Breaking the Fabrication Determined Resolution Limit of Photonic Crystal Wavemeter by Machine Learning

By utilizing random localization patterns as training data for machine learning, we achieved a 0.2-nm wavelength resolution with a fabricated photonic crystal wavemeter, which greatly exceeds the limit imposed by the fabrication.