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An Osmosis-Based Intelligent Agent Scheduling Framework for Cloud Bursting in a Hybrid Cloud

An Osmosis-Based Intelligent Agent Scheduling Framework for Cloud Bursting in a Hybrid Cloud

Preethi Sheba Hepsiba, Grace Mary Kanaga E.
Copyright: © 2020 |Volume: 11 |Issue: 3 |Pages: 21
ISSN: 1947-3532|EISSN: 1947-3540|EISBN13: 9781799807094|DOI: 10.4018/IJDST.2020070104
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MLA

Hepsiba, Preethi Sheba, and Grace Mary Kanaga E. "An Osmosis-Based Intelligent Agent Scheduling Framework for Cloud Bursting in a Hybrid Cloud." IJDST vol.11, no.3 2020: pp.68-88. http://doi.org/10.4018/IJDST.2020070104

APA

Hepsiba, P. S. & Grace Mary Kanaga E. (2020). An Osmosis-Based Intelligent Agent Scheduling Framework for Cloud Bursting in a Hybrid Cloud. International Journal of Distributed Systems and Technologies (IJDST), 11(3), 68-88. http://doi.org/10.4018/IJDST.2020070104

Chicago

Hepsiba, Preethi Sheba, and Grace Mary Kanaga E. "An Osmosis-Based Intelligent Agent Scheduling Framework for Cloud Bursting in a Hybrid Cloud," International Journal of Distributed Systems and Technologies (IJDST) 11, no.3: 68-88. http://doi.org/10.4018/IJDST.2020070104

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Abstract

An intelligent system to efficiently provision resources in a hybrid cloud environment is necessary due to the high level of complexity. The semi-permeable agent for hybrid cloud scheduling (SPAH) is a bio-inspired agent that adapts the biological process of osmosis into cloud bursting. The primary objective of the agent is to minimize the makespan. The framework and algorithm for the two phases of SPAH, to recognize the state and decide on action are presented. A QoS (Quality of Service) deadline factor metric is proposed to study the indirect impact of SPAH in deadline satisfaction. SPAH shows significant improvement in deadline satisfaction of up to 85% as compared to other cloud bursting techniques. This is the result of a reduced makespan and a reduced cumulative waiting time. The analysis of SPAH shows that it works in quadratic time complexity.

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