High-capacity and large-sized batteries are widely employed in electric vehicles and energy storage systems. The surface temperature (ST) field of these batteries is usually maldistributed and unmeasurable in practice, which brings great challenges to temperature safety monitoring. Thus, this paper rebuilds the lumped thermal model and proposes a KF (Kalman filter)-MLP (multi-layer perception) joint estimation algorithm to reconstruct the two-dimensional (2D) ST field of lithium-ion batteries (LIBs).

DOI Link: 
10.21227/8xt6-7n97
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[1] Xiao Qi, "Appendix of Paper Surface Temperature Field Reconstruction of Lithium-ion Batteries Toward Lumped Thermal Model Based KF-MLP Estimation Algorithm", IEEE Dataport, 2024. [Online]. Available: http://dx.doi.org/10.21227/8xt6-7n97. Accessed: Dec. 02, 2024.
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doi = {10.21227/8xt6-7n97},
url = {http://dx.doi.org/10.21227/8xt6-7n97},
author = {Xiao Qi },
publisher = {IEEE Dataport},
title = {Appendix of Paper Surface Temperature Field Reconstruction of Lithium-ion Batteries Toward Lumped Thermal Model Based KF-MLP Estimation Algorithm},
year = {2024} }
TY - DATA
T1 - Appendix of Paper Surface Temperature Field Reconstruction of Lithium-ion Batteries Toward Lumped Thermal Model Based KF-MLP Estimation Algorithm
AU - Xiao Qi
PY - 2024
PB - IEEE Dataport
UR - 10.21227/8xt6-7n97
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Xiao Qi. (2024). Appendix of Paper Surface Temperature Field Reconstruction of Lithium-ion Batteries Toward Lumped Thermal Model Based KF-MLP Estimation Algorithm. IEEE Dataport. http://dx.doi.org/10.21227/8xt6-7n97
Xiao Qi, 2024. Appendix of Paper Surface Temperature Field Reconstruction of Lithium-ion Batteries Toward Lumped Thermal Model Based KF-MLP Estimation Algorithm. Available at: http://dx.doi.org/10.21227/8xt6-7n97.
Xiao Qi. (2024). "Appendix of Paper Surface Temperature Field Reconstruction of Lithium-ion Batteries Toward Lumped Thermal Model Based KF-MLP Estimation Algorithm." Web.
1. Xiao Qi. Appendix of Paper Surface Temperature Field Reconstruction of Lithium-ion Batteries Toward Lumped Thermal Model Based KF-MLP Estimation Algorithm [Internet]. IEEE Dataport; 2024. Available from : http://dx.doi.org/10.21227/8xt6-7n97
Xiao Qi. "Appendix of Paper Surface Temperature Field Reconstruction of Lithium-ion Batteries Toward Lumped Thermal Model Based KF-MLP Estimation Algorithm." doi: 10.21227/8xt6-7n97