Xinyao Xu

Demand Forecasting for Emergency Supplies in Public Health Emergencies via Multimodal Semantic Alignment and Joint Trend–Fluctuation Modeling

Demand forecasting for emergency supplies is critical for public health emergency response, but demand sequences are strongly affected by external factors such as epidemic progression, traffic control, medical resource adjustments, and weather conditions, leading to stage-wise drift, short-term surges, and recovery-sta...