GNSS-R Soil Moisture Retrieval Based on a XGboost Machine Learning Aided Method: Performance and Validation
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Title
GNSS-R Soil Moisture Retrieval Based on a XGboost Machine Learning Aided Method: Performance and Validation
Authors
Keywords
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Journal
Remote Sensing
Volume 11, Issue 14, Pages 1655
Publisher
MDPI AG
Online
2019-07-11
DOI
10.3390/rs11141655
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- Wetland monitoring with Global Navigation Satellite System reflectometry
- (2017) Son V. Nghiem et al. Earth and Space Science
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- (2016) Christopher S. Ruf et al. BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY
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- (2013) Scott Gleason IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
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