A Time-Predefined Approach to Course Timetabling
Yugoslav journal of operations research, Tome 13 (2003) no. 2, p. 139
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A common weakness of local search metaheuristics, such as Simulated
Annealing, in solving combinatorial optimization problems, is the necessity of setting a
certain number of parameters. This tends to generate a significant increase in the total
amount of time required to solve the problem and often requires a high level of
experience from the user. This paper is motivated by the goal of overcoming this
drawback by employing "parameter-free" techniques in the context of automatically
solving course timetabling problems.
We employ local search techniques with "straightforward" parameters, i.e. ones that an
inexperienced user can easily understand. In particular, we present an extended
variant of the "Great Deluge" algorithm, which requires only two parameters (which
can be interpreted as search time and an estimation of the required level of solution
quality). These parameters affect the performance of the algorithm so that a longer
search provides a better result - as long as we can intelligently stop the approach from
converging too early. Hence, a user can choose a balance between processing time and
the quality of the solution. The proposed method has been tested on a range of
university course timetabling problems and the results were evaluated within an
International Timetabling Competition. The effectiveness of the proposed technique
has been confirmed by a high level of quality of results. These results represented the
third overall average rating among 21 participants and the best solutions on 8 of the 23
test problems.
Classification :
90B36
Keywords: Combinatorial optimization, metaheuristic, local search, timetabling.
Keywords: Combinatorial optimization, metaheuristic, local search, timetabling.
@article{YJOR_2003_13_2_a0,
author = {Edmund Burke and Yuri Bykov and James Newall and Sanja Petrovi\'c},
title = {A {Time-Predefined} {Approach} to {Course} {Timetabling}},
journal = {Yugoslav journal of operations research},
pages = {139 },
year = {2003},
volume = {13},
number = {2},
zbl = {1055.90039},
language = {en},
url = {http://geodesic.mathdoc.fr/item/YJOR_2003_13_2_a0/}
}
TY - JOUR AU - Edmund Burke AU - Yuri Bykov AU - James Newall AU - Sanja Petrović TI - A Time-Predefined Approach to Course Timetabling JO - Yugoslav journal of operations research PY - 2003 SP - 139 VL - 13 IS - 2 UR - http://geodesic.mathdoc.fr/item/YJOR_2003_13_2_a0/ LA - en ID - YJOR_2003_13_2_a0 ER -
Edmund Burke; Yuri Bykov; James Newall; Sanja Petrović. A Time-Predefined Approach to Course Timetabling. Yugoslav journal of operations research, Tome 13 (2003) no. 2, p. 139 . http://geodesic.mathdoc.fr/item/YJOR_2003_13_2_a0/