Method and System for Dynamic Generation of High-Resolution Climate Projections
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United States of America
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Mar 6, 2025
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Sep 6, 2023
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Sep 6, 2023
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Abstract
Dynamic generation of climate projections is provided. The method comprises receiving past climate data of a first spatial resolution. The past climate data of the first spatial resolution is converted to past climate data of a second spatial resolution. A machine learning model is trained with a deep learning algorithm with a training set of the data to generate a trained model object that maps a relationship between the past climate data of the first spatial resolution and the first climate data of the second spatial resolution. The trained model object is validated with a validation set of the data. The trained model object is applied to climate projections of the second spatial resolution to generate climate projections of the first spatial resolution.
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