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Review of Battery State-of-Charge Estimation Algorithms

2021
State of charge (SOC) is an important parameter used by a battery management system (BMS). Accurate and robust algorithms ensure the safe and reliable functioning of cells or batteries. Thus far, the algorithms developed depend mainly on the current and voltage data received from individual cells or the entire battery.
Kaustubh Kaushik   +2 more
openaire   +1 more source

State-of-charge estimation of Li-ion batteries using deep neural networks: A machine learning approach

Journal of Power Sources, 2018
Accurate State of Charge (SOC) estimation is crucial to ensure the safe and reliable operation of Li-ion batteries, which are increasingly being used in Electric Vehicles (EV), grid-tied load-leveling applications as well as manned and unmanned aerial ...
Ephrem Chemali   +3 more
semanticscholar   +1 more source

EV battery state of charge: neural network based estimation

IEEE International Electric Machines and Drives Conference, 2003. IEMDC'03., 2003
Different electric vehicles (EV) types have been developed with the aim of solving pollution problems caused by the emission of gasoline-powered engines. Environmental considerations promote the adoption of EV for urban transportation. As it is well known one of the weakest points of electric vehicle is the battery system.
A. Affanni   +5 more
openaire   +3 more sources

Estimating the state of charge of a battery

IEEE Transactions on Control Systems Technology, 2004
This brief considers the state of charge (SOC) estimation problem for electrochemical batteries. Using an electric circuit model of the battery given in the literature, it is shown how the open-circuit voltage (which is directly related to the SOC) can be estimated based on the terminal voltage and current measurements provided there is sufficient ...
J. Chiasson, B. Vairamohan
openaire   +1 more source

Robust optimal estimation over networks: Application to battery state of charge estimation

International Journal of Robust and Nonlinear Control, 2015
SummaryIn this paper, we provide a general framework for robust optimal estimation over a lossy and delayed network. A threshold principle is introduced to integrate network‐induced uncertainties into packet losses, which are modeled with a Bernoulli process.
Zhang, Yiming   +2 more
openaire   +4 more sources

State-of-charge estimation of LiFePO4 batteries in electric vehicles: A deep-learning enabled approach

Applied Energy, 2021
State of charge (SOC) estimation constitutes a critical task of battery management systems. Conventional SOC estimation methods designed for dynamic profiles have difficulties in estimating SOC for LiFePO4 batteries due to their flat open circuit voltage
Jinpeng Tian   +3 more
semanticscholar   +1 more source

State of Charge Estimator Design for a Gas Charged Hydraulic Accumulator

Journal of Dynamic Systems, Measurement, and Control, 2015
The gas charged hydraulic accumulators under consideration are used as energy storage devices in automotive hydraulic hybrid systems. The knowledge of the state of charge (SOC) is of utmost importance for an efficient energy management of the hybrid drive-train. Since the direct measurement of the SOC is difficult and costly, an SOC estimator design is
Andreas Pfeffer   +3 more
openaire   +1 more source

A review of battery state of charge estimation and management systems: Models and future prospective

Social Science Research Network
Batteries are considered critical elements in most applications nowadays due to their power and energy density features. However, uncontrolled charging and discharging will negatively affect their functions and might result in a catastrophic failure of ...
Hossam M. Hussein   +4 more
semanticscholar   +1 more source

Security-Ensured State of Charge Estimation of Lithium-Ion Batteries Subject to Malicious Attacks

IEEE Transactions on Smart Grid, 2023
This paper is concerned with the secure estimation problem of the state of charge (SOC) for Lithium-ion batteries subject to deception attacks. A second-order resistor-capacitor (RC) equivalent circuit model (ECM), whose parameters are identified by ...
E. Tian   +3 more
semanticscholar   +1 more source

State of charge estimation and battery balancing control

2015 54th IEEE Conference on Decision and Control (CDC), 2015
In this paper, we propose an algorithm to solve the balancing problem of multi-cell battery systems consisting in the equalization of all cells state of charge (SoC). A nonlinear cell model is presented and experimental LiFePO4 battery cell parameters are used.
Andre Abido Figueiro   +2 more
openaire   +1 more source

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