Rapid ICU false alarm identification method

The invention relates to the technical field of ICU false alarm identification, and discloses a rapid ICU false alarm identification method comprising the following steps: collecting patient sign data to form patient sign index data; constructing a patient index data sample generation model by utilizing the generative adversarial network, and generating a large amount of patient sign index data by utilizing the patient index data sample generation model; constructing an ICU alarm identification model based on a probability graph theory; quickly optimizing the constructed ICU alarm recognition model by using a split gradient algorithm to obtain a trained and optimized ICU alarm recognition model; when a hospital system detects an alarm, patient sign index data of a patient related to the alarm are collected, the collected patient sign index data are input into the ICU alarm recognition model after training optimization, whether the model outputs a false alarm or not is judged, if the alarm is not the false ala