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A multi-objective approach for master's thesis committees scheduling using DMEA

Bui, L.T. and Hoang, V. (2012) A multi-objective approach for master's thesis committees scheduling using DMEA. In: 9th International Conference on Simulated Evolution and Learning, SEAL 2012, 16 December 2012 through 19 December 2012, Hanoi.

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Abstract

In this paper, we propose a multi-objective approach for investigating the Multi-Objective Master's Thesis Committees Scheduling (MMTCS), a practical scheduling problem that arises from our university. For this problem, We need to schedule for a large set of students, each needs an oral defense in front of a committee, given that the time slots, rooms and professors are limited. For it, we first try to derive a mathematical formulation of the problems as a multi-objective problem with a set of hard constraints. We used the satisfaction values of soft constraints as objectives. We adjusted our previous published version of multi-objective evolutionary algorithm to work with this combinatorial problem. We conducted a case study to investigate the problem using our newly multi-objective design. The results showed clearly the efficiency of the multi-objective approach on this problem. The non-dominated solutions showed trade-off between two objectives. © 2012 Springer-Verlag.

Item Type: Conference or Workshop Item (Paper)
Divisions: Faculties > Faculty of Information Technology
Identification Number: 10.1007/978-3-642-34859-4_45
Uncontrolled Keywords: Combinatorial problem; Hard constraints; Mathematical formulation; Multi objective; Multi objective evolutionary algorithms; Multi-objective design; Multi-objective problem; Nondominated solutions; Scheduling problem; Soft constraint; Time slots; Artificial intelligence; Scheduling
Additional Information: Conference code: 94550. Language of original document: English.
URI: http://eprints.lqdtu.edu.vn/id/eprint/10087

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