Hidden Markov Models for Materials Discovery

The following is a brief description of the project using an HMM neural net to reveal chemical mechanisms behind battery cell charging with novel battery materials.

a. Problem: There is non-specific chemical redox occurring in electrode during charging…

b. Solution: Use an HMM neural net to find underlying hidden chemical states that can be driving the overall charge profile