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35121

Service Flow Management with deadline and budget Constraints using Genetic Algorithm in Heterogeneous Computing

Article

Last updated: 24 Dec 2024

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Abstract

The service flow management is one from the most challenges especially in heterogeneous environments which has several and various processors for computing. Service flow is used to explain services configuration process when service's formation according to the precedence relations of configuration should be considered. Its management should take into account multi-objective constraints. The total execution time should not be completed after the specified time that leading to consider the deadline constraint into account. Also the cost minimization that is a critical issue shouldn't be ignored. Obtaining the optimal management in a sensible time is so hard because there are many candidate with different processing power and price, constraints from the user and the precedence of heterogeneous services. In this paper, the service flow management problem is solved by a genetic algorithm that considers deadline and cost constraints. It focuses on the improvement of execution time to meet the deadline constraint and minimizes the execution cost according to the budget in heterogeneous computing. The results from the applied experiments proves that the proposed algorithm can be able to minimize total cost, and consolidate the execution time with the deadline constraint. It reach to a near-optimal solution in reasonable time. It outperforms the compared algorithms in the metric of Schedule Length Ratio (SLR), cost, risk ratio, speed up and completion time measurements.

DOI

10.21608/ijci.2019.35121

Keywords

Heterogeneous Computing, Service Flow, Deadline, cost, Genetic Algorithm

Authors

First Name

Ahmed

Last Name

AbdelHamed

MiddleName

-

Affiliation

Department of Computer Science, Faculty of Computers and Information, Menoufia University

Email

ahmed_abd1989@yahoo.com

City

-

Orcid

-

First Name

Medhat

Last Name

Tawfik

MiddleName

A.

Affiliation

Department of Computer Science, Menoufia University, Egypt

Email

medhattaw@yahoo.com

City

-

Orcid

-

First Name

Arabi

Last Name

Keshk

MiddleName

-

Affiliation

Faculty of Computer and Information Menoufia University

Email

arabikeshk@yahoo.com

City

-

Orcid

-

Volume

6

Article Issue

1

Related Issue

5795

Issue Date

2019-01-01

Receive Date

2018-08-19

Publish Date

2019-01-01

Page Start

1

Page End

8

Print ISSN

1687-7853

Online ISSN

2735-3257

Link

https://ijci.journals.ekb.eg/article_35121.html

Detail API

https://ijci.journals.ekb.eg/service?article_code=35121

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1

Type

Original Article

Type Code

877

Publication Type

Journal

Publication Title

IJCI. International Journal of Computers and Information

Publication Link

https://ijci.journals.ekb.eg/

MainTitle

Service Flow Management with deadline and budget Constraints using Genetic Algorithm in Heterogeneous Computing

Details

Type

Article

Created At

22 Jan 2023