Abstract -- Focused on the Hoko Bridge located at I-Lan , the structural response was trained and learned by neural network algorithm in this study. The optimal model under seismic excitation was identified. Based on the optimal network model, the time-varying characteristics of the bridge was derived through the recurrence relationship in back propagation neural networks.