Figure 4 | Scientific Reports

Figure 4

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

Figure 4

Comparison between the simulation of an initial LED structure (top row) with the simulation of an LED structure optimised by the machine learning algorithm (bottom row).

Left: EL Internal quantum efficiency (IQE) as a function of current density. Right: Radiative recombination rate through the active region, at a current density of 75 A/cm2. The p-side is towards the left. The optimised structure has wider wells, that are getting shallower (less In) towards the p-side.

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