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Efficiency and accuracy of scheduling algorithms for final year project evaluation management system

Scheduling algorithms play a crucial role in optimizing the efficiency and precision of scheduling tasks, finding applications across various domains to enhance work productivity, reduce costs, and save time. This research paper conducts a comparative analysis of three algorithms: genetic algorithm,...

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Main Authors: Loo, Chang Herng, Muhammad Zulfahmi Toh, Abdullah, Ahmad Fakhri, Ab. Nasir, Nur Shazwani, Kamaruddin, Nur Hafieza, Ismail
Format: Article
Language:English
Published: Penerbit UMP 2023
Subjects:
QA75 Electronic computers. Computer science
Online Access:http://umpir.ump.edu.my/id/eprint/40076/1/Efficiency%20and%20Accuracy%20of%20Scheduling%20Algorithms%20for%20Final%20Year%20Project.pdf
http://umpir.ump.edu.my/id/eprint/40076/
https://doi.org/10.15282/mekatronika.v5i2.9973
https://doi.org/10.15282/mekatronika.v5i2.9973
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spelling my.ump.umpir.400762024-01-18T02:03:36Z http://umpir.ump.edu.my/id/eprint/40076/ Efficiency and accuracy of scheduling algorithms for final year project evaluation management system Loo, Chang Herng Muhammad Zulfahmi Toh, Abdullah Ahmad Fakhri, Ab. Nasir Nur Shazwani, Kamaruddin Nur Hafieza, Ismail QA75 Electronic computers. Computer science Scheduling algorithms play a crucial role in optimizing the efficiency and precision of scheduling tasks, finding applications across various domains to enhance work productivity, reduce costs, and save time. This research paper conducts a comparative analysis of three algorithms: genetic algorithm, hill climbing algorithm, and particle swarm optimization algorithm, with a focus on evaluating their performance in scheduling presentations. The primary goal of this study is to assess the effectiveness of these algorithms and identify the most efficient one for handling presentation scheduling tasks, thereby minimizing the system's response time for generating schedules. The research takes into account various constraints, including evaluator availability, student and evaluator affiliations within research groups, and student-evaluator relationships where a student cannot be supervised by one of the evaluators. Considering these critical parameters and constraints, the algorithm assigns presentation slots, venues, and two evaluators to each student without encountering scheduling conflicts, ultimately producing a schedule based on the allocated slots for both students and evaluators. Penerbit UMP 2023-07 Article PeerReviewed pdf en cc_by_nc_4 http://umpir.ump.edu.my/id/eprint/40076/1/Efficiency%20and%20Accuracy%20of%20Scheduling%20Algorithms%20for%20Final%20Year%20Project.pdf Loo, Chang Herng and Muhammad Zulfahmi Toh, Abdullah and Ahmad Fakhri, Ab. Nasir and Nur Shazwani, Kamaruddin and Nur Hafieza, Ismail (2023) Efficiency and accuracy of scheduling algorithms for final year project evaluation management system. Mekatronika - Journal of Intelligent Manufacturing & Mechatronics, 5 (2). pp. 23-31. ISSN 2637-0883. (Published) https://doi.org/10.15282/mekatronika.v5i2.9973 https://doi.org/10.15282/mekatronika.v5i2.9973
institution Universiti Malaysia Pahang Al-Sultan Abdullah
building UMPSA Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang Al-Sultan Abdullah
content_source UMPSA Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Loo, Chang Herng
Muhammad Zulfahmi Toh, Abdullah
Ahmad Fakhri, Ab. Nasir
Nur Shazwani, Kamaruddin
Nur Hafieza, Ismail
Efficiency and accuracy of scheduling algorithms for final year project evaluation management system
description Scheduling algorithms play a crucial role in optimizing the efficiency and precision of scheduling tasks, finding applications across various domains to enhance work productivity, reduce costs, and save time. This research paper conducts a comparative analysis of three algorithms: genetic algorithm, hill climbing algorithm, and particle swarm optimization algorithm, with a focus on evaluating their performance in scheduling presentations. The primary goal of this study is to assess the effectiveness of these algorithms and identify the most efficient one for handling presentation scheduling tasks, thereby minimizing the system's response time for generating schedules. The research takes into account various constraints, including evaluator availability, student and evaluator affiliations within research groups, and student-evaluator relationships where a student cannot be supervised by one of the evaluators. Considering these critical parameters and constraints, the algorithm assigns presentation slots, venues, and two evaluators to each student without encountering scheduling conflicts, ultimately producing a schedule based on the allocated slots for both students and evaluators.
format Article
author Loo, Chang Herng
Muhammad Zulfahmi Toh, Abdullah
Ahmad Fakhri, Ab. Nasir
Nur Shazwani, Kamaruddin
Nur Hafieza, Ismail
author_facet Loo, Chang Herng
Muhammad Zulfahmi Toh, Abdullah
Ahmad Fakhri, Ab. Nasir
Nur Shazwani, Kamaruddin
Nur Hafieza, Ismail
author_sort Loo, Chang Herng
title Efficiency and accuracy of scheduling algorithms for final year project evaluation management system
title_short Efficiency and accuracy of scheduling algorithms for final year project evaluation management system
title_full Efficiency and accuracy of scheduling algorithms for final year project evaluation management system
title_fullStr Efficiency and accuracy of scheduling algorithms for final year project evaluation management system
title_full_unstemmed Efficiency and accuracy of scheduling algorithms for final year project evaluation management system
title_sort efficiency and accuracy of scheduling algorithms for final year project evaluation management system
publisher Penerbit UMP
publishDate 2023
url http://umpir.ump.edu.my/id/eprint/40076/1/Efficiency%20and%20Accuracy%20of%20Scheduling%20Algorithms%20for%20Final%20Year%20Project.pdf
http://umpir.ump.edu.my/id/eprint/40076/
https://doi.org/10.15282/mekatronika.v5i2.9973
https://doi.org/10.15282/mekatronika.v5i2.9973
_version_ 1822924094187765760
score 13.235362

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