Predictive Maintenance for battery cells using LSTMs

Oussama Bastamy

Developed and implemented a predictive maintenance system for Lithium-Ion battery cells using LSTMs (deep learning) to predict damage % using the voltage signal during charging.
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Posted Dec 20, 2023

Developed a Predictive maintenance system for Lithium-Ion battery cells using LSTMs. Model inference is done on voltage signal registered while charging.

Vision model for damage extent prediction
Vision model for damage extent prediction
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