State-of-charge estimation and remaining useful life prediction of supercapacitors
As a new type of energy storage device, supercapacitors are widely applied in various fields
owing to their irreplaceable extraordinary characteristics. The remaining useful life …
owing to their irreplaceable extraordinary characteristics. The remaining useful life …
Toward smart sensing by MXene
Abstract The Internet of Things era has promoted enormous research on sensors,
communications, data fusion, and actuators. Among them, sensors are a prerequisite for …
communications, data fusion, and actuators. Among them, sensors are a prerequisite for …
State of health estimation of lithium-ion battery based on improved ant lion optimization and support vector regression
The state of health (SOH) estimation plays an important role in kee** the safe and stable
operation of lithium-ion battery management system (BMS). To solve the problem of low …
operation of lithium-ion battery management system (BMS). To solve the problem of low …
Hydrogen energy storage integrated battery and supercapacitor based hybrid power system: A statistical analysis towards future research directions
Environmentally friendly and pollution-free hydrogen cell, battery and supercapacitor hybrid
power system has taken the attention of scientists in recent years. Several notable …
power system has taken the attention of scientists in recent years. Several notable …
Aging state prediction for supercapacitors based on heuristic kalman filter optimization extreme learning machine
With the advancement of wind energy, solar energy, and other new energy industries, the
demand for energy storage systems are worth increasing. Supercapacitors gradually stand …
demand for energy storage systems are worth increasing. Supercapacitors gradually stand …
Temperature prediction of lithium‐ion batteries based on electrochemical impedance spectrum: a review
With the rapid development of global electric vehicles, artificial intelligence, and aerospace,
lithium‐ion batteries (LIBs) have become more and more widely used due to their high …
lithium‐ion batteries (LIBs) have become more and more widely used due to their high …
Data‐driven ICA‐Bi‐LSTM‐combined lithium battery SOH estimation
H Sun, J Sun, K Zhao, L Wang… - … Problems in Engineering, 2022 - Wiley Online Library
Lithium battery state of health (SOH) is a key parameter to characterize the actual battery life.
SOH cannot be directly measured. In order to further improve the accuracy of SOH …
SOH cannot be directly measured. In order to further improve the accuracy of SOH …
A GRU-RNN based momentum optimized algorithm for SOC estimation
M Jiao, D Wang, J Qiu - Journal of Power Sources, 2020 - Elsevier
For a lithium battery, a gated recurrent unit recurrent neural network (GRU-RNN) based
momentum gradient method is investigated to estimate its state of charge (SOC). In the …
momentum gradient method is investigated to estimate its state of charge (SOC). In the …
Stacked bidirectional LSTM RNN to evaluate the remaining useful life of supercapacitor
C Liu, Y Zhang, J Sun, Z Cui… - International Journal of …, 2022 - Wiley Online Library
To predict the remaining useful life of supercapacitor, a data‐based model is established by
using a stacked bidirectional long short‐term memory recurrent neural network. On the basis …
using a stacked bidirectional long short‐term memory recurrent neural network. On the basis …
Hybrid methods using neural network and Kalman filter for the state of charge estimation of lithium‐ion battery
Z Cui, J Dai, J Sun, D Li, L Wang… - … Problems in Engineering, 2022 - Wiley Online Library
With the increasing carbon emissions worldwide, lithium‐ion batteries have become the
main component of energy storage systems for clean energy due to their unique …
main component of energy storage systems for clean energy due to their unique …