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Advancing State of Charge Management in Electric Vehicles With Machine Learning: A Technological Review

open access: yesIEEE Access
As the share of electric vehicles increases, electric vehicles are exposed to broader of driving conditions (e.g., extreme weather), which reduce the performance and driving ranges of electric vehicles below their nameplate rating.
Arash Mousaei   +2 more
doaj   +2 more sources

A review on online state of charge and state of health estimation for lithium-ion batteries in electric vehicles

open access: yesEnergy Reports, 2021
With electric vehicles (EVs) being widely accepted as a clean technology to solve carbon emissions in modern transportation, lithium-ion batteries (LIBs) have emerged as the dominant energy storage medium in EVs due to their superior properties, like ...
Zuolu Wang   +4 more
doaj   +2 more sources

A Critical Look at Coulomb Counting Approach for State of Charge Estimation in Batteries

open access: yesEnergies, 2021
In this paper, we consider the problem of state-of-charge estimation for rechargeable batteries. Coulomb counting is a well-known method for estimating the state of charge, and it is regarded as accurate as long as the battery capacity and the beginning ...
Kiarash Movassagh   +3 more
doaj   +2 more sources

State of Charge based Charging Controller with Temperature monitoring system for Lithium ion Battery in Electric Vehicle [PDF]

open access: yesE3S Web of Conferences, 2023
The battery management system plays a vital role in electric vehicles. Improper charging and discharging of the battery alters the chemical properties of the battery and thereby reduces its lifetime.
A. Guna, S Sharmila Kumari, G Sivapriya
doaj   +1 more source

A Novel State-of-Charge-Based Droop Control for Battery Energy Storage Systems to Support Coordinated Operation of DC Microgrids

open access: yesIEEE Journal of Emerging and Selected Topics in Power Electronics, 2023
A modern dc microgrid often comprises renewable energy sources (RESs), such as photovoltaic (PV) generation units, battery energy storage systems (BESSs), and local load, and it is also connected to the utility grid through a point of common coupling ...
Julien Su   +4 more
semanticscholar   +1 more source

State of charge and health estimation of batteries for electric vehicles applications: key issues and challenges

open access: yesGlobal Energy Interconnection, 2021
Using electric vehicles (EVs) for transportation is considered as a necessary component for managing sustainable development and environmental issues. The present concerns regarding the environment, such as rapid fossil fuel depletion, increases in air ...
Samarendra Pratap Singh   +3 more
doaj   +1 more source

A Fast Lithium-Ion Battery Impedance and SOC Estimation Method Based on Two-Stage PI Observer

open access: yesWorld Electric Vehicle Journal, 2021
Due to the complex changes in battery state, the accurate and fast estimation of battery state of charge (SOC) is still a great challenge. Here, a fast estimation method of battery impedance and SOC based on a multi-level PI observer is proposed.
Tao Chen   +3 more
doaj   +1 more source

Ageing of High Energy Density Automotive Li-Ion Batteries: The Effect of Temperature and State-of-Charge

open access: yesJournal of the Electrochemical Society, 2023
Lithium ion batteries (LIB) have become a cornerstone of the shift to electric transportation. In an attempt to decrease the production load and prolong battery life, understanding different degradation mechanisms in state-of-the-art LIBs is essential.
Anastasiia Mikheenkova   +9 more
semanticscholar   +1 more source

Lithium-ion battery state-of-charge estimation based on a dual extended Kalman filter and BPNN correction

open access: yesConnection Science, 2022
It is challenging for a battery management system to estimate the State-Of-Charge (SOC) of batteries. A novel model-based method, using a Dual Extended Kalman Filtering algorithm (DEKF) and Back Propagation Neural Network (BPNN), is proposed to estimate ...
Likun Xing, Liuyi Ling, Xianyuan Wu
doaj   +1 more source

Co-estimation of SOC and SOH for Li-ion battery based on MIEKPF-EKPF fusion algorithm

open access: yesEnergy Reports, 2023
This paper uses the EKPF algorithm to directly measure the state of charge (SOC) and state of health (SOH) of Li-ion batteries and proposes a combination of multi-innovation-based extended Kalman particle filter (MIEKPF) and extended Kalman particle ...
Huan Zhou, Jing Luo, Zinbin Yu
doaj   +1 more source

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