Abstract Coincident Geostationary Lightning Mapper (GLM) and National Detection Network (NLDN) observations are used to build a generator of realistic lightning optical signal in the perspective simulate Imager (LI) from European NLDN-like observations. Characteristics GLM NLDN flashes train different machine-learning (ML) models, which predict simulated pseudo-GLM flash extent, duration, event...