Early Prediction of the Failure Probabilitydistribution for Energy Storage Technologiesdriven By Domain-Knowledge-Informed Machinelearning

There is a growing focus on sustainable energy sources and storage systems. The challenge with such emerging systems is their need to be warrantied for around 15 years with just a year of early testing. This requires accurate data extrapolation and estimation of the failure distribution. Physics-bas