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Improving Infrared-Based Precipitation Retrieval Algorithms Using Multi-Spectral Satellite Imagery
Paperback
Series: Springer Theses
ISBN13: 9783319363325
Publisher: Springer Nature
Published: Sep 10 2016
Pages: 68
Weight: 0.31
Height: 0.19 Width: 6.14 Depth: 9.21
Language: English
This thesis transforms satellite precipitation estimation through the integration of a multi-sensor, multi-channel approach to current precipitation estimation algorithms, and provides more accurate readings of precipitation data from space.
Using satellite data to estimate precipitation from space overcomes the limitation of ground-based observations in terms of availability over remote areas and oceans as well as spatial coverage. However, the accuracy of satellite-based estimates still need to be improved.
The approach introduced in this thesis takes advantage of the recent NASA satellites in observing clouds and precipitation. In addition, machine-learning techniques are also employed to make the best use of remotely-sensed big data. The results provide a significant improvement in detecting non-precipitating areas and reducing false identification of precipitation.
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