Decomposing Satellite-Based Classification Uncertainties in Large Earth Science Datasets
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2022.3152516
Abstract: Collection of increasingly voluminous multi-spectral data from multiple instruments with high spatial resolution has posed both an opportunity and a challenge for maximizing their utilization, analysis, and impact. Obtaining accurate estimates of precipitation globally with… read more here.
Keywords: satellite based; classification; precipitation type; decomposing satellite ... See more keywords
A Revised Bourgouin Precipitation-Type Algorithm
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DOI: 10.1175/waf-d-20-0118.1
Abstract: Using vertical temperature profiles obtained from upper-air observations or numerical weather prediction models, the Bourgouin technique calculates areas of positive melting energy and negative refreezing energy for determining precipitation type. Energies are proportional to the… read more here.
Keywords: layer; energy; precipitation type; technique ... See more keywords
Forecast of Winter Precipitation Type Based on Machine Learning Method
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DOI: 10.3390/e25010138
Abstract: A winter precipitation-type prediction is a challenging problem due to the complexity in the physical mechanisms and computability in numerical modeling. In this study, we introduce a new method of precipitation-type prediction based on the… read more here.
Keywords: precipitation type; winter precipitation; machine learning; precipitation ... See more keywords