Implementación de mantenimiento predictivo para una bomba centrífuga utilizando machine learning

This document presents an application of machine learning as predictive maintenance in a simulated centrifugal pump, it is a strategy of how to use this branch of artificial intelligence as a maintenance technique. By means of discrete simulations data are extracted from dynamic variables such as to...

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Autores:
Soto Zabala, Daniel Felipe
Tipo de recurso:
Trabajo de grado de pregrado
Fecha de publicación:
2021
Institución:
Universidad Antonio Nariño
Repositorio:
Repositorio UAN
Idioma:
spa
OAI Identifier:
oai:repositorio.uan.edu.co:123456789/5154
Acceso en línea:
http://repositorio.uan.edu.co/handle/123456789/5154
Palabra clave:
machine learning
turbo máquina
predicción
prevención
corrección
530.12
machine learning
Turbo Machine
Prediction
Prevention
Correction
Rights
openAccess
License
Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)
Description
Summary:This document presents an application of machine learning as predictive maintenance in a simulated centrifugal pump, it is a strategy of how to use this branch of artificial intelligence as a maintenance technique. By means of discrete simulations data are extracted from dynamic variables such as torque, pressure and flow from a centrifugal pump in a common water supply system, data is taken from the pump at two speed ranges in the pump rotor