Integrating Remote Sensing and Landscape Characteristics to Estimate Soil Salinity Using Machine Learning Methods: A Case Study from Southern Xinjiang, China

AGA-SVR-based selection of feature subsets and optimization of parameter in regional soil salinization monitoring

(2020) Hongtao Xu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Soil salinity analysis of Urmia Lake Basin using Landsat-8 OLI and Sentinel-2A based spectral indices and electrical conductivity measurements

(2020) Taha Gorji et al.   ECOLOGICAL INDICATORS

Multi-algorithm comparison for predicting soil salinity

(2020) Fei Wang et al.   GEODERMA

Investigation of the spatial and temporal variation of soil salinity using random forests in the central desert of Iran

(2020) Hassan Fathizad et al.   GEODERMA

Convolution on neural networks for high-frequency trend prediction of cryptocurrency exchange rates using technical indicators

(2020) Saúl Alonso-Monsalve et al.   EXPERT SYSTEMS WITH APPLICATIONS

Machine-learning classification of debris-covered glaciers using a combination of Sentinel-1/-2 (SAR/optical), Landsat 8 (thermal) and digital elevation data

(2020) Haireti Alifu et al.   GEOMORPHOLOGY

Estimating and assessing second-order constructs using PLS-PM: the case of composites of composites

(2020) Florian Schuberth et al.   INDUSTRIAL MANAGEMENT & DATA SYSTEMS

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)

(2019) Pham Hoa et al.   Remote Sensing

Quantitative Estimation of Soil Salinity Using UAV-Borne Hyperspectral and Satellite Multispectral Images

(2019) Jie Hu et al.   Remote Sensing

Comparing Sentinel-2 MSI and Landsat 8 OLI in soil salinity detection: a case study of agricultural lands in coastal North Carolina

(2019) E. Davis et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Using Sentinel-1 Imagery for Soil Salinity Prediction Under the Condition of Coastal Restoration

(2019) Ren-Min Yang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Global mapping of soil salinity change

(2019) Konstantin Ivushkin et al.   REMOTE SENSING OF ENVIRONMENT

Fmask 4.0: Improved cloud and cloud shadow detection in Landsats 4–8 and Sentinel-2 imagery

(2019) Shi Qiu et al.   REMOTE SENSING OF ENVIRONMENT

Soil moisture retrieval from time series multi-angular radar data using a dry down constraint

(2019) Liujun Zhu et al.   REMOTE SENSING OF ENVIRONMENT

Characterising dryland salinity in three dimensions

(2019) Qingsong Jiang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Estimating the soil salinity over partially vegetated surfaces from multispectral remote sensing image using non-negative matrix factorization

(2019) Ya Liu et al.   GEODERMA

Capability of Sentinel-2 MSI data for monitoring and mapping of soil salinity in dry and wet seasons in the Ebinur Lake region, Xinjiang, China

(2019) Jingzhe Wang et al.   GEODERMA

Mapping soil salinity using spectral mixture analysis of landsat 8 OLI images to identify factors influencing salinization in an arid region

(2019) Alaa A. Masoud et al.   International Journal of Applied Earth Observation and Geoinformation

Mapping coastal wetland soil salinity in different seasons using an improved comprehensive land surface factor system

(2019) Yuan Chi et al.   ECOLOGICAL INDICATORS

Characterization of short-term salinity fluctuations in the Neretva River Delta situated in the southern Adriatic Croatia using Landsat-5 TM

(2019) Ivan Racetin et al.   ECOLOGICAL INDICATORS

Analyzing spatiotemporal characteristics of soil salinity in arid irrigated agro-ecosystems using integrated approaches

(2019) Dongyang Ren et al.   GEODERMA

Machine learning-based detection of soil salinity in an arid desert region, Northwest China: A comparison between Landsat-8 OLI and Sentinel-2 MSI

(2019) Jingzhe Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

The modeling of pasture conservation and of its impact on stream water quality using Partial Least Squares-Path Modeling

(2019) Caroline Fávaro Oliveira et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Satellite-derived vegetation temperature condition index to infer root zone soil moisture in semi-arid province of Rajasthan, India

(2019) N. R. Patel et al.   Geocarto International

Fine-Resolution Mapping of Soil Total Nitrogen across China Based on Weighted Model Averaging

(2019) Yue Zhou et al.   Remote Sensing

Improving TMPA 3B43 V7 Data Sets Using Land-Surface Characteristics and Ground Observations on the Qinghai–Tibet Plateau

(2018) Ziqiang Ma et al.   IEEE Geoscience and Remote Sensing Letters

Modeling variations in soil salinity in the oasis of Junggar Basin, China

(2018) Ligang Ma et al.   LAND DEGRADATION & DEVELOPMENT

Estimation of soil salt content (SSC) in the Ebinur Lake Wetland National Nature Reserve (ELWNNR), Northwest China, based on a Bootstrap-BP neural network model and optimal spectral indices

