SOLVING OF SCHOOL BUS ROUTING PROBLEM BY ANT COLONY OPTIMIZATION (RESOLUCIÓN DEL PROBLEMA DE RUTEO DE BUSES ESCOLARES CON OPTIMIZACIÓN POR COLONIA DE HORMIGAS)
The school bus routing problem (SBRP) seeks to plan an efficient schedule of a fleet of school buses that must pick up students from various bus stops and deliver them by satisfying various constraints: maximum capacity of the bus, maximum riding time of students, time window to arrive to school. In this paper, we consider a case study of SBRP for a school in Bogotá, Colombia. The problem is solved using ant colony optimization (ACO). Computational experiments are performed using real data. Results lead to increased bus utilization and reduction in transportation times with on-time delivery to the school. The proposed decision-aid tool has shown its usefulness for actual decision-making at the school: it outperforms current routing by reduc... Ver más
1794-1237
2463-0950
9
2013-11-07
193
208
Revista EIA - 2013
Esta obra está bajo una licencia internacional Creative Commons Atribución-NoComercial-SinDerivadas 4.0.
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SOLVING OF SCHOOL BUS ROUTING PROBLEM BY ANT COLONY OPTIMIZATION (RESOLUCIÓN DEL PROBLEMA DE RUTEO DE BUSES ESCOLARES CON OPTIMIZACIÓN POR COLONIA DE HORMIGAS) http://purl.org/coar/resource_type/c_6501 https://revistas.eia.edu.co/index.php/reveia/article/view/461 Español https://creativecommons.org/licenses/by-nc-nd/4.0 Revista EIA - 2013 Esta obra está bajo una licencia internacional Creative Commons Atribución-NoComercial-SinDerivadas 4.0. info:eu-repo/semantics/article http://purl.org/coar/resource_type/c_2df8fbb1 application/pdf http://purl.org/redcol/resource_type/ART info:eu-repo/semantics/publishedVersion http://purl.org/coar/version/c_970fb48d4fbd8a85 info:eu-repo/semantics/openAccess http://purl.org/coar/access_right/c_abf2 Text Revista EIA Fondo Editorial EIA - Universidad EIA Publication colonia de hormigas The school bus routing problem (SBRP) seeks to plan an efficient schedule of a fleet of school buses that must pick up students from various bus stops and deliver them by satisfying various constraints: maximum capacity of the bus, maximum riding time of students, time window to arrive to school. In this paper, we consider a case study of SBRP for a school in Bogotá, Colombia. The problem is solved using ant colony optimization (ACO). Computational experiments are performed using real data. Results lead to increased bus utilization and reduction in transportation times with on-time delivery to the school. The proposed decision-aid tool has shown its usefulness for actual decision-making at the school: it outperforms current routing by reducing the total distance traveled by 8.3 % and 21.4 % respectively in the morning and in the afternoon.Resumen: El problema de ruteo de buses escolares (SBRP) busca encontrar el programa más eficiente para una flota de buses escolares que deben recoger y despachar estudiantes en varias paradas de bus satisfaciendo varias restricciones: capacidad máxima del bus, máximo tiempo de recorrido de los estudiantes, ventanas de tiempo para la llegada al colegio. En este artículo se considera un caso de estudio de un problema SBRP para un colegio en Bogotá, Colombia. El problema se resuelve usando la metaheurística de colonia de hormigas (ACO). Los experimentos computacionales se realizan empleando datos reales. Los resultados muestran el incremento en el nivel de utilización de los buses y una reducción en los tiempos de transporte con despacho a tiempo en el colegio. La herramienta ha mostrado su utilidad para la planeación regular de buses en el colegio: se redujo la distancia total recorrida en 8,3 % en la mañana y en 21,4 % en la tarde. Arias-Rojas, Juan S. Jiménez, José Fernando Montoya-Torres, Jairo R. school bus routing ant colony case study. Palabras clave buses escolares ruteo estudio de caso. 9 17 Artículo de revista SOLVING OF SCHOOL BUS ROUTING PROBLEM BY ANT COLONY OPTIMIZATION (RESOLUCIÓN DEL PROBLEMA DE RUTEO DE BUSES ESCOLARES CON OPTIMIZACIÓN POR COLONIA DE HORMIGAS) Journal article 2013-11-07 00:00:00 193 208 https://revistas.eia.edu.co/index.php/reveia/article/download/461/452 https://revistas.eia.edu.co/index.php/reveia/article/view/461 2463-0950 1794-1237 2013-11-07 2013-11-07 00:00:00 |
institution |
UNIVERSIDAD EIA |
thumbnail |
https://nuevo.metarevistas.org/UNIVERSIDADEIA/logo.png |
country_str |
Colombia |
collection |
Revista EIA |
title |
SOLVING OF SCHOOL BUS ROUTING PROBLEM BY ANT COLONY OPTIMIZATION (RESOLUCIÓN DEL PROBLEMA DE RUTEO DE BUSES ESCOLARES CON OPTIMIZACIÓN POR COLONIA DE HORMIGAS) |
spellingShingle |
SOLVING OF SCHOOL BUS ROUTING PROBLEM BY ANT COLONY OPTIMIZATION (RESOLUCIÓN DEL PROBLEMA DE RUTEO DE BUSES ESCOLARES CON OPTIMIZACIÓN POR COLONIA DE HORMIGAS) Arias-Rojas, Juan S. Jiménez, José Fernando Montoya-Torres, Jairo R. colonia de hormigas school bus routing ant colony case study. Palabras clave buses escolares ruteo estudio de caso. |
