Diagnosing various failures of lithium-ion batteries using artificial neural network enhanced by likelihood mapping

•Failure diagnosis of lithium ion batteries (LIB) using machine learning (ML) model.•Likelihood mapping (LM) using probability distribution functions improves ML model.•LM approach enables failure diagnosis with partial charging data from smartphones.•LM-assisted ML model can be used to make pre-warning before battery explosion.