A novel battery SOC estimation method based on random search optimized LSTM neural network
X Chai, S Li, F Liang - Energy, 2024 - Elsevier
Battery state of charge (SOC) estimation is crucial for assessing electric vehicle safety and
evaluating the remaining driving range. Owing to the complexity, variability of operating …
evaluating the remaining driving range. Owing to the complexity, variability of operating …
A statistical distribution-based pack-integrated model towards state estimation for lithium-ion batteries
X Zhou, S Zhou, Z Gao, G Wang, L Zong, J Liu, F Zhu… - eTransportation, 2024 - Elsevier
The estimation of lithium battery pack is always an essential but troubling issue which has
difficulty on considering the inconsistency during state estimation. Herein, an innovative …
difficulty on considering the inconsistency during state estimation. Herein, an innovative …
State of charge estimation of lithium-ion battery with an adaptive fractional-order cubature Kalman filter considering initial value problem
H Chai, Z Gao, Z Jiao, D Song - Journal of Energy Storage, 2024 - Elsevier
For the problem of the accurate estimation of the state of charge (SOC) in lithium-ion
batteries, an adaptive fractional-order cubature Kalman filtering algorithm (AFCKF) …
batteries, an adaptive fractional-order cubature Kalman filtering algorithm (AFCKF) …
Data-driven state-of-charge estimation of a lithium-ion battery pack in electric vehicles based on real-world driving data
C Sun, M Gao, H Cai, F Xu, C Zhu - Journal of Energy Storage, 2024 - Elsevier
Abstract State-of-charge (SOC) is one of the most important indicators in the battery
management system (BMS) of electric vehicles (EVs). Accurate online estimation of battery …
management system (BMS) of electric vehicles (EVs). Accurate online estimation of battery …
[HTML][HTML] Comparative Study-Based Data-Driven Models for Lithium-Ion Battery State-of-Charge Estimation
Batteries have been considered a key element in several applications, ranging from grid-
scale storage systems through electric vehicles to daily-use small-scale electronic devices …
scale storage systems through electric vehicles to daily-use small-scale electronic devices …
Wavelet-based spectral clustering algorithm for network communication big data
A Mukil, KS Kakade, CHC Alexander… - AIP Conference …, 2024 - pubs.aip.org
Sensor nodes in wireless networks often run on batteries, which means they have relatively
little energy. Energy conservation is a priority while developing a WSN. Clustering is a well …
little energy. Energy conservation is a priority while developing a WSN. Clustering is a well …
Co-estimation of state of charge and capacity for battery packs in real electric vehicles with few representative cells and physics-informed machine learning
Q Wang, M Ye, B Li, G Lian, Y Li - Energy, 2024 - Elsevier
Accurate state of charge and capacity estimation is crucial for battery packs in electric
vehicles. However, the cell inconsistencies, computational complexity, temperature …
vehicles. However, the cell inconsistencies, computational complexity, temperature …
Innovative multiscale fusion-antinoise extended long short-term memory neural network modeling for high precision state of health estimation of lithium-ion batteries
J Tao, S Wang, W Cao, Y Cui, C Fernandez… - Energy, 2024 - Elsevier
An accurate assessment of lithium-ion (Li-ion) batteries' state of health (SOH) is essential for
the safe operation of new energy systems and extended battery life. Health factors were …
the safe operation of new energy systems and extended battery life. Health factors were …
A new online SOC estimation method using broad learning system and adaptive unscented Kalman filter algorithm
The accurate estimation of lithium batteries' state of charge (SOC) is important for extending
battery life and preventing accidents. To improve the battery model's adaptability to …
battery life and preventing accidents. To improve the battery model's adaptability to …
[HTML][HTML] Enhancing battery state of charge estimation through hybrid integration of barnacles mating optimizer with deep learning
Z Mustaffa, MH Sulaiman - Franklin Open, 2023 - Elsevier
The precise determination of battery state of charge (SoC) holds paramount significance and
has garnered considerable attention across diverse sectors, including academia. Accurate …
has garnered considerable attention across diverse sectors, including academia. Accurate …