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Adopting combined strategies to make state of charge (SOC) estimation for practical use
Journal of Renewable and Sustainable Energy, 2018The estimation of state of charge (SOC) requires the tradeoff between high accuracy and robustness in the design of the battery management system. There are varieties of studies being carried out around this issue, aiming to balance the model complication, algorithm complexity, estimation accuracy, as well as robustness. In this work, in order to solve
Qiang Du +5 more
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Battery state-of-charge (SOC) estimation using adaptive neuro-fuzzy inference system (ANFIS)
The 12th IEEE International Conference on Fuzzy Systems, 2003. FUZZ '03., 2004A battery is a quite complex and nonlinear system comprising interacting physical and chemical processes although it seems deceptively simple. State-of-charge (SOC), a parameter to describe how much energy battery has, is a key factor in battery management and its estimation is an important and challenging task.
Chenghui Cai, Dong Du 0001, Zhiyu Liu
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This paper presents two models for lithiumion battery SOC and SOH estimation using a Toyota Research Institute dataset. A Random Forest Regressor predicts SOH after 10 cycles, while an LSTM neural network estimates real-time SOC. Both models show high accuracy, contributing to advanced health-aware energy management in electric vehicles.
Wang, Xuelu +3 more
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Wang, Xuelu +3 more
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State-of-Charge (SoC) Management of PTES Coupled Industrial Cogeneration Systems
Volume 8: Heat Transfer: Internal Air Systems; Heat Transfer: Internal Cooling; Industrial and CogenerationAbstract We present a novel optimization-based state-of-charge (SoC) management solution for pumpedthermal energy storage (PTES) systems capable of charging and discharging with electrical power and discharging high temperature heat — for integration with industrial processes.
Alp Albay +2 more
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2016 2nd International Conference on Science and Technology-Computer (ICST), 2016
To avoid battery failure and keep the battery lifetime, a system needs control its use by considering two of several parameters of Battery Management System (BMS) such as State of Charge (SOH) and State of Health (SOH). The State of Charge in Battery Management System provides the percentage of battery capacity, while the State Of Health measures the ...
Paris Ali Topan +4 more
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To avoid battery failure and keep the battery lifetime, a system needs control its use by considering two of several parameters of Battery Management System (BMS) such as State of Charge (SOH) and State of Health (SOH). The State of Charge in Battery Management System provides the percentage of battery capacity, while the State Of Health measures the ...
Paris Ali Topan +4 more
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Method and apparatus for determination of the state-of -charge (soc) of a rechargeable battery
The present invention relates toa method for determination of the state-of- charge (SoC) of a rechargeable battery as a function of the Electro-Motive Force (EMF) prevailing in said battery. The invention also relates to a method for measuring the relation between the state-of-charge (SoC) and the EMF.Bergveld, H.J., Pop, V., Notten, P.H.L.
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Robust State-of-Charge Estimation for Lithium-Ion Batteries Over Full SOC Range
IEEE Journal of Emerging and Selected Topics in Industrial Electronics, 2021Cong-Sheng Huang, Mo-Yuen Chow
exaly
An Adaptive OCV-SOC Curve Selection Classifier for Battery State-of-Charge Estimation
2021 3rd International Conference on Smart Power & Internet Energy Systems (SPIES), 2021Lingling Ju +4 more
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