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Abstract and Figures

The services provided in clouds may represent an increase in the efficiency and effectiveness in the operations of the enterprise business, improving the cost-effectiveness related to services and resources consumption. However, there is concern about the privacy of data, since such data are outside the client’s domain. For these services to be effectively enjoyed by organizations it is necessary to provide access control. The objective of the first part of this tutorial is to provide identity management, based on digital identity federation, with authentication and authorization mechanisms for access control in cloud computing environments to independent, trusted third-parties. Green cloud computing aims at a processing infrastructure that combines flexibility, quality of services, and reduced energy utilisation. In order to achieve this objective, the management solution must regulate the internal settings to address the pressing issue of data center over provisioning related to the need to match the peak demand. In this context, we propose an integrated solution for environment, services and network management based on organization model of autonomous agent components. The second part of this tutorial introduces the system management model, analyses the system’s behaviour, describes the operation principles, and presents a case study scenario and some results. We extended CloudSim to simulate the organisation model approach and implemented the migration and reallocation policies using this improved version to validate our management solution. The aim of Green Cloud Computing is to achieve a balance between the resource consumption and quality of service. In order to achieve this objective and to maintain the flexibility of the cloud, dynamic provisioning and allocation strategies are needed to regulate the internal settings of the cloud to address oscillatory peaks of workload. In this context, we propose strategies to optimize the use of the cloud resources without decreasing the availability. The third part of this tutorial introduces two hybrid strategies based on a distributed system management model, describes the base strategies, operation principles, tests, and presents the results. We combine existing strategies to search their benefits. To test them, we extended CloudSim to simulate the organization model upon which we were based and to implement the strategies, using this improved version to validate our solution.
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- E. Bertino, and K. Takahashi, Identity Management -
Concepts, Technologies, and Systems. ARTECH HOUSE,
2011.
- “Security Guidance for Critical Areas of Focus in Cloud
Computing,” CSA. Online at: http://
www.cloudsecurityalliance.org.
- “Domain 12: Guidance for Identity and Access Management
V2.1.,” Cloud Security Alliance. - CSA. Online at: https://
cloudsecurityalliance.org/guidance/csaguide-dom12-v2.10.pdf.
- D. W. Chadwick, Federated identity management.
Foundations of Security Analysis and Design V, Springer-
Verlag: Berlin, Heidelberg 2009 pp. 96–120.
4"!*'3('#5'-!64"7! 6i!0-''!(,(1-.$2!
*=J;!-;B;A;>C;:!
- A. Albeshri, and W. Caelli, “Mutual Protection in a Cloud
Computing environment,” Proc. 12th IEEE Intl. Conf. on High
Performance Computing and Communications (HPCC 10), pp.
641-646.
- R. Ranchal, B. Bhargava, A. Kim, M. Kang, L. B. Othmane, L.
Lilien, and M. Linderman, “Protection of Identity Information in
Cloud Computing without Trusted Third Party,” Proc. 29th IEEE
Intl. Symp. on Reliable Distributed Systems (SRDS 10), pp. 368–
372.
- P. Angin, B. Bhargava, R. Ranchal, N. Singh, L. B. Othmane, L.
Lilien, and M. Linderman, An Entity-Centric Approach for Privacy
and Identity Management in Cloud Computing,” Proc. 29th IEEE
Intl. Symp. on Reliable Distributed Systems (SRDS 10), pp. 177–
183.
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... The integration of renewable energy in CDC results in lower CUE metric. Higher capital costs and intermittency of renewable energy resources remain a challenge for widespread adoption in CDCs [26]. 2.2. ...
... The integration of renewable energy in CDC results in lower CUE metric. Higher capital costs and intermittency of renewable energy resources remain a challenge for widespread adoption in CDCs [26]. ...
... The integration of renewable energy in CDC results in lower CUE metric. Higher capital costs and intermittency of renewable energy resources remain a challenge for widespread adoption in CDCs [26]. 2.2. ...
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