NDLI: Performance aware scheduling considering resource availability in grid computing

Content Provider	Springer Nature Link
Author	Entezari Maleki, Reza Bagheri, Maryam Mehri, Saeedeh Movaghar, Ali
Copyright Year	2016
Abstract	This paper presents a mathematical model using Stochastic Activity Networks (SANs) to model a grid resource, and compute the throughput of a resource in servicing grid tasks, wherein the failure–repair behavior of the processors inside the resource is taken into account. The proposed SAN models the structural behavior of a grid resource and evaluates the combined performance and availability measure of the resource. Afterwards, the curve fitting technique is used to find a suitable function fitted to the throughput of a resource for grid tasks. Having this function and the size of each grid job based on its tasks, an algorithm is proposed to compute the makespan of each available resource to a sequence of grid jobs assigned to the resource. Using the makespans of all grid resources computed in the previous step, the total makespan of the entire grid environment can be computed. Hence, a scheduling algorithm based on the Simulated Annealing (SA) meta-heuristic is presented to find a good enough scheduling of jobs on resources with the aim of minimizing the total makespan of the entire grid. Numerical results obtained by applying the proposed SAN model, the algorithm presented to find the makespan of a single resource, and the proposed SA-based scheduling algorithm to a desktop grid show the applicability of the proposed approach in real grid environments.
Starting Page	191
Ending Page	206
Page Count	16
File Format	PDF
ISSN	01770667
Journal	Engineering with Computers
Volume Number	33
Issue Number	2
e-ISSN	14355663
Language	English
Publisher	Springer London
Publisher Date	2016-07-02
Publisher Place	London
Access Restriction	One Nation One Subscription (ONOS)
Subject Keyword	Performance Availability Grid computing Stochastic activity network Curve fitting Simulated annealing Computer-Aided Engineering (CAD, CAE) and Design Math. Applications in Chemistry Systems Theory, Control Calculus of Variations and Optimal Control; Optimization Classical Mechanics ApplicationMathematics/Computational Methods of Engineering
Content Type	Text
Resource Type	Article
Subject	Engineering Computer Science Applications Modeling and Simulation Software

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4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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