Siew, E. S. K. and Sze, S. N. and Goh, S. L. and Mohammad, Hossin and Chiew, Kang Leng (2025) Multi-neighborhood local search with room split balancer for exam timetabling : A case study. MATHEMATICAL MODELING AND COMPUTING, 12 (1). pp. 144-157. ISSN 2415-3788
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Abstract
This study explicitly addresses the examination timetabling problem (ETP) at University Malaysia Sarawak (UNIMAS), which encompasses both online and physical exams treated within a unified framework of uncapacitated and capacitated formulations. Currently, faculty exam timetabling managed by proprietary systems meets basic constraints but needs to incorporate faculty and stakeholder preferences into a mathematical formulation, making solution quality difficult to assess. To address this issue, we propose a mathematical model that includes university-wide constraints and considers extended soft constraints that accommodate faculty and stakeholder preferences for room sharing and achieving balanced exam splits for shared and non-shared exam scenarios. We introduce a two-stage multi-neighborhood local search method with a balancer to produce high-quality solutions that meet these constraints. Our approach outperforms existing proprietary systems by meeting all standard constraints and achieving extended soft constraints, improving scheduling efficiency and stakeholder satisfaction, and offering a more optimal solution for real-world exam timetabling.
Item Type: | Article |
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Uncontrolled Keywords: | exam timetabling; multi-neighborhood; local search; balance; timetabling; exam spreading. |
Subjects: | Q Science > QA Mathematics > QA75 Electronic computers. Computer science |
Divisions: | Academic Faculties, Institutes and Centres > Faculty of Computer Science and Information Technology Faculties, Institutes, Centres > Faculty of Computer Science and Information Technology Academic Faculties, Institutes and Centres > Faculty of Computer Science and Information Technology |
Depositing User: | Gani |
Date Deposited: | 28 Feb 2025 07:02 |
Last Modified: | 28 Feb 2025 07:02 |
URI: | http://ir.unimas.my/id/eprint/47675 |
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