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Machine learning-accelerated exploration on element doping-triggering material performance improvement for energy conversion and storage applications

Hao Wang, Yue Zhu, Jinliang Li, Xinjuan Liu, Yongchao Ma, Ye‐Feng Yao, Jie Zhang, Likun Pan

2025Journal of Materials Chemistry A18 citationsDOI

Abstract

The prediction performances of machine learning in the field of element-doped materials for energy conversion and storage applications are summarized.

Topics & Concepts

DopingElement (criminal law)Materials scienceEnergy storageComputer scienceProcess engineeringEngineeringOptoelectronicsPhysicsLawQuantum mechanicsPolitical sciencePower (physics)Machine Learning in Materials ScienceAdvancements in Battery MaterialsFuel Cells and Related Materials
Machine learning-accelerated exploration on element doping-triggering material performance improvement for energy conversion and storage applications | Litcius