among the them, the TCN can much more precisely seize the effects of various capabilities on ship Electrical power consumption; the GRU can superior characterize the cyclical craze of ship Vitality consumption; as well as the multi-head self-attention system can additional mine the relationship among functions and unexpected variations in ship Vita