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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2016
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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. |
format | Online Article Text |
id | pubmed-5411413 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT demirovicemir modelinghighschooltimetablingwithbitvectors AT musliunysret modelinghighschooltimetablingwithbitvectors |