Power consumption prediction model for data transmission of ship network communication interface
Design a power consumption prediction model for ship network communication interface data transmission to address the issue of complex network environments and low accuracy in predicting power consumption.The ship network communication data transmission model consists of a transport layer,network layer,data link layer,etc.The ship network communication interface is located at the data link layer as an optical fiber medium for data transmission in the ship network.The total power consumption of ship network communication interface data transmission is composed of dynamic power consumption,idle power consumption,and leakage power consumption.Using the exponential average prediction algorithm and introducing differential adjustment factors,a data transmission power consumption prediction model is constructed.Us-ing weight coefficients to measure the degree of deviation between the predicted true and predicted power consumption of communication interfaces,achieving accurate prediction of power consumption of ship network communication interfaces.The model test results show that the model can effectively predict the data transmission power consumption of ship network communication interfaces,and the mean square error of data transmission power consumption prediction is less than 0.04.
ship networkcommunication interfacedata transmissionpower consumption prediction modeldata link layerindex average prediction