Creating insights from Battery monitoring parameters (State-of-charge, battery cell voltages, temperature, etc.) to use with AI or model based.

So, in a new role currently and I decided to pursue the health monitoring and impending failures of batteries (Lithium Iron Phosphate, Lithium Ion and a few lead-acid as well) but having never done it before I am not so confident on my approach.

Currently what I have in mind is using the past battery data for a specific site, I would find out the variation in SOC during charging and discharging state and compare it with current day rates …

acid batteries battery datascience etc health insights lithium monitoring role state