Capacity-prediction models for organic anode-active materials of lithium-ion batteries: advances in predictors using small data

Abstract

Organic energy storage has attracted much interest enhance performances and save resource consumptions. If the performance predictors are prepared, the exploration of new compounds can be accelerated without consumptions of...

Efficient design and synthesis of an amorphous conjugated polymer network for a metal-free electrocatalyst of hydrogen evolution reaction

“…1d). [22][23][24][25][26][27] In SpM-S, the straightforward linear regression model is prepared using a small number of signicant descriptors. The descriptors are rst extracted using machine learning and then selected based on our chemical insight.…”