[DOWNLOAD] "Improving Infrared-Based Precipitation Retrieval Algorithms Using Multi-Spectral Satellite Imagery" by Nasrin Nasrollahi # Book PDF Kindle ePub Free
eBook details
- Title: Improving Infrared-Based Precipitation Retrieval Algorithms Using Multi-Spectral Satellite Imagery
- Author : Nasrin Nasrollahi
- Release Date : January 07, 2014
- Genre: Earth Sciences,Books,Science & Nature,Physics,
- Pages : * pages
- Size : 2861 KB
Description
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.