Soil Salinity Mapping Using SAR Sentinel-1 Data and Advanced Machine Learning Algorithms: A Case Study at Ben Tre Province of the Mekong River Delta (Vietnam)

Retrieving structural and chemical properties of individual tree crowns in a highly diverse tropical forest with 3D radiative transfer modeling and imaging spectroscopy

(2018) Matheus Pinheiro Ferreira et al.   REMOTE SENSING OF ENVIRONMENT

High resolution mapping of soil organic carbon stocks using remote sensing variables in the semi-arid rangelands of eastern Australia

(2018) Bin Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A Method for Automatic and Rapid Mapping of Water Surfaces from Sentinel-1 Imagery

(2018) Filsa Bioresita et al.   Remote Sensing

A WFS-SVM Model for Soil Salinity Mapping in Keriya Oasis, Northwestern China Using Polarimetric Decomposition and Fully PolSAR Data

(2018) Ilyas Nurmemet et al.   Remote Sensing

Improving Accuracy Estimation of Forest Aboveground Biomass Based on Incorporation of ALOS-2 PALSAR-2 and Sentinel-2A Imagery and Machine Learning: A Case Study of the Hyrcanian Forest Area (Iran)

(2018) Sasan Vafaei et al.   Remote Sensing

Soil salinity mapping using dual-polarized SAR Sentinel-1 imagery

(2018) Mohammad Mahdi Taghadosi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Quantitative assessment of soil salinity using multi-source remote sensing data based on the support vector machine and artificial neural network

(2018) Hong Jiang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Winter Sentinel-1 Backscatter as a Predictor of Spring Arctic Sea Ice Melt Pond Fraction

(2017) Randall K. Scharien et al.   GEOPHYSICAL RESEARCH LETTERS

A Systematic Approach for Variable Selection With Random Forests: Achieving Stable Variable Importance Values

(2017) Amir Behnamian et al.   IEEE Geoscience and Remote Sensing Letters

Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation

(2017) Katalin Blix et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Soil Moisture Estimation by SAR in Alpine Fields Using Gaussian Process Regressor Trained by Model Simulations

(2017) Jelena Stamenkovic et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Dissolved reactive phosphorus played a limited role in phosphorus transport via runoff, throughflow and leaching on contrasting cropping soils from southwest Australia

(2017) R. Sharma et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Methane emission from rice cultivation in different agro-ecological zones of the Mekong river delta: seasonal patterns and emission factors for baseline water management

(2017) Thi Bach Thuong Vo et al.   SOIL SCIENCE AND PLANT NUTRITION

Quantifying biomass consumption and carbon release from the California Rim fire by integrating airborne LiDAR and Landsat OLI data

(2017) Mariano Garcia et al.   Journal of Geophysical Research-Biogeosciences

Variable selection and prediction of uniaxial compressive strength and modulus of elasticity by random forest

(2017) S.S. Matin et al.   APPLIED SOFT COMPUTING

High Resolution Mapping of Soil Properties Using Remote Sensing Variables in South-Western Burkina Faso: A Comparison of Machine Learning and Multiple Linear Regression Models

(2017) Gerald Forkuor et al.   PLoS One

Study of an on-line measurement method for the salt parameters of soda-saline soils based on the texture features of cracks

(2016) Jianhua Ren et al.   GEODERMA

Spatiotemporal monitoring of soil salinization in irrigated Tadla Plain (Morocco) using satellite spectral indices

(2016) Abderrazak El Harti et al.   International Journal of Applied Earth Observation and Geoinformation

A novel hybrid artificial intelligent approach based on neural fuzzy inference model and particle swarm optimization for horizontal displacement modeling of hydropower dam

(2016) Kien-Trinh Thi Bui et al.   NEURAL COMPUTING & APPLICATIONS

Multitemporal and multiresolution leaf area index retrieval for operational local rice crop monitoring

(2016) Manuel Campos-Taberner et al.   REMOTE SENSING OF ENVIRONMENT

Land health surveillance and response: A framework for evidence-informed land management

(2015) Keith D. Shepherd et al.   AGRICULTURAL SYSTEMS

A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape

(2015) Kennedy Were et al.   ECOLOGICAL INDICATORS

Combination of proximal and remote sensing methods for rapid soil salinity quantification

(2015) Abdalsamad Abdalsatar Ali Aldabaa et al.   GEODERMA

Soil Salinity Characterization Using Polarimetric InSAR Coherence: Case Studies in Tunisia and Morocco

(2015) Meriem Barbouchi et al.   IEEE Journal of Selected Topics in Applied Earth Observations 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

Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree

(2015) Dieu Tien Bui et al.   Landslides

Mapping rice paddy extent and intensification in the Vietnamese Mekong River Delta with dense time stacks of Landsat data

(2015) Caitlin Kontgis et al.   REMOTE SENSING OF ENVIRONMENT

Review of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data

(2015) Iftikhar Ali et al.   Remote Sensing

Monitoring Soil Salinization in Keriya River Basin, Northwestern China Using Passive Reflective and Active Microwave Remote Sensing Data

(2015) Ilyas Nurmemet et al.   Remote Sensing

Resilience and shifts in agro-ecosystems facing increasing sea-level rise and salinity intrusion in Ben Tre Province, Mekong Delta

(2014) F. G. Renaud et al.   CLIMATIC CHANGE

Assessing soil salinity using soil salinity and vegetation indices derived from IKONOS high-spatial resolution imageries: Applications in a date palm dominated region

(2014) Amal Allbed et al.   GEODERMA

Mapping and Modelling Spatial Variation in Soil Salinity in the Al Hassa Oasis Based on Remote Sensing Indicators and Regression Techniques

(2014) Amal Allbed et al.   Remote Sensing

Modeling and Mapping of Soil Salinity with Reflectance Spectroscopy and Landsat Data Using Two Quantitative Methods (PLSR and MARS)

(2014) Said Nawar et al.   Remote Sensing

Estimating soil salinity in Pingluo County of China using QuickBird data and soil reflectance spectra

(2013) Ayetiguli Sidike et al.   International Journal of Applied Earth Observation and Geoinformation

A roller bearing fault diagnosis method based on hierarchical entropy and support vector machine with particle swarm optimization algorithm

(2013) Keheng Zhu et al.   MEASUREMENT

Speckle reduction in polarimetric SAR imagery with stochastic distances and nonlocal means

(2013) Leonardo Torres et al.   PATTERN RECOGNITION

Model-Based Integrated Methods for Quantitative Estimation of Soil Salinity from Hyperspectral Remote Sensing Data: A Case Study of Selected South African Soils

(2012) Z.E. MASHIMBYE et al.   PEDOSPHERE

Sentinel 1 SAR interferometry applications: The outlook for sub millimeter measurements

(2012) A. Rucci et al.   REMOTE SENSING OF ENVIRONMENT

Flattening Gamma: Radiometric Terrain Correction for SAR Imagery

(2011) David Small   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

A Spectral Index for Estimating Soil Salinity in the Yellow River Delta Region of China Using EO-1 Hyperion Data

(2010) Yong-Ling WENG et al.   PEDOSPHERE

Variable Importance Assessment in Regression: Linear Regression versus Random Forest

(2009) Ulrike Grömping   AMERICAN STATISTICIAN

A method of salt-affected soil information extraction based on a support vector machine with texture features

(2009) Simin Cai et al.   MATHEMATICAL AND COMPUTER MODELLING

Effect of Salinity on the Dielectric Properties of Geological Materials: Implication for Soil Moisture Detection by Means of Radar Remote Sensing

(2008) Yannick Lasne et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING