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Author

De-Ming Xia

2 papers indexed here

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Open access Sep 2026

A hybrid LPMS-Transformer-ARFIMA framework for wind power forecasting with SPSO-based global hyperparameter optimization

The severe stochastic nature, multi-scale variations, and non-stationary characteristics typical of wind power temporal data creates substantial difficulties for reliable forecasting. To tackle these specific obstacles, this paper develops an advanced hybrid framework for wind power forecasting, VMD-PSO-LPMS-Transforme...

Zhen Huang, Kai-Yuan Hou, De-Ming Xia et al. · 0 citations
Conference Aug 2026

Diffusion-Enhanced Anomaly Perception for IoT-Enabled Fault Prediction in Multi-Center Power Dispatch Platforms

The high-availability operation of IoT-enabled geographically distributed multi-center power dispatch platforms demands reliable early fault perception from heterogeneous sensing and surveillance data to support proactive failover preparation and resilience management. However, two bottlenecks hinder this goal: visual...

Zhen Huang, Fei Peng, Kai-Yuan Hou et al. · 0 citations

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