Predictive Maintenance for battery cells using LSTMs

Oussama Bastamy

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Data Scientist

Data Engineer

Software Engineer

Jupyter Notebook

Python

PyTorch

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.

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Clients

Serma Technologies

Tags

Data Scientist

Data Engineer

Software Engineer

Jupyter Notebook

Python

PyTorch

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