Machine learning-assisted materials development and device management in batteries and supercapacitors: performance comparison and challenges

This review compares machine learning approaches for property prediction of materials, optimization, and energy storage device health estimation. Current challenges and prospects for high-impact areas in machine learning research are highlighted.