calce
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Q-Learning based hybrid energy storage system (battery + supercapacitor) power management for electric vehicles. Streamlit dashboard with live vehicle animation and 5 driving scenarios.
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May 23, 2026 - Python
Predicting lithium-ion battery State of Health (SOH) from the CALCE CS2 cycling dataset using Linear Regression, Random Forest, and Gradient Boosting, validated with Leave-One-Battery-Out cross-validation across 6 cells and 5,662 cycles. Includes full preprocessing pipeline, feature ablation study, and write-up.
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Aug 25, 2026 - Jupyter Notebook
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