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Embedded strategy for battery module states estimation using tiny machine learning models

delete2026-01-23
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OA
AI
S
Spyridon Giazitzis *
J
Jack Ferrari
A
Antoni J. Woss
S
Susheel Badha
F
Filippo Rosetti
E
Emanuèle Ogliari
DOI:10.1016/j.est.2026.120673delete
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摘要

摘要

En 中文
• TinyML model optimization via neural projection for embedded SoC/SoH smart sensing. • Variable-length SoH models using partial-charge ICA curves and voltage data • End-to-end BMS framework scaling SoC/SoH from cell to module in real system
Keyword:
State of charge
State of health
TinyML
Embedded machine learning
Cell-to-module
Model optimization
AI总结

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期刊

Journal of Energy Storage 封面图
Journal of Energy Storage
IF:
9.8
论文数:
2.3W
被引数:
10.1W

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infineon technologies
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mathworks
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politecnico di milano
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