among the them, the TCN can more correctly seize the effects of different functions on ship Electricity consumption; the GRU can much better characterize the cyclical pattern of ship energy consumption; and also the multi-head self-notice system can additional mine the connection between options and sudden modifications in ship Electricity consumpt