[图书][B] Neural Network-Based State-of-Charge and State-of-Health Estimation

Q Huang, S Wang, Y Wang, C Wang, C Fernandez… - 2023 - books.google.com
To deal with environmental deterioration and energy crises, developing clean and
sustainable energy resources has become the strategic goal of the majority of countries in …

Estimation of online state of charge and state of health based on neural network model banks using lithium batteries

JH Lee, IS Lee - Sensors, 2022 - mdpi.com
Lithium batteries are secondary batteries used as power sources in various applications,
such as electric vehicles, portable devices, and energy storage devices. However, because …

Joint estimation of state of charge and state of energy of lithium-ion batteries based on optimized bidirectional gated recurrent neural network

L Chen, Y Song, AM Lopes, X Bao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The state of charge (SOC) and state of energy (SOE) of lithium-ion batteries (LIBs) are
fundamental parameters in the battery management system (BMS). However, the …

A comprehensive review on the state of charge estimation for lithium‐ion battery based on neural network

Z Cui, L Wang, Q Li, K Wang - International Journal of Energy …, 2022 - Wiley Online Library
Implementing carbon neutrality and emission peak policies requires a high‐level electric
vehicle field. Lithium‐ion batteries have been considered an essential component of electric …

A Data-Driven Battery SOH Estimation Method with CNN-LSTM Model and SSA Optimizing

S Chen, J Yu, L Cui, M Chen… - 2024 36th Chinese …, 2024 - ieeexplore.ieee.org
Facing the bottleneck problems of lithium-ion batteries durability, precise estimation of state
of health (SOH) is the key of the lithium-ion battery management system. This paper …

State of charge and state of health estimation strategies for lithium-ion batteries

N Wang, X Xia, X Zeng - International Journal of Low-Carbon …, 2023 - academic.oup.com
Due to the widespread use of renewable energy sources, lithium-ion batteries have
developed rapidly because renewable energy sources, such as photovoltaics and wind …

Joint estimation of state-of-health and state-of-charge for lithium-ion battery based on electrochemical model optimized by neural network

X Sun, Q Chen, L Zheng, J Yang - IEEE Journal of Emerging …, 2022 - ieeexplore.ieee.org
Accurate estimation of battery state including state-of-charge (SOC) and state-of-health
(SOH) plays an important role in improving the performance and lifespan of battery packs in …

[HTML][HTML] An improved neural network model for battery smarter state-of-charge estimation of energy-transportation system

B Fu, W Wang, Y Li, Q Peng - Green Energy and Intelligent Transportation, 2023 - Elsevier
The safety and reliability of battery storage systems are critical to the mass roll-out of
electrified transportation and new energy generation. To achieve safe management and …

Health State Estimation of Lithium-Ion Batteries for Electric Vehicles Based on Improved Honey Badger Optimization Algorithm Optimizing Temporal Convolutional …

Z Xiaowei, YI Zhenxiao, W Kai - Power Generation Technology - pgtjournal.com
[Objective] Lithium-ion batteries are an important power source for new energy vehicles, and
accurate estimation of their state of health (SOH) is crucial for designing safe and reliable …

[HTML][HTML] A review of machine learning state-of-charge and state-of-health estimation algorithms for lithium-ion batteries

Z Ren, C Du - Energy Reports, 2023 - Elsevier
Vehicle electrification has been proven to be an efficient way to reduce carbon dioxide
emissions and solve the energy crisis. Lithium-ion batteries (LiBs) are considered the …