MTTDFR-SJFR: A Combinatorial Rule Approach To Balance Tradeoff Between Flowtime, Makespan, Delayed Jobs, Total Tardiness And Utilization

In order to fully utilize the Grid resources, implementing a good scheduling algorithm is really important. Currently, some of the well-known researches and enterprise schedulers have applied Priority Rule (PR) schedulers to manage the Grid jobs because they are simple and easy to implement. To date...

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Main Authors: Zafril Rizal, M Azmi, Imran Edzereiq, Kamarudin, Ngahzaifa, Ab. Ghani
Format: Article
Language:English
Published: Publishing Technology 2018
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Online Access:http://umpir.ump.edu.my/id/eprint/19604/1/MTTDFR-SJFR%20-%20A%20Combinatorial%20Rule%20Approach%20To%20Balance%20Tradeoff%20Between%20Flowtime%2C%20Makespan%2C%20Delayed%20Jobs%2C%20Total%20Tardiness%20And%20Utilization.pdf
http://umpir.ump.edu.my/id/eprint/19604/
https://doi.org/10.1166/asl.2018.12939
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spelling my.ump.umpir.196042018-11-12T04:09:21Z http://umpir.ump.edu.my/id/eprint/19604/ MTTDFR-SJFR: A Combinatorial Rule Approach To Balance Tradeoff Between Flowtime, Makespan, Delayed Jobs, Total Tardiness And Utilization Zafril Rizal, M Azmi Imran Edzereiq, Kamarudin Ngahzaifa, Ab. Ghani HG Finance QA Mathematics In order to fully utilize the Grid resources, implementing a good scheduling algorithm is really important. Currently, some of the well-known researches and enterprise schedulers have applied Priority Rule (PR) schedulers to manage the Grid jobs because they are simple and easy to implement. To date, there is no strong performance justification or proof given on why these specific PR algorithms are preferred compared to other PR algorithms. For example, five PR algorithms; First Come First Serve (FCFS), Longest Job First (LJF), Shortest Job First (SJF), Earliest Deadline First (EDF) and Minimum Time To Deadline (MTTD) have been proposed. However, none of these algorithms perform well in every metrics of performance. An attempt to improve their performance has been made using Combinatorial Rule (CR) which is the combination of more than one PR. Unfortunately, the current implementation of CR only focuses on two performance metrics which are flowtime and makespan, while sacrificing the others. In order to tackle the aforementioned problem, this paper introduces Minimum Time To Deadline to Fastest Resource - Shortest Job to Fastest Resource (MTTDFR-SJFR), a new CR scheduler that performs better than other CR algorithms tested within the scope. To achieve high performance, a combination of PR with Fastest Resource (FR) resource selection scheme that further improve the performance is proposed. Graphical results obtained from experimental simulation showed the superiority of the proposed CR algorithm in term of overall performance, compared to other CR as well as the original PR. Publishing Technology 2018-11 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/19604/1/MTTDFR-SJFR%20-%20A%20Combinatorial%20Rule%20Approach%20To%20Balance%20Tradeoff%20Between%20Flowtime%2C%20Makespan%2C%20Delayed%20Jobs%2C%20Total%20Tardiness%20And%20Utilization.pdf Zafril Rizal, M Azmi and Imran Edzereiq, Kamarudin and Ngahzaifa, Ab. Ghani (2018) MTTDFR-SJFR: A Combinatorial Rule Approach To Balance Tradeoff Between Flowtime, Makespan, Delayed Jobs, Total Tardiness And Utilization. Advanced Science Letters, 24 (10). pp. 7339-7347. ISSN 1936-6612 https://doi.org/10.1166/asl.2018.12939 DOI: 10.1166/asl.2018.12939
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic HG Finance
QA Mathematics
spellingShingle HG Finance
QA Mathematics
Zafril Rizal, M Azmi
Imran Edzereiq, Kamarudin
Ngahzaifa, Ab. Ghani
MTTDFR-SJFR: A Combinatorial Rule Approach To Balance Tradeoff Between Flowtime, Makespan, Delayed Jobs, Total Tardiness And Utilization
description In order to fully utilize the Grid resources, implementing a good scheduling algorithm is really important. Currently, some of the well-known researches and enterprise schedulers have applied Priority Rule (PR) schedulers to manage the Grid jobs because they are simple and easy to implement. To date, there is no strong performance justification or proof given on why these specific PR algorithms are preferred compared to other PR algorithms. For example, five PR algorithms; First Come First Serve (FCFS), Longest Job First (LJF), Shortest Job First (SJF), Earliest Deadline First (EDF) and Minimum Time To Deadline (MTTD) have been proposed. However, none of these algorithms perform well in every metrics of performance. An attempt to improve their performance has been made using Combinatorial Rule (CR) which is the combination of more than one PR. Unfortunately, the current implementation of CR only focuses on two performance metrics which are flowtime and makespan, while sacrificing the others. In order to tackle the aforementioned problem, this paper introduces Minimum Time To Deadline to Fastest Resource - Shortest Job to Fastest Resource (MTTDFR-SJFR), a new CR scheduler that performs better than other CR algorithms tested within the scope. To achieve high performance, a combination of PR with Fastest Resource (FR) resource selection scheme that further improve the performance is proposed. Graphical results obtained from experimental simulation showed the superiority of the proposed CR algorithm in term of overall performance, compared to other CR as well as the original PR.
format Article
author Zafril Rizal, M Azmi
Imran Edzereiq, Kamarudin
Ngahzaifa, Ab. Ghani
author_facet Zafril Rizal, M Azmi
Imran Edzereiq, Kamarudin
Ngahzaifa, Ab. Ghani
author_sort Zafril Rizal, M Azmi
title MTTDFR-SJFR: A Combinatorial Rule Approach To Balance Tradeoff Between Flowtime, Makespan, Delayed Jobs, Total Tardiness And Utilization
title_short MTTDFR-SJFR: A Combinatorial Rule Approach To Balance Tradeoff Between Flowtime, Makespan, Delayed Jobs, Total Tardiness And Utilization
title_full MTTDFR-SJFR: A Combinatorial Rule Approach To Balance Tradeoff Between Flowtime, Makespan, Delayed Jobs, Total Tardiness And Utilization
title_fullStr MTTDFR-SJFR: A Combinatorial Rule Approach To Balance Tradeoff Between Flowtime, Makespan, Delayed Jobs, Total Tardiness And Utilization
title_full_unstemmed MTTDFR-SJFR: A Combinatorial Rule Approach To Balance Tradeoff Between Flowtime, Makespan, Delayed Jobs, Total Tardiness And Utilization
title_sort mttdfr-sjfr: a combinatorial rule approach to balance tradeoff between flowtime, makespan, delayed jobs, total tardiness and utilization
publisher Publishing Technology
publishDate 2018
url http://umpir.ump.edu.my/id/eprint/19604/1/MTTDFR-SJFR%20-%20A%20Combinatorial%20Rule%20Approach%20To%20Balance%20Tradeoff%20Between%20Flowtime%2C%20Makespan%2C%20Delayed%20Jobs%2C%20Total%20Tardiness%20And%20Utilization.pdf
http://umpir.ump.edu.my/id/eprint/19604/
https://doi.org/10.1166/asl.2018.12939
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score 13.214268