An evaluation of the thermal behaviour of a lithium-ion battery pack with a combination of pattern-based artificial neural networks (PBANN) and numerical simulation

2022 ◽  
Vol 47 ◽  
pp. 103920
Author(s):  
Mehrdad Mesgarpour ◽  
Massoud Mir ◽  
Rasool Alizadeh ◽  
Javad Mohebbi Najm Abad ◽  
Ehsan Pooladi Borj
Keyword(s):  
Numerical Simulation ◽  
Neural Networks ◽  
Artificial Neural Networks ◽  
Lithium Ion Battery ◽  
Thermal Behaviour ◽  
Lithium Ion ◽  
Battery Pack ◽  
Artificial Neural

The Numerical Simulation of Thermal Abuse and Runaway in Lithium Ion Battery Pack

2021 ◽  
Vol 105 (1) ◽  
pp. 549-559
Author(s):  
Petr Vyroubal ◽  
Tomas Kazda ◽  
Martin Mačák
Keyword(s):  
Numerical Simulation ◽  
Lithium Ion Battery ◽  
Computer Simulations ◽  
Science And Technology ◽  
Lithium Ion ◽  
Battery Pack ◽  
Experimental Measurements ◽  
The Real ◽  
Charging And Discharging Processes ◽  
Real Test

Computer simulations today play an important role in the field of science and technology. The same is true in the field of electrochemistry, where they are used mainly to model the charging and discharging processes in various types of batteries, at the various loads and temperature processes associated with it. This article deals with the possibility of modeling thermal abuse, which subsequently leads to the thermal runaway effect in a lithium ion battery pack. The simulation is accompanied by experimental measurements and comparison of the original results from the real test and simulation.

scholarly journals Artificial Neural Networks for Chemistry Representation in Numerical Simulation of the Flamelet-Based Models for Turbulent Combustion

IEEE Access ◽  
2020 ◽  
Vol 8 ◽  
pp. 80020-80029
Author(s):  
Jiarui Zhang ◽  
Honglan Huang ◽  
Zhixun Xia ◽  
Likun Ma ◽  
Yifan Duan ◽  
...  
Keyword(s):  
Numerical Simulation ◽  
Neural Networks ◽  
Artificial Neural Networks ◽  
Turbulent Combustion ◽  
Artificial Neural
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