GenFocal uses probabilistic ML to downscale coarse climate projections to fine-scale weather events without paired training data and samples rare high-impact events more accurately than prior methods.
Statistics of extreme events in coarse-scale cli- mate simulations via machine learning correction operators trained on nudged datasets.arXiv preprint arXiv:2304.02117, 2023
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Regional climate risk assessment from climate models using probabilistic machine learning
GenFocal uses probabilistic ML to downscale coarse climate projections to fine-scale weather events without paired training data and samples rare high-impact events more accurately than prior methods.