AutoML for Feature Selection and Model Tuning Applied to Fault Severity Diagnosis in Spur Gearboxes

AutoML for Feature Selection and Model Tuning Applied to Fault Severity Diagnosis in Spur Gearboxes

Gearboxes are widely used in industrial processes as mechanical power transmission systems. Then, gearbox failures can affect other parts of the system and produce economic loss. The early detection of the possible failure modes and their severity assessment in such devices is an important field of...

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Bibliographic Details
Main Authors: Mariela Cerrada, Leonardo Trujillo, Daniel E. Hernández, Horacio A. Correa Zevallos, Jean Carlo Macancela, Diego Cabrera, René Vinicio Sánchez
Format: Article
Language:English
Published: MDPI AG 2022-01-01
Series:Mathematical and Computational Applications
Subjects:
AutoML
feature selection
fault severity assessment
gearboxes
XGBoost classifiers
Online Access:https://www.mdpi.com/2297-8747/27/1/6

Internet

https://www.mdpi.com/2297-8747/27/1/6

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