In recent years，the increasing frequency of extreme weather events poses a serious threat to the secure operation of distribution networks.To improve the accuracy of typhoon-induced hazard intensity forecasting，an LSTM network enhanced with multi-scale attention （LSTM-MSA ） is developed，which overcomes the deficiency of the traditional LSTM model that cannot capture the local attention mechanism.Building on this，a resilience-enhancement strategy is proposed that coordinates diverse flexible resources，including line reinforcement，tie-switch operation，wind power generation，and energy storage system control，to mitigate the impacts of typhoon disasters on the distribution network.Case studies on the IEEE 33-node and IEEE 69-node distribution systems demonstrate the feasibility and effectiveness of the proposed method，providing a new perspective and a practical solution for enhancing the robustness of urban distribution networks.