Method for predicting soil salinity concentrations in croplands based on machine learning and remote sensing techniques

Validating the use of MODIS time series for salinity assessment over agricultural soils in California, USA

(2018) Kristen Whitney et al.   ECOLOGICAL INDICATORS

Predicting monthly high-resolution PM 2.5 concentrations with random forest model in the North China Plain

(2018) Keyong Huang et al.   ENVIRONMENTAL POLLUTION

A geostatistical Vis-NIR spectroscopy index to assess the incipient soil salinization in the Neretva River valley, Croatia

(2018) Monika Zovko et al.   GEODERMA

Mapping and Modeling of Soil Salinity Using WorldView-2 Data and EM38-KM2 in an Arid Region of the Keriya River, China

(2018) Nijat Kasim et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Surface water bodies mapping in Zimbabwe using landsat 8 OLI multispectral imagery: A comparison of multiple water indices

(2018) Mhosisi Masocha et al.   PHYSICS AND CHEMISTRY OF THE EARTH

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

(2018) Hao Yu et al.   SENSORS

Model Prediction of Secondary Soil Salinization in the Keriya Oasis, Northwest China

(2018) Jumeniyaz Seydehmet et al.   Sustainability

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

Integration of high resolution remotely sensed data and machine learning techniques for spatial prediction of soil properties and corn yield

(2018) Sami Khanal et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

MODIS remote sensing approaches to monitoring soil moisture in Tibet, China

(2018) Duo Chu   Remote Sensing Letters

Detection of terrain indices related to soil salinity and mapping salt-affected soils using remote sensing and geostatistical techniques

(2017) Hela Triki Fourati et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Digital soil mapping using remote sensing indices, terrain attributes, and vegetation features in the rangelands of northeastern Iran

(2017) Ebrahim Mahmoudabadi et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Estimating PM2.5 Concentrations in the Conterminous United States Using the Random Forest Approach

(2017) Xuefei Hu et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Estimating soil salt components and salinity using hyperspectral remote sensing data in an arid area of China

(2017) Hongnan Jiang et al.   Journal of Applied Remote Sensing

Quantitative remote sensing of soil electrical conductivity using ETM+ and ground measured data

(2016) Mehdi Rahmati et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Evaluation of a WorldView-2 image for soil salinity monitoring in a moderately affected irrigated area

(2016) Divan Vermeulen et al.   Journal of Applied Remote Sensing

Downscaling land surface temperatures at regional scales with random forest regression

(2016) Christopher Hutengs et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of Different Soil Salinity Mapping Using Remote Sensing Techniques in Arid Ecosystems, Saudi Arabia

(2016) Mohamed Elhag   Journal of Sensors

Multivariate adaptive regression splines and neural network models for prediction of pile drivability

(2016) Wengang Zhang et al.   Geoscience Frontiers

Digital Mapping of Soil Properties Using Multivariate Statistical Analysis and ASTER Data in an Arid Region

(2015) Said Nawar et al.   Remote Sensing

Estimation of soil salinity using three quantitative methods based on visible and near-infrared reflectance spectroscopy: a case study from Egypt

(2014) Said Nawar et al.   Arabian Journal of Geosciences

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

Catchment scale mapping of measureable soil organic carbon fractions

(2014) S.B. Karunaratne et al.   GEODERMA

Modelling the relationship between peel colour and the quality of fresh mango fruit using Random Forests

(2014) Shinji Fukuda et al.   JOURNAL OF FOOD ENGINEERING

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

Data mining in the Life Sciences with Random Forest: a walk in the park or lost in the jungle?

(2012) W. G. Touw et al.   BRIEFINGS IN BIOINFORMATICS

Improved remote sensing detection of soil salinity from a semi-arid climate in Northeast Brazil

(2011) Moncef Bouaziz et al.   COMPTES RENDUS GEOSCIENCE

Evaluating the water sector in Italy through a two stage method using the conditional robust nonparametric frontier and multivariate adaptive regression splines

(2011) Francesco Vidoli   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Relevance of airborne lidar and multispectral image data for urban scene classification using Random Forests

(2010) Li Guo et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Characterizing soil salinity in irrigated agriculture using a remote sensing approach

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

Visible-near infrared reflectance spectroscopy for assessment of soil properties in a semi-arid area of Turkey

(2009) A. Volkan Bilgili et al.   JOURNAL OF ARID ENVIRONMENTS

Testing Multivariate Adaptive Regression Splines (MARS) as a Method of Land Cover Classification of TERRA-ASTER Satellite Images

(2009) Elia Quirós et al.   SENSORS

Review of the most common pre-processing techniques for near-infrared spectra

(2009) Åsmund Rinnan et al.   TRAC-TRENDS IN ANALYTICAL CHEMISTRY

Application of Remote-sensing Data and Decision-Tree Analysis to Mapping Salt-Affected Soils over Large Areas

(2009) Abdelhamid Elnaggar et al.   Remote Sensing

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

Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra

(2008) G.M. Vasques et al.   GEODERMA

Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis

(2008) R. Grimm et al.   GEODERMA