A Lithium-Ion Battery Capacity and RUL Prediction Fusion Method Based on Decomposition Strategy and GRU

A Lithium-Ion Battery Capacity and RUL Prediction Fusion Method Based on Decomposition Strategy and GRU

To safeguard the security and dependability of battery management systems (BMS), it is essential to provide reliable forecasts of battery capacity and remaining useful life (RUL). However, most of the current prediction methods use the measurement data directly to carry out prediction work, which ig...

Full description

Bibliographic Details
Main Authors: Huihan Liu, Yanmei Li, Laijin Luo, Chaolong Zhang
Format: Article
Language:English
Published: MDPI AG 2023-06-01
Series:Batteries
Subjects:
lithium-ion battery
RUL prediction
variational modal decomposition (VMD)
double Gaussian model
gated recurrent unit neural network (GRU NN)
Online Access:https://www.mdpi.com/2313-0105/9/6/323

Internet

https://www.mdpi.com/2313-0105/9/6/323

Similar Items