Machine-learning techniques used to accurately predict battery life

Data-driven prediction of battery cycle life before capacity degradation

(2019) Kristen A. Severson et al.   Nature Energy

A quick on-line state of health estimation method for Li-ion battery with incremental capacity curves processed by Gaussian filter

(2018) Yi Li et al.   JOURNAL OF POWER SOURCES

State of health battery estimator enabling degradation diagnosis: Model and algorithm description

(2017) Matthieu Dubarry et al.   JOURNAL OF POWER SOURCES

Online state of health estimation on NMC cells based on predictive analytics

(2016) Maitane Berecibar et al.   JOURNAL OF POWER SOURCES

Critical review of state of health estimation methods of Li-ion batteries for real applications

(2016) M. Berecibar et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Synthesize battery degradation modes via a diagnostic and prognostic model

(2012) Matthieu Dubarry et al.   JOURNAL OF POWER SOURCES