Exploration of the impact of trees on pipe failures using Data Mining techniques : A case study in the Netherlands / [Recurso Electrónico] / Carlos Alfredo Mesa Zuluaga.
Por: Mesa Zuluaga, Carlos Alfredo
Colaborador(es): Santos Granados, Germán [director.] | Corzo Perez, Gerald Augusto [director.] | Solomatine, Dimitri P [Supervisor.] | Blokker, Mirjam [Supervisor.]Tipo de material: 
Archivo de ordenadorEditor: Bogotá (Colombia): Escuela Colombiana de Ingeniería Julio Garavito, 2021Descripción: 110 paginas. gráficosTema(s): FALLAS EN TUBERÍAS -- ÁRBOLES -- MINERIA DE DATOS -- PAISES BAJOS | APRENDIZAJE AUTOMÁTICO | UTILIZACIÓN DEL AGUA -- GESTIÓN INTEGRADA DE RECURSOS HÍDRICOS | TESIS DE GRADOClasificación CDD: 628.1 Recursos en línea: Haga clic para acceso en línea Nota de disertación: Tesis (Magíster en Ingeniería Civil con énfasis en Recursos Hidráulicos y Medio Ambiente)
Resumen: In the Netherlands, the influence of trees on the occurrence of pipe failures under the effect of
weather factors was studied. The Dutch water distribution system is well known as a role model
when it comes to water resource management. The optimal response in the analysis and timely
tracking to the slightest hint of damage increase is undoubtedly one of its pillars to host this
position. As a prime indicator, pipe failure frequency provides a valuable message to water
companies to implement better practices and support asset management field in making
distribution systems more sustainable. Recent studies performed by The Watercycle Research
Institute (KWR) evidence the possible effect of external factors in the increase the pipe failure
rate, which has had an important impact on asset management. The limited studies on the impact
of trees on water distribution systems leave a high degree of uncertainty, and it is suspected that
they may be the cause of the 30% that is still unknown in the region. This study proposes to
assess the influence of trees by applying data mining techniques, based on historical data from
Dutch water companies. The influence of trees on pipe failures is associated from a biological
point of view, and their impact is revealed from a computer science approach.
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Tesis (Magíster en Ingeniería Civil con énfasis en Recursos Hidráulicos y Medio Ambiente)
In the Netherlands, the influence of trees on the occurrence of pipe failures under the effect of
weather factors was studied. The Dutch water distribution system is well known as a role model
when it comes to water resource management. The optimal response in the analysis and timely
tracking to the slightest hint of damage increase is undoubtedly one of its pillars to host this
position. As a prime indicator, pipe failure frequency provides a valuable message to water
companies to implement better practices and support asset management field in making
distribution systems more sustainable. Recent studies performed by The Watercycle Research
Institute (KWR) evidence the possible effect of external factors in the increase the pipe failure
rate, which has had an important impact on asset management. The limited studies on the impact
of trees on water distribution systems leave a high degree of uncertainty, and it is suspected that
they may be the cause of the 30% that is still unknown in the region. This study proposes to
assess the influence of trees by applying data mining techniques, based on historical data from
Dutch water companies. The influence of trees on pipe failures is associated from a biological
point of view, and their impact is revealed from a computer science approach.
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