Estimation of soil moisture with SAR data in large area based on support vector regression

Support Vector ◽

Large Area ◽

Estimation of Soil Moisture in Vegetation-Covered Floodplains with Sentinel-1 SAR Data Using Support Vector Regression

PFG – Journal of Photogrammetry Remote Sensing and Geoinformation Science ◽

10.1007/s41064-018-0045-4 ◽

2018 ◽

Vol 86 (2) ◽

pp. 85-101 ◽

Cited By ~ 8

Author(s):

Ann-Kathrin Holtgrave ◽

Michael Förster ◽

Felix Greifeneder ◽

Claudia Notarnicola ◽

Birgit Kleinschmit

Keyword(s):

Soil Moisture ◽

Support Vector ◽

Assessing the Potential of Space‐borne C‐band SAR Data for Spatial Soil Moisture Information over a Large Area

Geocarto International ◽

10.1080/10106040408542300 ◽

2004 ◽

Vol 19 (1) ◽

pp. 65-75 ◽

Cited By ~ 2

Author(s):

Shakil Ahmad Romshoo ◽

Katumi Musiake

Keyword(s):

Soil Moisture ◽

Large Area ◽

2020 XXXIIIrd General Assembly and Scientific Symposium of the International Union of Radio Science ◽

SWE retrieval in Alpine areas with high-resolution COSMO-SkyMed X-band SAR data using Artificial Neural Networks and Support Vector Regression techniques

10.23919/ursigass49373.2020.9232247 ◽

2020 ◽

Author(s):

Emanuele Santi ◽

Simonetta Paloscia ◽

Simone Pettinato ◽

Ludovica De Gregorio ◽

Giovanni Cuozzo ◽

...

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

High Resolution ◽

Support Vector ◽

X Band ◽

Regression Techniques ◽

Artificial Neural ◽

Large-Area Soil Moisture Estimation Using Multi-Incidence-Angle RADARSAT-1 SAR Data

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2009.2018448 ◽

2009 ◽

Vol 47 (8) ◽

pp. 2528-2535 ◽

Cited By ~ 91

Author(s):

H.S. Srivastava ◽

P. Patel ◽

Y. Sharma ◽

R.R. Navalgund

Keyword(s):

Soil Moisture ◽

Incidence Angle ◽

Large Area ◽

Sar Data ◽

Moisture Estimation

Multi-Objective Parameter Optimization in Support Vector Regression: General Formulation and Application to the Retrieval of Soil Moisture From Remote Sensing Data

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ◽

10.1109/jstars.2012.2197178 ◽

2012 ◽

Vol 5 (5) ◽

pp. 1495-1508 ◽

Cited By ~ 18

Author(s):

L. Pasolli ◽

C. Notarnicola ◽

L. Bruzzone

Keyword(s):

Remote Sensing ◽

Soil Moisture ◽

Parameter Optimization ◽

Remote Sensing Data ◽

Support Vector ◽

Sensing Data ◽

Multi Objective ◽

Objective Parameter

Estimating Soil Moisture With the Support Vector Regression Technique

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2011.2156759 ◽

2011 ◽

Vol 8 (6) ◽

pp. 1080-1084 ◽

Cited By ~ 46

Author(s):

Luca Pasolli ◽

Claudia Notarnicola ◽

Lorenzo Bruzzone

Keyword(s):

Soil Moisture ◽

Regression Technique ◽

Support Vector

2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS) ◽

Estimation of soil moisture from airborne hyperspectral imagery with support vector regression

10.1109/whispers.2013.8080716 ◽

2013 ◽

Cited By ~ 4

Author(s):

Jelena Stamenkovic ◽

Devis Tuia ◽

Frank de Morsier ◽

Maurice Borgeaud ◽

Jean-Philippe Thiran

Keyword(s):

Soil Moisture ◽

Hyperspectral Imagery ◽

Support Vector

Crop backscatter modeling and soil moisture estimation with support vector regression

2014 IEEE Geoscience and Remote Sensing Symposium ◽

10.1109/igarss.2014.6947166 ◽

2014 ◽

Author(s):

Jelena Stamenkovic ◽

Paolo Ferrazzoli ◽

Leila Guerriero ◽

Devis Tuia ◽

Jean-Philippe Thiran ◽

...

Keyword(s):

Soil Moisture ◽

Support Vector ◽

Moisture Estimation

Application of wavelet support vector regression on SAR data de-noising

Journal of Systems Engineering and Electronics ◽

10.3969/j.issn.1004-4132.2011.04.005 ◽

2011 ◽

Vol 22 (4) ◽

pp. 579-586

Author(s):

Yi Lin ◽

Shaoming Zhang ◽

Jianging Cai ◽

Nico Sneeuw

Keyword(s):

Support Vector ◽

Biomass retrieval based on genetic algorithm feature selection and support vector regression in Alpine grassland using ground-based hyperspectral and Sentinel-1 SAR data

European Journal of Remote Sensing ◽

10.1080/22797254.2021.1901063 ◽

2021 ◽

Vol 54 (1) ◽

pp. 209-225

Author(s):

Eugenia Chiarito ◽

Francesca Cigna ◽

Giovanni Cuozzo ◽

Giacomo Fontanelli ◽

Abraham Mejia Aguilar ◽

...

Keyword(s):

Genetic Algorithm ◽

Feature Selection ◽

Alpine Grassland ◽

Support Vector ◽