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Revista UNIMAR 34(2)- rev. UNIMAR.- pp. 241-250.
ISSN: 0120-4327, ISSN Electrónico: 2216-0116,
Universidad Mariana, San Juan de Pasto, Nariño, Colombia, 2016.
Jesús Insuasti Portilla, Luis Vicente Chamorro Marcillo
con un desfase de más o menos 3 kilómetros por
hora promedio en hora pico; esta situación corrobora
la efectividad de los algoritmos de minería de datos
incorporados en el motor de base de datos siguiendo
los esquemas de inteligencia de negocios.
El sistema de información vía web mantiene los
datos registrados en la etapa de monitoreo, con dicha
información ha sido posible recrear las rutas de los
buses que forman parte del Sistema Estratégico de
Transporte Público, a través de diferentes empresas
que se administran bajo la gura de unión
temporal. La información que se extrae del sistema,
ha permitido evaluar la relación costo-benecio en
algunas rutas, donde se ha tenido la posibilidad de
replantear los tiempos de despacho y tránsito.
Por tratarse de una solución prototipada, hace falta
fortalecer aún más los módulos de reporte para
brindar bases sucientes, con el ánimo de soportar
la toma de decisiones; por otro lado, se requiere un
monitoreo permanente y constante, teniendo como
objetivo el manejo de la bodega de datos gigante
para cumplir con los requisitos formales de las
técnicas de minería de datos.
Para obtener mejores resultados, usando servicios
de análisis de datos soportados en técnicas de
búsqueda de conocimiento, se debe tener grandes
cantidades de datos. En el periodo de ejecución de
la investigación se obtuvieron grandes volúmenes
de datos, sin embargo, no se consideran lo suciente
para apoyar la toma de decisiones trascendentales y
basadas en modelos de proyección estadística.
4. Discusión
Al ser el problema sobre movilidad a través de
sistemas públicos de naturaleza general para el
planeta, existen una gran cantidad de estudios,
investigaciones y adaptaciones tecnológicas que
han contribuido, de alguna manera, a contrarrestar
los efectos del caos en la movilidad vehicular.
Para comenzar, el problema del trasporte ha sido
permanente, muchas ideas han sido propuestas
y varias medidas han sido implementadas para
resolver el problema “eterno” de movilidad en las
ciudades. La congestión y el ruido se conocen desde
la antigua Roma, y las restricciones del tráco como
las calles de una sola vía y zonas de aparcamiento,
fueron introducidas en la época de Julio César (Van
Nijf y Meijer, 2014).
A nivel internacional, existen institutos
especializados sobre el problema de movilidad
vehicular, transporte y tráco. En Estados Unidos
existe el Institute of Transportation Engineers que
fue fundado en 1930, es en este país donde la
problemática se agudizó exageradamente por la
alta producción de vehículos de consumo general.
Se crea entonces la carrera profesional sobre la
Ingeniería de Trasporte para brindar soluciones
cientícas al problema de tráco y movilidad
vehicular (Clark, 2009).
El matemático Dietrich Braess, autor célebre de
la “Paradoja de Braess” arma que agregando la
capacidad extra a una red (cualquiera que sea),
cuando las entidades móviles escogen en forma
egoísta y aleatoria su ruta, puede reducir, a veces, el
desempeño general. Esto es porque el equilibrio de
tal sistema no es necesariamente óptimo. Por ende,
no es la solución la simple ampliación de la red vial
para el mejoramiento de la movilidad vehicular.
La demostración matemática existe a través de una
investigación donde se demuestra cientícamente
que la ampliación de la red vial empeora el problema
de movilidad vehicular (Hagstrom y Abrams,
2001), investigación realizada en la Universidad
de Chicago en el 2001. Frente a estas conclusiones
tan determinantes, los investigadores del presente
artículo tomaron como escenario de investigación
el problema de movilidad a través del sistema de
transporte público de la ciudad de Pasto y su fuente
de información: el monitoreo en tiempo real de los
vehículos de transporte público.
Las soluciones acerca del monitoreo vehicular en
tiempo real han sido implementadas desde hace
más de una década alrededor del planeta, según
los referentes tomados en cuenta en el estado del
arte de la investigación. No obstante, sus costos
son elevados según la tecnología empleada y el
tamaño de las ciudades y su relación con el parque
automotor al que pertenece el sistema de transporte
público. Ciudades grandes suelen tener sistemas
de transporte masivo como el metro, trenes, buses
articulados, entre otros. Pero para el caso de las
ciudades emergentes, es decir aquellas ciudades
en vía de crecimiento y expansión urbanística, el