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Open access Sep 2026

Flexible resource aggregation two-stage scheduling optimization model considering multiple uncertainties in the market environment

High shares of wind and photovoltaic (PV) generation increase the flexibility needed to balance uncertain net load. This study develops a two-stage robust capacity-planning model for controllable distributed generation, battery storage, and hydrogen energy storage under wind, PV, and load uncertainty. Upward and downwa...

Chao Zhang, Liang-Liang Chang, Peng Wei et al. · 0 citations
Open access Sep 2026

Collaborative short-term load forecasting with large and lightweight models under abrupt meteorological change scenarios

Dynamic meteorological fluctuations are a major source of forecasting bias and robustness degradation in short-term power load forecasting. In periods with frequent weather variability, abrupt temperature rises or drops can trigger local load mutations that are difficult for conventional models to capture accurately. T...

Jia-Xi Li, Jin-Jun Linghu, Peng Wei et al. · 0 citations

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