Automatized convergence of optoelectronic simulations using active machine learning

作者：Rouet Leduc Bertrand^*; Hulbert Claudia; Barros Kipton; Lookman Turab; Humphreys Colin J

来源：Applied Physics Letters, 2017, 111(4): 043506.

DOI：10.1063/1.4996233

A fundamental problem of optoelectronic simulations is to achieve convergence. We use statistical analysis and machine learning to effectively guide the selection of the next device to be examined based upon the expected convergence of the simulation. This active learning strategy rapidly constructs a model that predicts Poisson-Schrodinger simulations of devices and that simultaneously produces fully converged simulations. Published by AIP Publishing.

• 出版日期2017-7-24