Chao He

Fast Probabilistic Wind Power Forecasting via One-Step Consistency Distillation and Memory-Efficient CRPS Optimization

Grid operators scheduling wind power act on the width of the predicted distribution, and diffusion-based forecasters have reported strong accuracy on wind benchmarks. That accuracy can come from a sampling chain of a hundred or more evaluations per member, with reported implementations incurring multi-second latency pe...