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Deep learning framework for lithium-ion battery state of charge estimation: Recent advances and future perspectives
Accurate state of charge (SOC) constitutes the basis for reliable operations of lithium-ion
batteries. The deep learning technique, a game changer in many fields, has recently …
batteries. The deep learning technique, a game changer in many fields, has recently …
Physics-based battery SOC estimation methods: Recent advances and future perspectives
The reliable prediction of state of charge (SOC) is one of the vital functions of advanced
battery management system (BMS), which has great significance towards safe operation of …
battery management system (BMS), which has great significance towards safe operation of …
Physics-informed neural network for lithium-ion battery degradation stable modeling and prognosis
Accurate state-of-health (SOH) estimation is critical for reliable and safe operation of lithium-
ion batteries. However, reliable and stable battery SOH estimation remains challenging due …
ion batteries. However, reliable and stable battery SOH estimation remains challenging due …
Application of electrochemical impedance spectroscopy to degradation and aging research of lithium-ion batteries
W Hu, Y Peng, Y Wei, Y Yang - The Journal of Physical Chemistry …, 2023 - ACS Publications
An in-depth understanding of battery degradation and aging in-Operando not only plays a
vital role in the design of battery managing systems but also helps to ensure safe use and …
vital role in the design of battery managing systems but also helps to ensure safe use and …
Long short-term memory network with Bayesian optimization for health prognostics of lithium-ion batteries based on partial incremental capacity analysis
H Meng, M Geng, T Han - Reliability Engineering & System Safety, 2023 - Elsevier
Prognostics and health management (PHM) are developed to accurately estimate the state
of health (SOH) of lithium-ion batteries, which are crucial parts for planning the employment …
of health (SOH) of lithium-ion batteries, which are crucial parts for planning the employment …
An improved CNN-LSTM model-based state-of-health estimation approach for lithium-ion batteries
Abstract Accurate SOH (State of Health) estimation is one of the key technologies to ensure
the safe operation of lithium-ion batteries. When predicting SOH, efficient data feature …
the safe operation of lithium-ion batteries. When predicting SOH, efficient data feature …
SOC estimation for lithium-ion battery using the LSTM-RNN with extended input and constrained output
J Chen, Y Zhang, J Wu, W Cheng, Q Zhu - Energy, 2023 - Elsevier
The state of charge (SOC) estimation of lithium-ion battery (LIB) based on recurrent neural
network (RNN) has been a popular research due to its suitability for time series data …
network (RNN) has been a popular research due to its suitability for time series data …
[HTML][HTML] The development of machine learning-based remaining useful life prediction for lithium-ion batteries
X Li, D Yu, VS Byg, SD Ioan - Journal of Energy Chemistry, 2023 - Elsevier
Lithium-ion batteries are the most widely used energy storage devices, for which the
accurate prediction of the remaining useful life (RUL) is crucial to their reliable operation and …
accurate prediction of the remaining useful life (RUL) is crucial to their reliable operation and …
Semi-supervised estimation of capacity degradation for lithium ion batteries with electrochemical impedance spectroscopy
Abstract Machine learning-based methods have emerged as a promising solution to
accurate battery capacity estimation for battery management systems. However, they are …
accurate battery capacity estimation for battery management systems. However, they are …
Data-driven capacity estimation for lithium-ion batteries with feature matching based transfer learning method
Accurate capacity estimation is essential in the management of lithium-ion batteries, as it
guarantees the safety and dependability of battery-powered systems. However, direct …
guarantees the safety and dependability of battery-powered systems. However, direct …