service Attacks, "http://www. incapsula. com/ddos/ddos-attacks/denial-of-service. html"
  10. Sahu, SonaliSwetapadma, and ManjushaPandey. "Distributed Denial of Service Attacks: A Review. " International Journal of Modern Education and Computer Science (IJMECS) 6. 1 (2014): 65.
Index Terms

Computer Science
Information Sciences

Keywords

Distributed Denial of Services Entropy Rate limiter FAÇADE layer