A study on prognostics of LED luminaires based on gradient-boosting decision tree classifiers
Lighting Research & Technology
Published online on May 08, 2025
Abstract
Lighting Research & Technology, Volume 58, Issue 3, Page 251-271, May 2026.
This paper presents the prognosis of LED luminaires based on supervised machine learning. Several gradient-boosting decision tree (GBDT) classifiers, viz. AdaBoost, GBM, XGBoost, CatBoost and LightGBM are selected for their high accuracy and speed. At ...
This paper presents the prognosis of LED luminaires based on supervised machine learning. Several gradient-boosting decision tree (GBDT) classifiers, viz. AdaBoost, GBM, XGBoost, CatBoost and LightGBM are selected for their high accuracy and speed. At ...