On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes

While cloud computing infrastructures proliferates in nowadays computing and communications technology there are few reports investigating models for their security. In this paper, new efficient models are developed and evaluated for analyzing the security-related behavior of cloud computing archite...

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Main Author: Karras Dimitrios A.
Format: Article
Language:English
Published: EDP Sciences 2017-01-01
Series:ITM Web of Conferences
Subjects:
Online Access:http://dx.doi.org/10.1051/itmconf/20170903006
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spelling doaj-e4e0fd4ca15e42f1b6221f30304655782021-04-02T10:47:53ZengEDP SciencesITM Web of Conferences2271-20972017-01-0190300610.1051/itmconf/20170903006itmconf_amcse2017_03006On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processesKarras Dimitrios A.While cloud computing infrastructures proliferates in nowadays computing and communications technology there are few reports investigating models for their security. In this paper, new efficient models are developed and evaluated for analyzing the security-related behavior of cloud computing architectures and networks comprising complex interconnected communication systems adapted towards a generalized analysis. These cloud related models, based on Markov processes, allow calculation of critical security factors for the cloud infrastructure, related to intrusion detection, of such interconnected and distributed systems components and the evaluation of the associated security mechanisms. Although, at this step an architecture of at least three interconnected systems is analyzed, the systematic model introduced allows for a generalized model of N interconnected systems in a cloud architecture under reasonable assumptions. We herein show the principles of such an analysis. Security parameters calculation and Security mechanisms evaluation may support the risk analysis and the decision making process in resolving the trade-offs between security and quality of service characteristics corresponding to the complex interconnected computing and communication systems.http://dx.doi.org/10.1051/itmconf/20170903006Cloud infrastructuresSecurity Risk AnalysisInterconnected SystemsMarkov ProcessesIntrusion Detection
collection DOAJ
language English
format Article
sources DOAJ
author Karras Dimitrios A.
spellingShingle Karras Dimitrios A.
On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes
ITM Web of Conferences
Cloud infrastructures
Security Risk Analysis
Interconnected Systems
Markov Processes
Intrusion Detection
author_facet Karras Dimitrios A.
author_sort Karras Dimitrios A.
title On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes
title_short On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes
title_full On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes
title_fullStr On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes
title_full_unstemmed On Scalable and Efficient Security Risk Modelling of Cloud Computing Infrastructure based on Markov processes
title_sort on scalable and efficient security risk modelling of cloud computing infrastructure based on markov processes
publisher EDP Sciences
series ITM Web of Conferences
issn 2271-2097
publishDate 2017-01-01
description While cloud computing infrastructures proliferates in nowadays computing and communications technology there are few reports investigating models for their security. In this paper, new efficient models are developed and evaluated for analyzing the security-related behavior of cloud computing architectures and networks comprising complex interconnected communication systems adapted towards a generalized analysis. These cloud related models, based on Markov processes, allow calculation of critical security factors for the cloud infrastructure, related to intrusion detection, of such interconnected and distributed systems components and the evaluation of the associated security mechanisms. Although, at this step an architecture of at least three interconnected systems is analyzed, the systematic model introduced allows for a generalized model of N interconnected systems in a cloud architecture under reasonable assumptions. We herein show the principles of such an analysis. Security parameters calculation and Security mechanisms evaluation may support the risk analysis and the decision making process in resolving the trade-offs between security and quality of service characteristics corresponding to the complex interconnected computing and communication systems.
topic Cloud infrastructures
Security Risk Analysis
Interconnected Systems
Markov Processes
Intrusion Detection
url http://dx.doi.org/10.1051/itmconf/20170903006
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