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Modeling high school timetabling with bitvectors

High school timetabling (HSTT) is a well known and wide spread problem. The problem consists of coordinating resources (e.g. teachers, rooms), times, and events (e.g. lectures) with respect to various constraints. Unfortunately, HSTT is hard to solve and just finding a feasible solution for simple v...

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Detalles Bibliográficos
Autores principales: Demirović, Emir, Musliu, Nysret
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5411413/
https://www.ncbi.nlm.nih.gov/pubmed/28529399
http://dx.doi.org/10.1007/s10479-016-2220-6
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author Demirović, Emir
Musliu, Nysret
author_facet Demirović, Emir
Musliu, Nysret
author_sort Demirović, Emir
collection PubMed
description High school timetabling (HSTT) is a well known and wide spread problem. The problem consists of coordinating resources (e.g. teachers, rooms), times, and events (e.g. lectures) with respect to various constraints. Unfortunately, HSTT is hard to solve and just finding a feasible solution for simple variants of HSTT has been proven to be NP-complete. We propose a new modeling approach for HSTT using bitvectors in which constraint costs of the general HSTT can be calculated using bit operations. This model allows efficient computation of constraint costs making it useful when implementing HSTT algorithms. Additionally, it can be used to solve HSTT with satisfiability modulo theory (SMT) solvers that support bitvectors. We evaluate the performance for our bitvector modeling approach and compare it to the leading engine KHE when developing local search algorithms such as hill climbing and simulated annealing. The experimental results show that our approach is useful for this problem. Furthermore, experimental results using SMT are given on instances from the ITC 2011 benchmark repository.
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spelling pubmed-54114132017-05-18 Modeling high school timetabling with bitvectors Demirović, Emir Musliu, Nysret Ann Oper Res S.i.: Patat 2014 High school timetabling (HSTT) is a well known and wide spread problem. The problem consists of coordinating resources (e.g. teachers, rooms), times, and events (e.g. lectures) with respect to various constraints. Unfortunately, HSTT is hard to solve and just finding a feasible solution for simple variants of HSTT has been proven to be NP-complete. We propose a new modeling approach for HSTT using bitvectors in which constraint costs of the general HSTT can be calculated using bit operations. This model allows efficient computation of constraint costs making it useful when implementing HSTT algorithms. Additionally, it can be used to solve HSTT with satisfiability modulo theory (SMT) solvers that support bitvectors. We evaluate the performance for our bitvector modeling approach and compare it to the leading engine KHE when developing local search algorithms such as hill climbing and simulated annealing. The experimental results show that our approach is useful for this problem. Furthermore, experimental results using SMT are given on instances from the ITC 2011 benchmark repository. Springer US 2016-07-22 2017 /pmc/articles/PMC5411413/ /pubmed/28529399 http://dx.doi.org/10.1007/s10479-016-2220-6 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle S.i.: Patat 2014
Demirović, Emir
Musliu, Nysret
Modeling high school timetabling with bitvectors
title Modeling high school timetabling with bitvectors
title_full Modeling high school timetabling with bitvectors
title_fullStr Modeling high school timetabling with bitvectors
title_full_unstemmed Modeling high school timetabling with bitvectors
title_short Modeling high school timetabling with bitvectors
title_sort modeling high school timetabling with bitvectors
topic S.i.: Patat 2014
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5411413/
https://www.ncbi.nlm.nih.gov/pubmed/28529399
http://dx.doi.org/10.1007/s10479-016-2220-6
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