Degradation Dynamics Cognition and Prediction of Li-Ion Battery: An Integrated Methodology for Alleviating Range Anxiety

Degradation Dynamics Cognition and Prediction of Li-Ion Battery: An Integrated Methodology for Alleviating Range Anxiety

We report an integrated methodology (FMC-XGBoost) that mainly consists of a five-state nonhomogeneous Markov chain model (FMC) and XGBoost model. Unlike those existing methods in which capacity fading processes are assumed to be irreversible, the proposed integrated methodology can combine user-spec...

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Bibliographic Details
Main Authors: Laifa Tao, Tong Zhang, Jie Hao, Xiaolin Wang, Chen Lu, Mingliang Suo, Yu Ding
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
FMC-XGBoost
fading dynamics prediction
user-specific driving patterns
capacity recovery effects
Li-ion battery
range anxiety
Online Access:https://ieeexplore.ieee.org/document/9216001/

Internet

https://ieeexplore.ieee.org/document/9216001/

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