Purpose/Significance To construct a scientific decision-making framework for optimizing bed resources of public women and children's hospitals，so as to support refined bed management and high-quality hospital development. Method/Process The rel-evant data of each department of the hospital in 2024 are collected. The adjustment plan is formulated based on the bed evaluation indica-tors and the bed utilization model. The bed adjustment evaluation model is constructed by combining the multi-layer perceptron neuralnetwork，and its performance is evaluated using ROC curves. Result/Conclusion The utilization efficiency of beds in various depart-ments of the hospital varies significantly. The comprehensive analysis framework can provide references for the optimization of bed re-sources，but the prediction results of the model should be carefully interpreted in combination with the actual situation of the hospital.