JOURNAL ARTICLE

An Enhanced Task Scheduling in Cloud Computing Based on Deadline-Aware Model

Mokhtar A. AlworafiM. Suresha

Year: 2017 Journal:   International Journal of Grid and High Performance Computing Vol: 10 (1)Pages: 31-53   Publisher: IGI Global

Abstract

Cloud computing is the latest in distributed computing technology. The delivery mechanism between the service provider and users depends on Service Level Agreement (SLA). SLA contains Quality of Service (QoS), which has some constraints such as deadline to achieve user satisfaction. In this article, the authors propose a Deadline-Aware Priority Scheduling (DAPS) model to minimize the average makespan, and maximize resource utilization under deadline constraint. In the proposed model, the tasks are sorted based on length priority in ascending order and labeling the VM's state as successful which achieves the deadline constraint, and then mapping the tasks to the suitable VM that has minimum processing time. The authors compared their proposed model to the existing algorithms GA, Min-Min, SJF and Round Robin. The proposed model outperforms other algorithms by reducing the average of makespan, mean of total average response time, number of violations, violation ratio, and failure ratio, while increasing resource utilization, and guarantee ratio for tasks that meet deadline constraint.

Keywords:
Computer science Cloud computing Distributed computing Job shop scheduling Quality of service Scheduling (production processes) Earliest deadline first scheduling Constraint (computer-aided design) Dynamic priority scheduling Service-level agreement Real-time computing Mathematical optimization Rate-monotonic scheduling Computer network Operating system Mathematics

Metrics

15
Cited By
2.24
FWCI (Field Weighted Citation Impact)
32
Refs
0.90
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
Blockchain Technology Applications and Security
Physical Sciences →  Computer Science →  Information Systems
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