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Enhancing performance of failure-prone clusters by adaptive provisioning of cloud resources
Author(s) -
Bahman Javadi,
Parimala Thulasiraman,
Rajkumar Buyya
Publication year - 2012
Publication title -
the journal of supercomputing
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.445
H-Index - 61
eISSN - 1573-0484
pISSN - 0920-8542
DOI - 10.1007/s11227-012-0826-2
Subject(s) - provisioning , computer science , cloud computing , distributed computing , scheduling (production processes) , virtual machine , probabilistic logic , resource (disambiguation) , fault tolerance , computer network , operating system , operations management , artificial intelligence , economics
In this paper, we investigate Cloud computing resource provisioning to extend the computing capacity of local clusters in the presence of failures. We consider three steps in the resource provisioning including resource brokering, dispatch sequences, and scheduling. The proposed brokering strategy is based on the stochastic analysis of routing in distributed parallel queues and takes into account the response time of the Cloud provider and the local cluster while considering computing cost of both sides. Moreover, we propose dispatching with probabilistic and deterministic sequences to redirect requests to the resource providers. We also incorporate checkpointing in some well-known scheduling algorithms to provide a fault-tolerant environment. We propose two cost-aware and failure-aware provisioning policies that can be utilized by an organization that operates a cluster managed by virtual machine technology, and seeks to use resources from a public Cloud provider. Simulation results demonstrate that the proposed policies improve the response time of users' requests by a factor of 4.10 under a moderate load with a limited cost on a public Cloud.

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