Machine-learning enables nitrogen reduction reaction on transition metal doped C3B by controlling the charge states

The charge transfer and d-band center are key factors affecting the NRR performance of TM@C 3 B, both of which can be modulated by charge states. Thus, use of charge states in modeling electrochemical reactions represents a new design method.