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Constantino Mavrakis

1 paper indexed

crossrefApplied Sciences2024-06-25Cited by 3

An Advanced Framework for Predictive Maintenance Decisions: Integrating the Proportional Hazards Model and Machine Learning Techniques under CBM Multi-Covariate Scenarios

David R. Godoy, Constantino Mavrakis, Rodrigo Mena, Fredy Kristjanpoller, Pablo Viveros

Under Condition-Based Maintenance, the Proportional Hazards Model (PHM) uses Cox’s partial regression and vital signs as covariates to estimate risk for predictive management. However, maintenance faces challenges when dealing with a multi-covariate scenario due to the impact of…

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