Strategy for mapping soil salt contents during the bare soil period through a satellite image: Optimal calibration set combined with random forest

Updated soil salinity with fine spatial resolution and high accuracy: The synergy of Sentinel-2 MSI, environmental covariates and hybrid machine learning approaches

(2022) Xiangyu Ge et al.   CATENA

Spatio-temporal variability in soil and water salinity in the south-central coast of Bangladesh

(2022) Md. Isfatuzzaman Bhuyan et al.   CATENA

Predicting the contents of soil salt and major water-soluble ions with fractional-order derivative spectral indices and variable selection

(2021) Congcong Lao et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Estimation of Soil Salt and Ion Contents Based on Hyperspectral Remote Sensing Data: A Case Study of Baidunzi Basin, China

(2021) Libing Wang et al.   Water

Combining laboratory measurements and proximal soil sensing data in digital soil mapping approaches

(2021) Sanaz Zare et al.   CATENA

Assessing toxic metal chromium in the soil in coal mining areas via proximal sensing: Prerequisites for land rehabilitation and sustainable development

(2021) Jingzhe Wang et al.   GEODERMA

Improving Estimates of Soil Salt Content by Using Two-Date Image Spectral Changes in Yinbei, China

(2021) Xibo Xu et al.   Remote Sensing

Long Time-Series Mapping and Change Detection of Coastal Zone Land Use Based on Google Earth Engine and Multi-Source Data Fusion

(2021) Dong Chen et al.   Remote Sensing

Estimating soil salinity with different fractional vegetation cover using remote sensing

(2020) Junrui Zhang et al.   LAND DEGRADATION & DEVELOPMENT

Analysing the impact of soil spatial sampling on the performances of Digital Soil Mapping models and their evaluation: A numerical experiment on Quantile Random Forest using clay contents obtained from Vis-NIR-SWIR hyperspectral imagery

(2020) P. Lagacherie et al.   GEODERMA

Estimating PM2.5 with high-resolution 1-km AOD data and an improved machine learning model over Shenzhen, China

(2020) Wenqian Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

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

(2020) Nan Wang et al.   Remote Sensing

Monitoring properties of the salt-affected soils by multivariate analysis of the visible and near-infrared hyperspectral data

(2020) Gopal Ramdas Mahajan et al.   CATENA

What is global photosynthesis? History, uncertainties and opportunities

(2019) Youngryel Ryu et al.   REMOTE SENSING OF ENVIRONMENT

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

SPA-Based Methods for the Quantitative Estimation of the Soil Salt Content in Saline-Alkali Land from Field Spectroscopy Data: A Case Study from the Yellow River Irrigation Regions

(2019) Sijia Wang et al.   Remote Sensing

Estimating Salt Concentrations Based on Optimized Spectral Indices in Soils with Regional Heterogeneity

(2019) Yasenjiang Kahaer et al.   Journal of Spectroscopy

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

Performance Comparison of Machine Learning Algorithms for Estimating the Soil Salinity of Salt-Affected Soil Using Field Spectral Data

(2019) Wang et al.   Remote Sensing

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

(2019) Yuan Chi et al.   ECOLOGICAL INDICATORS

Prediction of soil salinity and sodicity using electromagnetic conductivity imaging

(2019) Ana Marta Paz et al.   GEODERMA

A graded proportion method of training sample selection for updating conventional soil maps

(2019) Xueqi Liu et al.   GEODERMA

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

(2019) Dongyang Ren et al.   GEODERMA

Sampling design optimization for soil mapping with random forest

(2019) Alexandre M.J-C. Wadoux 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

Estimating LAI and mapping canopy storage capacity for hydrological applications in wattle infested ecosystems using Sentinel-2 MSI derived red edge bands

(2018) Mbulisi Sibanda et al.   GIScience & Remote Sensing

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

Simulating spatial distribution of coastal soil carbon content using a comprehensive land surface factor system based on remote sensing

(2018) Yuan Chi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Integrating Airborne Hyperspectral, Topographic, and Soil Data for Estimating Pasture Quality Using Recursive Feature Elimination with Random Forest Regression

(2018) Rajasheker Pullanagari et al.   Remote Sensing

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

(2018) Jie Peng et al.   GEODERMA

Assessing soil organic matter of reclaimed soil from a large surface coal mine using a field spectroradiometer in laboratory

(2017) Nisha Bao 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

Spectral reflectance characteristics of soils in northeastern Brazil as influenced by salinity levels

(2016) Luiz Guilherme Medeiros Pessoa et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Modeling of soil salinity within a semi-arid region using spectral analysis

(2015) Hela Triki Fourati et al.   Arabian Journal of Geosciences

Predicting Soil Salt Content Over Partially Vegetated Surfaces Using Non-Negative Matrix Factorization

(2015) Ya Liu et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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

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

Predictive soil parent material mapping at a regional-scale: A Random Forest approach

(2013) Brandon Heung et al.   GEODERMA

Factorial kriging and stepwise regression approach to identify environmental factors influencing spatial multi-scale variability of heavy metals in soils

(2013) Jianshu Lv et al.   JOURNAL OF HAZARDOUS MATERIALS

Towards spatial geochemical modelling: Use of geographically weighted regression for mapping soil organic carbon contents in Ireland

(2011) Chaosheng Zhang et al.   APPLIED GEOCHEMISTRY

Calibration of visible and near infrared spectroscopy for soil analysis at the field scale on three European farms

(2011) B. Kuang et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Uncertainty in the spatial prediction of soil texture

(2011) Mareike Ließ et al.   GEODERMA

Effects of various mixed salt-alkaline stresses on growth, photosynthesis, and photosynthetic pigment concentrations of Medicago ruthenica seedlings

(2011) J. Y. Yang et al.   PHOTOSYNTHETICA

Using data mining to model and interpret soil diffuse reflectance spectra

(2010) R.A. Viscarra Rossel et al.   GEODERMA

Characterizing soil salinity in irrigated agriculture using a remote sensing approach

(2010) Akhtar Abbas et al.   PHYSICS AND CHEMISTRY OF THE EARTH

Critical review of chemometric indicators commonly used for assessing the quality of the prediction of soil attributes by NIR spectroscopy

(2010) Véronique Bellon-Maurel et al.   TRAC-TRENDS IN ANALYTICAL CHEMISTRY

Spectral characteristics of salt-affected soils: A laboratory experiment

(2008) J. Farifteh et al.   GEODERMA