A Hybrid Method for State-of-Charge Estimation for Lithium-Ion Batteries Using a Long Short-Term Memory Network Combined with Attention and a Kalman Filter

A Hybrid Method for State-of-Charge Estimation for Lithium-Ion Batteries Using a Long Short-Term Memory Network Combined with Attention and a Kalman Filter

A battery management system (BMS) is an important link between on-board power battery and electric vehicles. The BMS is used to collect, process, and store important information during the operation of a battery pack in real time. Due to the wide application of lithium-ion batteries in electric vehi...

Volledige beschrijving

Bibliografische gegevens
Hoofdauteurs: Xinghao Zhang, Yan Huang, Zhaowei Zhang, Huipin Lin, Yu Zeng, Mingyu Gao
Formaat: Artikel
Taal:English
Gepubliceerd in: MDPI AG 2022-09-01
Reeks:Energies
Onderwerpen:
lithium-ion battery
charge state
Kalman filter
long short-term memory
attention mechanism
Online toegang:https://www.mdpi.com/1996-1073/15/18/6745

Internet

https://www.mdpi.com/1996-1073/15/18/6745

Gelijkaardige items