TY - JOUR
T1 - Solving high school timetabling problems worldwide using selection hyper-heuristics
AU - Ahmed, Leena N.
AU - Özcan, Ender
AU - Kheiri, Ahmed
N1 - Publisher Copyright:
©2015 Elsevier Ltd. All rights reserved.
PY - 2015/8/1
Y1 - 2015/8/1
N2 - High school timetabling is one of those recurring NP-hard real-world combinatorial optimisation problems that has to be dealt with by many educational institutions periodically, and so has been of interest to practitioners and researchers. Solving a high school timetabling problem requires scheduling of resources and events into time slots subject to a set of constraints. Recently, an international competition, referred to as ITC 2011 was organised to determine the state-of-the-art approach for high school timetabling. The problem instances, obtained from eight different countries across the world used in this competition became a benchmark for further research in the field. Selection hyper-heuristics are general-purpose improvement methodologies that control/mix a given set of low level heuristics during the search process. In this study, we evaluate the performance of a range of selection hyper-heuristics combining different reusable components for high school timetabling. The empirical results show the success of the approach which embeds an adaptive great-deluge move acceptance method on the ITC 2011 benchmark instances. This selection hyper-heuristic ranks the second among the previously proposed approaches including the ones competed at ITC 2011.
AB - High school timetabling is one of those recurring NP-hard real-world combinatorial optimisation problems that has to be dealt with by many educational institutions periodically, and so has been of interest to practitioners and researchers. Solving a high school timetabling problem requires scheduling of resources and events into time slots subject to a set of constraints. Recently, an international competition, referred to as ITC 2011 was organised to determine the state-of-the-art approach for high school timetabling. The problem instances, obtained from eight different countries across the world used in this competition became a benchmark for further research in the field. Selection hyper-heuristics are general-purpose improvement methodologies that control/mix a given set of low level heuristics during the search process. In this study, we evaluate the performance of a range of selection hyper-heuristics combining different reusable components for high school timetabling. The empirical results show the success of the approach which embeds an adaptive great-deluge move acceptance method on the ITC 2011 benchmark instances. This selection hyper-heuristic ranks the second among the previously proposed approaches including the ones competed at ITC 2011.
KW - Adaptive move acceptance
KW - Adaptive operator selection
KW - Combinatorial optimisation
KW - Constraint satisfaction
KW - Educational timetabling
KW - Great deluge
UR - http://www.scopus.com/inward/record.url?scp=84926632828&partnerID=8YFLogxK
U2 - 10.1016/j.eswa.2015.02.059
DO - 10.1016/j.eswa.2015.02.059
M3 - Article
AN - SCOPUS:84926632828
SN - 0957-4174
VL - 42
SP - 5463
EP - 5471
JO - Expert Systems with Applications
JF - Expert Systems with Applications
IS - 13
ER -