State of Charge Estimation in Lithium-Ion Batteries: A Neural Network Optimization Approach

State of Charge Estimation in Lithium-Ion Batteries: A Neural Network Optimization Approach

The development of an accurate and robust state-of-charge (SOC) estimation is crucial for the battery lifetime, efficiency, charge control, and safe driving of electric vehicles (EV). This paper proposes an enhanced data-driven method based on a time-delay neural network (TDNN) algorithm for state o...

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Bibliographic Details
Main Authors: M. S. Hossain Lipu, M. A. Hannan, Aini Hussain, Afida Ayob, Mohamad H. M. Saad, Kashem M. Muttaqi
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Electronics
Subjects:
time-delay neural network
improved firefly algorithm
lithium-ion battery
state of charge
electric vehicle
Online Access:https://www.mdpi.com/2079-9292/9/9/1546

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