GNSS-R Soil Moisture Retrieval Based on a XGboost Machine Learning Aided Method: Performance and Validation
出版年份 2019 全文链接
标题
GNSS-R Soil Moisture Retrieval Based on a XGboost Machine Learning Aided Method: Performance and Validation
作者
关键词
-
出版物
Remote Sensing
Volume 11, Issue 14, Pages 1655
出版商
MDPI AG
发表日期
2019-07-11
DOI
10.3390/rs11141655
参考文献
相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。- Identifying 2010 Xynthia Storm Signature in GNSS-R-Based Tide Records
- (2019) Phuong Lan Vu et al. Remote Sensing
- Random forest–based estimation of heavy metal concentration in agricultural soils with hyperspectral sensor data
- (2019) Kun Tan et al. ENVIRONMENTAL MONITORING AND ASSESSMENT
- Comparison of Support Vector Machine and Extreme Gradient Boosting for predicting daily global solar radiation using temperature and precipitation in humid subtropical climates: A case study in China
- (2018) Junliang Fan et al. ENERGY CONVERSION AND MANAGEMENT
- Soil Moisture Sensing Using Spaceborne GNSS Reflections: Comparison of CYGNSS Reflectivity to SMAP Soil Moisture
- (2018) C. C. Chew et al. GEOPHYSICAL RESEARCH LETTERS
- GEO-Satellite-Based Reflectometry for Soil Moisture Estimation: Signal Modeling and Algorithm Development
- (2018) Wei Ban et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- CYGNSS data map flood inundation during the 2017 Atlantic hurricane season
- (2018) Clara Chew et al. Scientific Reports
- A Data-Driven Design for Fault Detection of Wind Turbines Using Random Forests and XGboost
- (2018) Dahai Zhang et al. IEEE Access
- Sensitivity of CyGNSS Bistatic Reflectivity and SMAP Microwave Radiometry Brightness Temperature to Geophysical Parameters Over Land Surfaces
- (2018) IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Lake Level and Surface Topography Measured with Spaceborne GNSS‐Reflectometry from CYGNSS Mission: Example for the Lake Qinghai
- (2018) Weiqiang Li et al. GEOPHYSICAL RESEARCH LETTERS
- Impact of the Elevation Angle on CYGNSS GNSS-R Bistatic Reflectivity as a Function of Effective Surface Roughness over Land Surfaces
- (2018) Hugo Carreno-Luengo et al. Remote Sensing
- Sensitivity of TDS-1 GNSS-R Reflectivity to Soil Moisture: Global and Regional Differences and Impact of Different Spatial Scales
- (2018) Adriano Camps et al. Remote Sensing
- Short-Term Load Forecasting Using EMD-LSTM Neural Networks with a Xgboost Algorithm for Feature Importance Evaluation
- (2017) Huiting Zheng et al. Energies
- First spaceborne phase altimetry over sea ice using TechDemoSat-1 GNSS-R signals
- (2017) Weiqiang Li et al. GEOPHYSICAL RESEARCH LETTERS
- Wetland monitoring with Global Navigation Satellite System reflectometry
- (2017) Son V. Nghiem et al. Earth and Space Science
- New Ocean Winds Satellite Mission to Probe Hurricanes and Tropical Convection
- (2016) Christopher S. Ruf et al. BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY
- First spaceborne observation of sea surface height using GPS-Reflectometry
- (2016) Maria Paola Clarizia et al. GEOPHYSICAL RESEARCH LETTERS
- Demonstrating soil moisture remote sensing with observations from the UK TechDemoSat-1 satellite mission
- (2016) Clara Chew et al. GEOPHYSICAL RESEARCH LETTERS
- Estimation of Surface Characteristics Using GNSS LH-Reflected Signals: Land Versus Water
- (2016) Yan Jia et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Detection of Soil Moisture Variations Using GPS and GLONASS SNR Data for Elevation Angles Ranging From 2° to 70°
- (2016) Nicolas Roussel et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Tsunami Detection and Parameter Estimation From GNSS-R Delay-Doppler Map
- (2016) Qingyun Yan et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- On the short-term temporal variations of GNSS receiver differential phase biases
- (2016) Baocheng Zhang et al. JOURNAL OF GEODESY
- Snow Depth Variations Estimated from GPS-Reflectometry: A Case Study in Alaska from L2P SNR Data
- (2016) Shuanggen Jin et al. Remote Sensing
- Spaceborne GNSS reflectometry for ocean winds: First results from the UK TechDemoSat-1 mission
- (2015) Giuseppe Foti et al. GEOPHYSICAL RESEARCH LETTERS
- Retrieval of Significant Wave Height and Mean Sea Surface Level Using the GNSS-R Interference Pattern Technique: Results From a Three-Month Field Campaign
- (2015) A. Alonso-Arroyo et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Soil Moisture Retrieval Using Neural Networks: Application to SMOS
- (2015) Nemesio J. Rodriguez-Fernandez et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Tutorial on Remote Sensing Using GNSS Bistatic Radar of Opportunity
- (2015) Valery U. Zavorotny et al. IEEE Geoscience and Remote Sensing Magazine
- GNSS-Reflectometry: Forest canopies polarization scattering properties and modeling
- (2014) Xuerui Wu et al. ADVANCES IN SPACE RESEARCH
- SAVERS: A Simulator of GNSS Reflections From Bare and Vegetated Soils
- (2014) Nazzareno Pierdicca et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Space-Based GNSS Scatterometry: Ocean Wind Sensing Using an Empirically Calibrated Model
- (2013) Scott Gleason IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Global Navigation Satellite Systems Reflectometry as a Remote Sensing Tool for Agriculture
- (2012) Alejandro Egido et al. Remote Sensing
- A physically-based inversion algorithm for retrieving soil moisture in passive microwave remote sensing
- (2011) Sungwook Hong et al. JOURNAL OF HYDROLOGY
- Soil water dynamics at a midlatitude test site: Field measurements and box modeling approaches
- (2011) Mara Baudena et al. JOURNAL OF HYDROLOGY
- Review of crop growth and soil moisture monitoring from a ground-based instrument implementing the Interference Pattern GNSS-R Technique
- (2011) N. Rodriguez-Alvarez et al. RADIO SCIENCE
- GNSS reflectometry and remote sensing: New objectives and results
- (2010) Shuanggen Jin et al. ADVANCES IN SPACE RESEARCH
- The Role of Probe Attenuation in the Time-Domain Reflectometry Characterization of Dielectrics
- (2010) P. Savi et al. ELECTROMAGNETICS
- Sensing vegetation growth with reflected GPS signals
- (2010) Eric E. Small et al. GEOPHYSICAL RESEARCH LETTERS
- Towards Sea Ice Remote Sensing with Space Detected GPS Signals: Demonstration of Technical Feasibility and Initial Consistency Check Using Low Resolution Sea Ice Information
- (2010) Scott Gleason Remote Sensing
- GPS Multipath and Its Relation to Near-Surface Soil Moisture Content
- (2009) Kristine M. Larson et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Add your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload NowBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started