title_short |
SOLVING OF SCHOOL BUS ROUTING PROBLEM BY ANT COLONY OPTIMIZATION (RESOLUCIÓN DEL PROBLEMA DE RUTEO DE BUSES ESCOLARES CON OPTIMIZACIÓN POR COLONIA DE HORMIGAS) |
title_full |
SOLVING OF SCHOOL BUS ROUTING PROBLEM BY ANT COLONY OPTIMIZATION (RESOLUCIÓN DEL PROBLEMA DE RUTEO DE BUSES ESCOLARES CON OPTIMIZACIÓN POR COLONIA DE HORMIGAS) |
title_fullStr |
SOLVING OF SCHOOL BUS ROUTING PROBLEM BY ANT COLONY OPTIMIZATION (RESOLUCIÓN DEL PROBLEMA DE RUTEO DE BUSES ESCOLARES CON OPTIMIZACIÓN POR COLONIA DE HORMIGAS) |
title_full_unstemmed |
SOLVING OF SCHOOL BUS ROUTING PROBLEM BY ANT COLONY OPTIMIZATION (RESOLUCIÓN DEL PROBLEMA DE RUTEO DE BUSES ESCOLARES CON OPTIMIZACIÓN POR COLONIA DE HORMIGAS) |
title_sort |
solving of school bus routing problem by ant colony optimization (resolución del problema de ruteo de buses escolares con optimización por colonia de hormigas) |
title_eng |
SOLVING OF SCHOOL BUS ROUTING PROBLEM BY ANT COLONY OPTIMIZATION (RESOLUCIÓN DEL PROBLEMA DE RUTEO DE BUSES ESCOLARES CON OPTIMIZACIÓN POR COLONIA DE HORMIGAS) |
description |
The school bus routing problem (SBRP) seeks to plan an efficient schedule of a fleet of school buses that must pick up students from various bus stops and deliver them by satisfying various constraints: maximum capacity of the bus, maximum riding time of students, time window to arrive to school. In this paper, we consider a case study of SBRP for a school in Bogotá, Colombia. The problem is solved using ant colony optimization (ACO). Computational experiments are performed using real data. Results lead to increased bus utilization and reduction in transportation times with on-time delivery to the school. The proposed decision-aid tool has shown its usefulness for actual decision-making at the school: it outperforms current routing by reducing the total distance traveled by 8.3 % and 21.4 % respectively in the morning and in the afternoon.Resumen: El problema de ruteo de buses escolares (SBRP) busca encontrar el programa más eficiente para una flota de buses escolares que deben recoger y despachar estudiantes en varias paradas de bus satisfaciendo varias restricciones: capacidad máxima del bus, máximo tiempo de recorrido de los estudiantes, ventanas de tiempo para la llegada al colegio. En este artículo se considera un caso de estudio de un problema SBRP para un colegio en Bogotá, Colombia. El problema se resuelve usando la metaheurística de colonia de hormigas (ACO). Los experimentos computacionales se realizan empleando datos reales. Los resultados muestran el incremento en el nivel de utilización de los buses y una reducción en los tiempos de transporte con despacho a tiempo en el colegio. La herramienta ha mostrado su utilidad para la planeación regular de buses en el colegio: se redujo la distancia total recorrida en 8,3 % en la mañana y en 21,4 % en la tarde.
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author |
Arias-Rojas, Juan S. Jiménez, José Fernando Montoya-Torres, Jairo R. |
author_facet |
Arias-Rojas, Juan S. Jiménez, José Fernando Montoya-Torres, Jairo R. |
topicspa_str_mv |
colonia de hormigas school bus routing ant colony case study. Palabras clave buses escolares ruteo estudio de caso. |
topic |
colonia de hormigas school bus routing ant colony case study. Palabras clave buses escolares ruteo estudio de caso. |
topic_facet |
colonia de hormigas school bus routing ant colony case study. Palabras clave buses escolares ruteo estudio de caso. |
citationvolume |
9 |
citationissue |
17 |
publisher |
Fondo Editorial EIA - Universidad EIA |
ispartofjournal |
Revista EIA |
source |
https://revistas.eia.edu.co/index.php/reveia/article/view/461 |
language |
Español |
format |
Article |
rights |
https://creativecommons.org/licenses/by-nc-nd/4.0 Revista EIA - 2013 Esta obra está bajo una licencia internacional Creative Commons Atribución-NoComercial-SinDerivadas 4.0. info:eu-repo/semantics/openAccess http://purl.org/coar/access_right/c_abf2 |
type_driver |
info:eu-repo/semantics/article |
type_coar |
http://purl.org/coar/resource_type/c_6501 |
type_version |
info:eu-repo/semantics/publishedVersion |
type_coarversion |
http://purl.org/coar/version/c_970fb48d4fbd8a85 |
type_content |
Text |
publishDate |
2013-11-07 |
date_accessioned |
2013-11-07 00:00:00 |
date_available |
2013-11-07 00:00:00 |
url |
https://revistas.eia.edu.co/index.php/reveia/article/view/461 |
url_doi |
https://revistas.eia.edu.co/index.php/reveia/article/view/461 |
issn |
1794-1237 |
eissn |
2463-0950 |
citationstartpage |
193 |
citationendpage |
208 |
url3_str_mv |
https://revistas.eia.edu.co/index.php/reveia/article/download/461/452 |
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1797159224724160512 |