Deadline Constrained Load Balancing Level Based Workflow Scheduling for Cost Optimization
سال
: 2017
چکیده: The advent of Cloud computing has provided a
promising methodology for usage of distributed resources for
complex scientific workflow applications. Due to the unique
features of cloud technology, such as the pay-as-you-go pricing
model and scaling, efficient workflow scheduling is a critical
research topic. While most workflow scheduling algorithms are
proposed to minimize the overall execution time, cost-driven
public cloud services have made cost minimization an
emerging and critical issue. Therefore, the objective of this
work is to solve the cost optimization problem for scheduling
workflows on a commercial Cloud while considering a userdefined
deadline constraint. In this paper, a heuristic
algorithm for scheduling deadline-constrained workflows is
presented - Deadline Constrained Level Based (DCLB)- which
uses Level Load Balancing to refine deadline distribution as
well as attaining lower communication cost in order to reach
the algorithm's goals. Experimental results demonstrate that
DCLB compared to existing algorithms, achieves higher cost
efficiencies when workflow deadline is met.
promising methodology for usage of distributed resources for
complex scientific workflow applications. Due to the unique
features of cloud technology, such as the pay-as-you-go pricing
model and scaling, efficient workflow scheduling is a critical
research topic. While most workflow scheduling algorithms are
proposed to minimize the overall execution time, cost-driven
public cloud services have made cost minimization an
emerging and critical issue. Therefore, the objective of this
work is to solve the cost optimization problem for scheduling
workflows on a commercial Cloud while considering a userdefined
deadline constraint. In this paper, a heuristic
algorithm for scheduling deadline-constrained workflows is
presented - Deadline Constrained Level Based (DCLB)- which
uses Level Load Balancing to refine deadline distribution as
well as attaining lower communication cost in order to reach
the algorithm's goals. Experimental results demonstrate that
DCLB compared to existing algorithms, achieves higher cost
efficiencies when workflow deadline is met.
کلیدواژه(گان): cost optimization,workflow scheduling,deadline distribution,cloud,deadline constrained
کالکشن
:
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آمار بازدید
Deadline Constrained Load Balancing Level Based Workflow Scheduling for Cost Optimization
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contributor author | Sobhan Omranian-Khorasani | en |
contributor author | محمود نقیب زاده | en |
contributor author | Mahmoud Naghibzadeh | fa |
date accessioned | 2020-06-06T14:27:02Z | |
date available | 2020-06-06T14:27:02Z | |
date copyright | 9/8/2017 | |
date issued | 2017 | |
identifier uri | http://libsearch.um.ac.ir:80/fum/handle/fum/3397157 | |
description abstract | The advent of Cloud computing has provided a promising methodology for usage of distributed resources for complex scientific workflow applications. Due to the unique features of cloud technology, such as the pay-as-you-go pricing model and scaling, efficient workflow scheduling is a critical research topic. While most workflow scheduling algorithms are proposed to minimize the overall execution time, cost-driven public cloud services have made cost minimization an emerging and critical issue. Therefore, the objective of this work is to solve the cost optimization problem for scheduling workflows on a commercial Cloud while considering a userdefined deadline constraint. In this paper, a heuristic algorithm for scheduling deadline-constrained workflows is presented - Deadline Constrained Level Based (DCLB)- which uses Level Load Balancing to refine deadline distribution as well as attaining lower communication cost in order to reach the algorithm's goals. Experimental results demonstrate that DCLB compared to existing algorithms, achieves higher cost efficiencies when workflow deadline is met. | en |
language | English | |
title | Deadline Constrained Load Balancing Level Based Workflow Scheduling for Cost Optimization | en |
type | Conference Paper | |
contenttype | External Fulltext | |
subject keywords | cost optimization | en |
subject keywords | workflow scheduling | en |
subject keywords | deadline distribution | en |
subject keywords | cloud | en |
subject keywords | deadline constrained | en |
identifier link | https://profdoc.um.ac.ir/paper-abstract-1066076.html | |
identifier articleid | 1066076 |