Browsing by Autor "Jerley Andres Mejia Gallo"

Filter results by typing the first few letters
Now showing 1 - 1 of 1
  • Thumbnail Image
    Item type: Item ,
    Data Analytics Applied to Predictive Maintenance
    (University of California Press, 2023) Andres Leonardo Alfonso Diaz; Marien Rocio Barrera Gómez; Iván David Alfonso Díaz; Jerley Andres Mejia Gallo
    This paper describes in a simple way the development of a web application for predictive maintenance of equipment implemented in the electronics laboratory of the Universidad Pedagógica y Tecnológica de Colombia Sogamoso. This application was developed in Python language to achieve the manipulation and processing of large amounts of data. We developed a machine learning algorithm to predict damages in the laboratory equipment and enable the stakeholder toschedule maintenance to these equipments to prevent them from getting damaged. We implemented and compared the results obtained for two models (Random Forest and MLPRegressor Neural Network), being Random Forest the most accurate model.