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Canonical correlation analysis

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Pattern-Based Downscaling Of Snowpack Variability In The Western United States, Nicolas Gauthier, Kevin J. Anchukaitis, Bethany Coulthard Jan 2021

Pattern-Based Downscaling Of Snowpack Variability In The Western United States, Nicolas Gauthier, Kevin J. Anchukaitis, Bethany Coulthard

Geoscience Faculty Publications

The decline in snowpack across the western United States is one of the most pressing threats posed by climate change to regional economies and livelihoods. Earth system models are important tools for exploring past and future snowpack variability, yet their coarse spatial resolutions distort local topography and bias spatial patterns of accumulation and ablation. Here, we explore pattern-based statistical downscaling for spatially-continuous interannual snowpack estimates. We find that a few leading patterns capture the majority of snowpack variability across the western US in observations, reanalyses, and free-running simulations. Pattern-based downscaling methods yield accurate, high resolution maps that correct mean and …