Exploring Deep Neural Networks to Retrieve Rain and Snow in High Latitudes Using Multisensor and Reanalysis Data
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Title
Exploring Deep Neural Networks to Retrieve Rain and Snow in High Latitudes Using Multisensor and Reanalysis Data
Authors
Keywords
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Journal
WATER RESOURCES RESEARCH
Volume 54, Issue 10, Pages 8253-8278
Publisher
American Geophysical Union (AGU)
Online
2018-10-12
DOI
10.1029/2018wr023830
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Note: Only part of the references are listed.- Accounting for spatiotemporal errors of gauges: A critical step to evaluate gridded precipitation products
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