The invention discloses a
satellite-ground
laser communication short window gamma-gamma turbulence parameter prediction method, and belongs to the technical field of
satellite-ground
laser communication and atmospheric turbulence
channel parameter prediction. According to the method, aiming at the problems of strong dependence on a long observation window, great deterioration of prediction precision under a short window scene and insufficient robustness under a low
signal-to-
noise ratio condition in a traditional method, a
satellite-to-ground
optical link short window observation model and a gamma-gamma channel
statistical model are established, short window training data with
time correlation are constructed, and a satellite-to-ground
optical link short window prediction model is established. And designing a short-window gamma-gamma network, extracting
time domain features through a
convolution trunk, realizing parameter joint prediction under physical constraints in combination with a
flicker index physical regularization auxiliary head, and outputting a gamma-gamma distribution parameter prediction value. According to the method, parameter prediction with relatively high precision and relatively good stability can be realized under the conditions of a short observation window and a low
signal-to-
noise ratio, and the method can be used for turbulent channel state characterization of a satellite-ground
laser communication receiving end.