We have two approaches in our research - the empirical model and the mechanistic model. The empirical model generates life prediction from accelerated degradation test data, while the mechanistic model relates life prediction to changes in battery materials. Our approach provides an independent measure of battery life so we don't have to rely on what battery manufacturers tell us.

-Dan Doughty

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