Temperature-Based State-of-Charge Estimation Using Neural Networks, Gradient Boosting Machine and a Jetson Nano Device for Batteries

Temperature-Based State-of-Charge Estimation Using Neural Networks, Gradient Boosting Machine and a Jetson Nano Device for Batteries

Lithium-ion batteries are commonly used in electric vehicles, mobile phones, and laptops because of their environmentally friendly nature, high energy density, and long lifespan. Despite these advantages, lithium-ion batteries may experience overcharging or discharging if they are not continuously m...

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Bibliographic Details
Main Authors: Donghun Wang, Jihwan Hwang, Jonghyun Lee, Minchan Kim, Insoo Lee
Format: Article
Language:English
Published: MDPI AG 2023-03-01
Series:Energies
Subjects:
lithium-ion battery
state of charge
multilayer neural network
long short-term memory
gated recurrent unit
gradient boosting machine
Online Access:https://www.mdpi.com/1996-1073/16/6/2639

Internet

https://www.mdpi.com/1996-1073/16/6/2639

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