As a member of Professor Simon Onori's lab group in 2020, I pursued an independent study that investigated data-driven methods for analyzing capacity degradation of Li-ion cells. I first demonstrated proof-of-concept ML methods on Remaining-Useful-Life prediction on the Oxford Battery Degradaion dataset. I then began collecting real-life characterization data on LGChem cells in the labotary, and I had just started collecting degradation data on these cells to validate my methodology on...then a global pandemic hit and forced a pause on my work.
Nonetheless, this slide deck shows my methodology and results for RUL prediction. This short slide deck describes the results characterization study I did on the LGChem cells.
Github code here.