Considering that uncertain dwell disturbances often occur at metro stations. researchers have proposed many methods for solving the train timetable rescheduling (TTR) problem. This paper proposes a Modified Genetic Algorithm-Gate Recurrent Unit (MGA-GRU) method. which is a real-time TTR method based on deep learning. https://herbsdailyes.shop/product-category/table-paper/