Optimizing battery RUL prediction of lithium-ion batteries based on Harris hawk optimization approach using random forest and LightGBM
Predictive Maintenance (PdM) of lithium-ion batteries has garnered significant attention in
recent years due to their widespread application as energy supplies in various industrial …
recent years due to their widespread application as energy supplies in various industrial …
A hybrid data-and model-driven learning framework for remaining useful life prognostics
The efficient and safe production of machinery equipment relies on the health of its
mechanical components, making prognostics and health management (PHM) a critical …
mechanical components, making prognostics and health management (PHM) a critical …
Predicting the Remaining Useful Life of Supercapacitors under Different Operating Conditions
G Qi, N Ma, K Wang - Energies, 2024 - mdpi.com
With the rapid development of the new energy industry, supercapacitors have become key
devices in the field of energy storage. To forecast the remaining useful life (RUL) of …
devices in the field of energy storage. To forecast the remaining useful life (RUL) of …
A Linear Degradation Model-Based Remaining Useful Life Prediction Framework of Supercapacitors Considering Non-Consistency of Degradation Trends
A supercapacitor is a new type of electrochemical energy storage device. Accurately
predicting the remaining useful life (RUL) of a supercapacitor is crucial and important for the …
predicting the remaining useful life (RUL) of a supercapacitor is crucial and important for the …