Integration of dynamic rainfall data with environmental factors to forecast debris flow using an improved GMDH model

► We introduce SA and GA into the GMDH model to improve performance. ► We create a SAGA-GMDH model to predict debris flow hazard. ► The model was better than BP and ANFIS. ► The experiment results validate the effectiveness of the presented method.