Using machine learning to screen non-graphite carbon materials based on Na-ion storage properties
Xiaoxu Liu, Tian Wang, Tianyi Ji, Hui Wang, Hui Liu, Junqi Li, Dongliang Chao
Abstract
Study of non-graphite carbon materials for sodium ion batteries. A structure–property relationship database was analyzed and applied with machine learning.
Topics & Concepts
GraphiteCarbon fibersMaterials scienceIonSodiumProperty (philosophy)Chemical engineeringNanotechnologyComposite materialChemistryMetallurgyEngineeringOrganic chemistryComposite numberPhilosophyEpistemologyAdvancements in Battery MaterialsGraphene research and applicationsAdvanced Battery Materials and Technologies