Author

Ze-Hua Sun

2 papers indexed here

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Open access Sep 2026

Ensemble Network-State Forecasting for Remote Fault Diagnosis Using Transformer and Ridge Regression

Remote fault-diagnosis services in dynamic edge–cloud environments depend on timely monitoring-data upload, remote inference, and result delivery, making their communication layer sensitive to variations in available bandwidth, link latency, and packet loss rate. This study addresses the network-state forecasting layer...

Ze-Hua Sun, Yan-Cai Xiao, Hai-Kuo Shen et al. · Machines · 0 citations

#artificial intelligence Preprint Sep 2026

Horizon-specific Expert Fusion for Photovoltaic Power Forecasting

This study develops a hierarchical ensemble that combines temporal neural models, historical analogs, state climatology, and gradient-boosted trees to support horizon-specific combination as a useful forecasting strategy while showing that its advantage over strong individual models depends on the dataset and evaluatio...

Yu-Qing Xu, Li-Guo Zhou, Ze-Hua Sun et al. · 0 citations