Towards long lifetime battery: AI-based manufacturing and management

K Liu, Z Wei, C Zhang, Y Shang… - IEEE/CAA Journal of …, 2022 - ieeexplore.ieee.org
Technologies that accelerate the delivery of reliable battery-based energy storage will not
only contribute to decarbonization such as transportation electrification, smart grid, but also …

[HTML][HTML] A critical review of improved deep learning methods for the remaining useful life prediction of lithium-ion batteries

S Wang, S Jin, D Bai, Y Fan, H Shi, C Fernandez - Energy Reports, 2021 - Elsevier
As widely used for secondary energy storage, lithium-ion batteries have become the core
component of the power supply system and accurate remaining useful life prediction is the …

Multistage state of health estimation of lithium-ion battery with high tolerance to heavily partial charging

Z Wei, H Ruan, Y Li, J Li, C Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
State of health (SOH) is critical to the management of lithium-ion batteries (LIBs) due to its
deep insight into health diagnostic and protection. However, the lack of complete charging …

Machine learning scopes on microgrid predictive maintenance: Potential frameworks, challenges, and prospects

MY Arafat, MJ Hossain, MM Alam - Renewable and Sustainable Energy …, 2024 - Elsevier
Predictive maintenance is an essential aspect of microgrid operations as it enables
identifying potential equipment failures in advance, reducing downtime, and increasing the …

Charging optimization for Li-ion battery in electric vehicles: A review

C Chen, Z Wei, AC Knoll - IEEE Transactions on Transportation …, 2021 - ieeexplore.ieee.org
Battery electric vehicles (BEVs) are advocated due to their environmental benign
characteristic. However, the long charging time and the degradation caused by fast charging …

Load current and state-of-charge coestimation for current sensor-free lithium-ion battery

Z Wei, J Hu, H He, Y Li, B Xiong - IEEE Transactions on Power …, 2021 - ieeexplore.ieee.org
The installation of current sensors on lithium-ion batteries (LIBs) can be challenging due to
practical constraints in specific applications like portable electronics and smart batteries …

Screening of retired batteries with gramian angular difference fields and ConvNeXt

M Lin, J Wu, J Meng, W Wang, J Wu - Engineering Applications of Artificial …, 2023 - Elsevier
With the rapid development of electric vehicles, the second usage of retired batteries
becomes a key issue. The accuracy of existing screening methods for retired batteries is …

Parameter identification of lithium-ion battery pseudo-2-dimensional models using genetic algorithm and neural network cooperative optimization

J Kim, H Chun, J Baek, S Han - Journal of Energy Storage, 2022 - Elsevier
The electrochemical model parameters of a lithium-ion battery are important indicators of its
state-of-health, and many previous studies have proposed methods for identifying them …

A novel method of parameter identification and state of charge estimation for lithium-ion battery energy storage system

Z Wang, G Feng, X Liu, F Gu, A Ball - Journal of Energy Storage, 2022 - Elsevier
Battery energy storage system (BESS) has been widely used for the expansion of the
electricity grid. Accurate state of charge (SOC) estimation of BESS is essential for ensuring …

Implementing an extended Kalman filter for SoC estimation of a Li-ion battery with hysteresis: A step-by-step guide

B Rzepka, S Bischof, T Blank - Energies, 2021 - mdpi.com
The growing share of renewable energies in power production and the rise of the market
share of battery electric vehicles increase the demand for battery technologies. In both fields …