Author

Li-Guo Weng

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Open access Aug 2026

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...

Wen-Jie Cui, Xiao-Lei Zhou, Hai Wang et al. · Applied Sciences · 0 citations

Sep 2026

FedCSI: Profile-Driven Clustering and Cross-Scale Interaction for Heterogeneous Federated Graph Learning

The proliferation of interconnected devices in the Internet of Things (IoT) has driven the adoption of federated graph learning (FGL) to extract relational intelligence without compromising edge privacy. However, deploying FGL in real-world IoT environments faces a critical bottleneck: the extreme statistical and struc...

Xuan Li, Jun-Zhe Wang, Yi-Fan Fu et al. · IEEE Internet of Things Jour... · 0 citations