UPM Institutional Repository

Scheduling tight deadlines for scientific workflows in the cloud


Citation

Bajaher, Awadh Salem Saleh (2018) Scheduling tight deadlines for scientific workflows in the cloud. Masters thesis, Universiti Putra Malaysia.

Abstract

Cloud computing has increasingly become a demand for scientific computations as it provides users with simple access for computation. Commercial clouds are also used for scientific analysis and computation because of their scalability, latest high-quality hardware as well as pay-per-use cost model. Commercial clouds can be easily accessed globally. There have been several studies presenting new algorithms to generate deadline constrained schedules to minimize the execution cost as well as the high failure rate in schedule constructions. However, there are increased failure rates whenever tight deadlines are produced. The work in this paper focuses on the hurdle of scheduling tight deadline scientific workload. This article will evaluate the performance of the Proportional Deadline Constrained (PDC) algorithm using Cloudsim and compare it with the Deadline Constrained Critical Path (DCCP) scheduling algorithm. The performance evaluation is done using two different performance metrics, success rate and normalized cost. The results show that the PDC performs better in term of success rate metric while the DCCP algorithm has better performance in term of normalized cost metric. The PDC could be improved on the normalized cost.


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Additional Metadata

Item Type: Thesis (Masters)
Subject: Cloud Computing
Call Number: FSKTM 2018 54
Chairman Supervisor: Nor Asila Wati Abdul Hamid, PhD
Divisions: Faculty of Computer Science and Information Technology
Depositing User: Ms. Nur Faseha Mohd Kadim
Date Deposited: 17 Jun 2019 01:40
Last Modified: 17 Jun 2019 01:40
URI: http://psasir.upm.edu.my/id/eprint/69027
Statistic Details: View Download Statistic

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