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

A partial least squares – Path modeling analysis for the understanding of biodiversity loss in rural and urban watersheds in Portugal

(2018) L.F. Sanches Fernandes et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Mapping Soil Salinity/Sodicity by using Landsat OLI Imagery and PLSR Algorithm over Semiarid West Jilin Province, China

(2018) Hao Yu et al.   SENSORS

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

Quantitative estimation of soil salinity by means of different modeling methods and visible-near infrared (VIS–NIR) spectroscopy, Ebinur Lake Wetland, Northwest China

(2018) Jingzhe Wang et al.   PeerJ

Estimating soil salinity from remote sensing and terrain data in southern Xinjiang Province, China

(2018) Jie Peng et al.   GEODERMA

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

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

Soil salinity prediction and mapping by machine learning regression in Central Mesopotamia, Iraq

(2018) Weicheng Wu et al.   LAND DEGRADATION & DEVELOPMENT

Soil Moisture Retrieval from the Chinese GF-3 Satellite and Optical Data over Agricultural Fields

(2018) Linlin Zhang et al.   SENSORS

Soil Salinity Mapping of Urban Greenery Using Remote Sensing and Proximal Sensing Techniques; The Case of Veale Gardens within the Adelaide Parklands

(2018) Hamideh Nouri et al.   Sustainability

Mapping Soil Alkalinity and Salinity in Northern Songnen Plain, China with the HJ-1 Hyperspectral Imager Data and Partial Least Squares Regression

(2018) Lin Bai et al.   SENSORS

Machine learning performance for predicting soil salinity using different combinations of geomorphometric covariates

(2017) Divan Vermeulen et al.   GEODERMA

Characterizing and modeling regional-scale variations in soil salinity in the arid oasis of Tarim Basin, China

(2017) Ligang Ma et al.   GEODERMA

Mapping soil salinity and a fresh-water intrusion in three-dimensions using a quasi-3d joint-inversion of DUALEM-421S and EM34 data

(2017) J. Huang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Learning Traffic as Images: A Deep Convolutional Neural Network for Large-Scale Transportation Network Speed Prediction

(2017) Xiaolei Ma et al.   SENSORS

Mapping soil salinity in 3-dimensions using an EM38 and EM4Soil inversion modelling at the reconnaissance scale in central Morocco

(2017) H. Dakak et al.   SOIL USE AND MANAGEMENT

Predicting total dissolved salts and soluble ion concentrations in agricultural soils using portable visible near-infrared and mid-infrared spectrometers

(2016) Jie Peng et al.   BIOSYSTEMS ENGINEERING

Using PLS path modeling in new technology research: updated guidelines

(2016) Jörg Henseler et al.   INDUSTRIAL MANAGEMENT & DATA SYSTEMS

Bootstrap prediction intervals for linear, nonlinear and nonparametric autoregressions

(2016) Li Pan et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

Soil moisture retrieval over irrigated grassland using X-band SAR data

(2016) Mohammad El Hajj et al.   REMOTE SENSING OF ENVIRONMENT

Assessing soil salinity using WorldView-2 multispectral images in Timpaki, Crete, Greece

(2016) D. D. Alexakis et al.   Geocarto International

Spatial modeling of soil salinity using multiple linear regression, ordinary kriging and artificial neural network methods

(2016) Mahmoud Shahabi et al.   Archives of Agronomy and Soil Science

Detecting soil salinity with MODIS time series VI data

(2015) Ting-Ting Zhang et al.   ECOLOGICAL INDICATORS

Regional-scale soil salinity assessment using Landsat ETM + canopy reflectance

(2015) Elia Scudiero et al.   REMOTE SENSING OF ENVIRONMENT

Monitoring and evaluating spatial variability of soil salinity in dry and wet seasons in the Werigan–Kuqa Oasis, China, using remote sensing and electromagnetic induction instruments

(2014) Jianli Ding et al.   GEODERMA

Soil Salinity Mapping by Multiscale Remote Sensing in Mesopotamia, Iraq

(2014) Weicheng Wu et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Digital mapping of soil salinity in Ardakan region, central Iran

(2013) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Estimation of water cloud model vegetation parameters using a genetic algorithm

(2012) Kamal Kumar et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

The global technical and economic potential of bioenergy from salt-affected soils

(2011) Birka Wicke et al.   Energy & Environmental Science

The use of remote sensing in soil and terrain mapping — A review

(2011) V.L. Mulder et al.   GEODERMA

Characterization of Slightly and Moderately Saline and Sodic Soils in Irrigated Agricultural Land using Simulated Data of Advanced Land Imaging (EO‐1) Sensor

(2008) A. Bannari et al.   COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS