Figure 1
From: Optimisation of GaN LEDs and the reduction of efficiency droop using active machine learning

Schematic of the LED that the learning algorithm was given the task to optimise.
Left: reference LED structure. Right: conduction band of the active region of the reference LED structure, at high current density (75 A/cm2).