An RNN-CNN-Based Parallel Hybrid Approach for Battery State of Charge (SoC) Estimation Under Various Temperatures and Discharging Cycle Considering Noisy Conditions

An RNN-CNN-Based Parallel Hybrid Approach for Battery State of Charge (SoC) Estimation Under Various Temperatures and Discharging Cycle Considering Noisy Conditions

With the increasing use of lithium-ion (Li-ion) batteries in electric vehicles (EVs), accurately measuring the state of charge (SoC) has become crucial for ensuring battery reliability, performance, and safety. In addition, EVs operate in different environmental conditions with different driving sty...

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Bibliographic Details
Main Authors: Md. Shahriar Nazim, Md. Minhazur Rahman, Md. Ibne Joha, Yeong Min Jang
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:World Electric Vehicle Journal
Subjects:
battery
EV
GRU
Huber loss
Li-ion battery
state of charge estimation
Online Access:https://www.mdpi.com/2032-6653/15/12/562
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