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DETECTION AND RESOLUTION OF VSI-DDOS ATTACKS FOR CONTAINERIZED CLOUDS
Umeå University, Faculty of Science and Technology, Department of Computing Science.
2019 (English)Independent thesis Advanced level (degree of Master (One Year)), 20 credits / 30 HE creditsStudent thesis
Abstract [en]

Very Short Intermi‹ent Distributed Denial of Service (VSI-DDoS) a‹ttack is a new form of DDoS a‹ttacks with potential to bypass many of the security measures used today and still severely damage the quality of service of web applications in cloud systems. Th‘e att‹acks consists of short bursts of legitimate packets which exploits vulnerabilities in the targeted system. With the growing popularity of using containers instead of Virtual Machines in clouds, this project presents an approach for detecting these a‹ttacks in a container based cloud system. Th‘e approach uses signal processing in the form of Discrete Wavelet Transform (DWT) and recurrent neural networks (RNN) called Long Short Term Memory (LSTM) to detect a‹ttacks. Several experiments have been carried out to evaluate the performance of the proposed approach in a controlled testbed environment and it is shown to perform well with competing approaches.

Place, publisher, year, edition, pages
2019. , p. 35
Series
UMNAD ; 1220
National Category
Engineering and Technology
Identifiers
URN: urn:nbn:se:umu:diva-165181OAI: oai:DiVA.org:umu-165181DiVA, id: diva2:1369913
Educational program
Master of Science Programme in Computing Science and Engineering
Supervisors
Examiners
Available from: 2019-11-13 Created: 2019-11-13 Last updated: 2019-11-13Bibliographically approved

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CiteExportLink to record
Permanent link

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Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf