Deep-learning Models and Observing System Simulation Experiments of the Indonesian Throughflow

L30_zeta_1990 to L30_zeta_2019 are the 30-year SSH generated by the 30-layer PIOM, and L30_IS_vol_1990_2019 is the corresponding transport. L45_zeta_1990 to L45_zeta_2019 represent the 30-year SSH generated by the 45-layer PIOM, and L45_IS_vol_1990_2019 is the corresponding transport. The sequence of the 9 straits in the two transport files is JavaSea, Makassar, Maluku, Halmahera, Lombok, Sumbawa, Ombai, Timor and Torres. Main_Model is the Python code for the main deep learning model in this research.