1-2 of 2
Keywords: battery management system
Close
Save search
Follow your search
Access your saved searches in your account
Would you like to receive an alert when new items match your search?
Close Modal
Sort by
Journal Articles

A Hybrid Convolutional Neural Network-Long Short Term Memory for Discharge Capacity Estimation of Lithium-Ion Batteries

Yongsheng Li, Akhil Garg, Shruti Shevya, Wei Li, Liang Gao, Jasmine Siu Lee Lam
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. August 2022, 19(3): 030901.
Paper No: JEECS-21-1093
https://doi.org/10.1115/1.4051802
Published Online: August 4, 2021
...) approach is proposed to estimate the discharge capacity of LIBs. The parameters such as the voltage, current, temperature, and charge/discharge capacity are recorded from a battery management system (BMS) at various stages of the charge–discharge cycles. The experiments are conducted to obtain the data...
View Article titled, A Hybrid Convolutional Neural Network-Long Short Term Memory for Discharge Capacity Estimation of Lithium-Ion Batteries
Open the PDF for A Hybrid Convolutional Neural Network-Long Short Term Memory for Discharge Capacity Estimation of Lithium-Ion Batteries in another window
Topics: Batteries, Lithium-ion batteries, Electric vehicles, Temperature, Cycles, Trains
Journal Articles

Overdischarge Detection and Prevention With Temperature Monitoring of Li-Ion Batteries and Linear Regression-Based Machine Learning

Bing Li, Casey M. Jones, Vikas Tomar
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. November 2021, 18(4): 040905.
Paper No: JEECS-21-1041
https://doi.org/10.1115/1.4051296
Published Online: June 14, 2021
... circuit voltage (OCV) and cell temperature was used in the development of the linear regression-based machine learning algorithm. The peak temperature was selected as the indicator of battery end of discharge. A battery management system (BMS) using a pyboard microcontroller was constructed to monitor...
View Article titled, Overdischarge Detection and Prevention With Temperature Monitoring of Li-Ion Batteries and Linear Regression-Based Machine Learning
Open the PDF for Overdischarge Detection and Prevention With Temperature Monitoring of Li-Ion Batteries and Linear Regression-Based Machine Learning in another window
Topics: Batteries, Cycles, Lithium-ion batteries, Machine learning, Temperature, Circuits, Testing