Comparison of a novel machine learning approach with dynamical downscaling for Australian precipitation

Dynamical downscaling (DD), and machine learning (ML) based techniques have been widely applied to downscale global climate models and reanalyses to a finer spatiotemporal scale, but the relative performance of these two methods remains unclear. We implement an ML regression approach using a multi-l...

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Bibliographic Details
Main Authors: Nidhi Nishant, Sanaa Hobeichi, Steven Sherwood, Gab Abramowitz, Yawen Shao, Craig Bishop, Andy Pitman
Format: Article
Language:English
Published: IOP Publishing 2023-01-01
Series:Environmental Research Letters
Subjects:
Online Access:https://doi.org/10.1088/1748-9326/ace463