Data-driven discovery of carbonyl organic electrode molecules: machine learning and experiment

In this work, a universal strategy for the identification of high-performance OEMs for LIBs has been illustrated. The predicted molecule, naphthalene-1,4,5,8-tetraone, exhibits excellent electrochemical performance in terms of capacity and lifetime.