Abstract: Disclosed are an adaptive deep learning-based intelligent prediction method, apparatus, and device for a complex industrial system, and a storage medium. The method includes establishing a dynamic model for a complex industrial system; establishing an offline deep learning prediction model using the dynamic model; establishing an online deep learning prediction model using the offline deep learning prediction model; establishing a deep learning correction model based on a structure that is the same as a structure of the online deep learning prediction model; and correcting the online deep learning prediction model using the deep learning correction model; where the online deep learning prediction model predicts a parameter of the complex industrial system in real time.