JOURNAL ARTICLE

Application of Selective Algorithm for Effective Resource Provisioning in Cloud Computing Environment

Mayanka KatyalAtul Mishra

Year: 2014 Journal:   International Journal on Cloud Computing Services and Architecture Vol: 4 (1)Pages: 1-10

Abstract

Modern day continued demand for resource hungry services and applications in IT sector has led to development of Cloud computing. Cloud computing environment involves high cost infrastructure on one hand and need high scale computational resources on the other hand. These resources need to be provisioned (allocation and scheduling) to the end users in most efficient manner so that the tremendous capabilities of cloud are utilized effectively and efficiently. In this paper we discuss a selective algorithm for allocation of cloud resources to end-users on-demand basis. This algorithm is based on min-min and max-min algorithms. These are two conventional task scheduling algorithm. The selective algorithm uses certain heuristics to select between the two algorithms so that overall makespan of tasks on the machines is minimized. The tasks are scheduled on machines in either space shared or time shared manner. We evaluate our provisioning heuristics using a cloud simulator, called CloudSim. We also compared our approach to the statistics obtained when provisioning of resources was done in First-Cum-First- Serve(FCFS) manner. The experimental results show that overall makespan of tasks on given set of VMs minimizes significantly in different scenarios.

Keywords:
Provisioning Cloud computing Computer science CloudSim Heuristics Distributed computing Job shop scheduling Scheduling (production processes) Algorithm Mathematical optimization Computer network Operating system Routing (electronic design automation) Mathematics

Metrics

33
Cited By
12.91
FWCI (Field Weighted Citation Impact)
8
Refs
0.98
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Cloud Computing and Resource Management
Physical Sciences →  Computer Science →  Information Systems
IoT and Edge/Fog Computing
Physical Sciences →  Computer Science →  Computer Networks and Communications
Distributed and Parallel Computing Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications

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