Transformation of DCG onto DAG for task assignment problem.

Task assignment is one of the most challenging problems in distributed computing environment and many real-life problems. Several approaches and techniques of optimal task assignment have been proposed by various researchers ranging from graph partitioning-based tools to heuristic graph matching. A...

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Main Authors: Mohd. Puzi, Shazirawati, Abdullah, Mohd. Mustafa Albakri, Mohd. Amin, Nor Azrita, Masran, Hafiz, Ariffin, Wan Nor Munirah
Format: Conference or Workshop Item
Published: 2022
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Online Access:http://eprints.utm.my/104737/
https://pubs.aip.org/aip/acp/article-abstract/2465/1/020001/2825452/Transformation-of-DCG-onto-DAG-for-task-assignment?redirectedFrom=fulltext
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Institution: Universiti Teknologi Malaysia
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spelling my.utm.1047372024-02-25T04:53:18Z http://eprints.utm.my/104737/ Transformation of DCG onto DAG for task assignment problem. Mohd. Puzi, Shazirawati Abdullah, Mohd. Mustafa Albakri Mohd. Amin, Nor Azrita Masran, Hafiz Ariffin, Wan Nor Munirah QA Mathematics QA75 Electronic computers. Computer science Task assignment is one of the most challenging problems in distributed computing environment and many real-life problems. Several approaches and techniques of optimal task assignment have been proposed by various researchers ranging from graph partitioning-based tools to heuristic graph matching. A good task assignment algorithm and mapping strategy ensure completion time minimization. However, if a cycle exists, it is undesirable and impossible to complete the task according to the constraints. Thus, it is desirable to have a method to eliminate the cycle to obtain a directed acyclic graph for a task assignment problem. In this paper, the technique of transforming a directed cyclic graph formed by a plurality of nodes into a directed acyclic graph are presented. The algorithm was coded, and the simulations are run for the proposed model using respective program developed by JavaScript programming language with D3 library. Based on the results, the proposed models give better optimality index by 6.80% compared to previous works. This research provides fundamental solution and better understanding to avoid cycle on assignment problems thus helping organizations or companies to increase the efficiency in planning as well as reducing the routing cost. 2022 Conference or Workshop Item PeerReviewed Mohd. Puzi, Shazirawati and Abdullah, Mohd. Mustafa Albakri and Mohd. Amin, Nor Azrita and Masran, Hafiz and Ariffin, Wan Nor Munirah (2022) Transformation of DCG onto DAG for task assignment problem. In: 1ST Joint International Conference On Mathematics, Statistics And Engineering (J-COMSE 2021), 12–13 July 2021, Penang, Malaysia. https://pubs.aip.org/aip/acp/article-abstract/2465/1/020001/2825452/Transformation-of-DCG-onto-DAG-for-task-assignment?redirectedFrom=fulltext
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic QA Mathematics
QA75 Electronic computers. Computer science
spellingShingle QA Mathematics
QA75 Electronic computers. Computer science
Mohd. Puzi, Shazirawati
Abdullah, Mohd. Mustafa Albakri
Mohd. Amin, Nor Azrita
Masran, Hafiz
Ariffin, Wan Nor Munirah
Transformation of DCG onto DAG for task assignment problem.
description Task assignment is one of the most challenging problems in distributed computing environment and many real-life problems. Several approaches and techniques of optimal task assignment have been proposed by various researchers ranging from graph partitioning-based tools to heuristic graph matching. A good task assignment algorithm and mapping strategy ensure completion time minimization. However, if a cycle exists, it is undesirable and impossible to complete the task according to the constraints. Thus, it is desirable to have a method to eliminate the cycle to obtain a directed acyclic graph for a task assignment problem. In this paper, the technique of transforming a directed cyclic graph formed by a plurality of nodes into a directed acyclic graph are presented. The algorithm was coded, and the simulations are run for the proposed model using respective program developed by JavaScript programming language with D3 library. Based on the results, the proposed models give better optimality index by 6.80% compared to previous works. This research provides fundamental solution and better understanding to avoid cycle on assignment problems thus helping organizations or companies to increase the efficiency in planning as well as reducing the routing cost.
format Conference or Workshop Item
author Mohd. Puzi, Shazirawati
Abdullah, Mohd. Mustafa Albakri
Mohd. Amin, Nor Azrita
Masran, Hafiz
Ariffin, Wan Nor Munirah
author_facet Mohd. Puzi, Shazirawati
Abdullah, Mohd. Mustafa Albakri
Mohd. Amin, Nor Azrita
Masran, Hafiz
Ariffin, Wan Nor Munirah
author_sort Mohd. Puzi, Shazirawati
title Transformation of DCG onto DAG for task assignment problem.
title_short Transformation of DCG onto DAG for task assignment problem.
title_full Transformation of DCG onto DAG for task assignment problem.
title_fullStr Transformation of DCG onto DAG for task assignment problem.
title_full_unstemmed Transformation of DCG onto DAG for task assignment problem.
title_sort transformation of dcg onto dag for task assignment problem.
publishDate 2022
url http://eprints.utm.my/104737/
https://pubs.aip.org/aip/acp/article-abstract/2465/1/020001/2825452/Transformation-of-DCG-onto-DAG-for-task-assignment?redirectedFrom=fulltext
_version_ 1792148009771859968