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Kai-Yuan Hou

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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

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