Estimation of soil salt content by combining UAV-borne multispectral sensor and machine learning algorithms

Modelling and mapping soil organic carbon stocks in Brazil

(2019) Lucas Carvalho Gomes et al.   GEODERMA

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

Quantitatively estimating main soil water-soluble salt ions content based on Visible-near infrared wavelength selected using GC, SR and VIP

(2019) Haifeng Wang et al.   PeerJ

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

(2019) Jie Hu et al.   Remote Sensing

Dual Activation Function-Based Extreme Learning Machine (ELM) for Estimating Grapevine Berry Yield and Quality

(2019) Matthew Maimaitiyiming et al.   Remote Sensing

Simplified Evaluation of Cotton Water Stress Using High Resolution Unmanned Aerial Vehicle Thermal Imagery

(2019) Jiang Bian et al.   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

Combining UAV-based hyperspectral imagery and machine learning algorithms for soil moisture content monitoring

(2019) Xiangyu Ge et al.   PeerJ

Remote Sensing to Detect Nests of the Leaf-Cutting Ant Atta sexdens (Hymenoptera: Formicidae) in Teak Plantations

(2019) Isabel Carolina de Lima Santos et al.   Remote Sensing

Global mapping of soil salinity change

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

Remotely Sensed Water Limitation in Vegetation: Insights from an Experiment with Unmanned Aerial Vehicles (UAVs)

(2019) Kelly Easterday et al.   Remote Sensing

Fine-Resolution Population Mapping from International Space Station Nighttime Photography and Multisource Social Sensing Data Based on Similarity Matching

(2019) Luyao Wang et al.   Remote Sensing

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

A hybrid training approach for leaf area index estimation via Cubist and random forests machine-learning

(2018) Rasmus Houborg et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Rapid prediction of total petroleum hydrocarbons concentration in contaminated soil using vis-NIR spectroscopy and regression techniques

(2018) R.K. Douglas et al.   SCIENCE OF THE TOTAL ENVIRONMENT

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

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

(2018) Hao Yu et al.   SENSORS

Combining Fractional Order Derivative and Spectral Variable Selection for Organic Matter Estimation of Homogeneous Soil Samples by VIS–NIR Spectroscopy

(2018) Yongsheng Hong 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

UAV based soil salinity assessment of cropland

(2018) Konstantin Ivushkin et al.   GEODERMA

Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran

(2018) Mojtaba Zeraatpisheh et al.   GEODERMA

New methods for improving the remote sensing estimation of soil organic matter content (SOMC) in the Ebinur Lake Wetland National Nature Reserve (ELWNNR) in northwest China

(2018) Xiaoping Wang et al.   REMOTE SENSING OF ENVIRONMENT

Exploiting the centimeter resolution of UAV multispectral imagery to improve remote-sensing estimates of canopy structure and biochemistry in sugar beet crops

(2018) Sylvain Jay et al.   REMOTE SENSING OF ENVIRONMENT

Estimating the soil clay content and organic matter by means of different calibration methods of vis-NIR diffuse reflectance spectroscopy

(2016) Said Nawar et al.   SOIL & TILLAGE RESEARCH

Robust and Accurate Shape Model Matching Using Random Forest Regression-Voting

(2015) Claudia Lindner et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Simplified tea classification based on a reduced chemical composition profile via successive projections algorithm linear discriminant analysis (SPA-LDA)

(2015) Paulo Henrique Gonçalves Dias Diniz et al.   JOURNAL OF FOOD COMPOSITION AND ANALYSIS

Super-resolution mapping of wetland inundation from remote sensing imagery based on integration of back-propagation neural network and genetic algorithm

(2015) Linyi Li et al.   REMOTE SENSING OF ENVIRONMENT

Retrieval of Soil Water Content in Saline Soils from Emitted Thermal Infrared Spectra Using Partial Linear Squares Regression

(2015) Lu Xu et al.   Remote Sensing

Soil salt and groundwater change in flood irrigation field and uncultivated land: a case study based on 4-year field observations

(2014) Xiaoyu Gao et al.   Environmental Earth Sciences

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

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

Prediction of Soil Organic Carbon at the European Scale by Visible and Near InfraRed Reflectance Spectroscopy

(2013) Antoine Stevens et al.   PLoS One

Modeling spatial patterns of fire occurrence in Mediterranean Europe using Multiple Regression and Random Forest

(2012) Sandra Oliveira et al.   FOREST ECOLOGY AND MANAGEMENT

High density biomass estimation for wetland vegetation using WorldView-2 imagery and random forest regression algorithm

(2012) Onisimo Mutanga et al.   International Journal of Applied Earth Observation and Geoinformation

Forest attribute imputation using machine-learning methods and ASTER data: comparison of k-NN, SVR and random forest regression algorithms

(2012) Shaban Shataee et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Additive effects of Na+ and Cl– ions on barley growth under salinity stress

(2011) Ehsan Tavakkoli et al.   JOURNAL OF EXPERIMENTAL BOTANY

Screening analysis of beer ageing using near infrared spectroscopy and the Successive Projections Algorithm for variable selection

(2011) Mahdi Ghasemi-Varnamkhasti et al.   TALANTA

Privacy preserving Back-propagation neural network learning over arbitrarily partitioned data

(2010) Ankur Bansal et al.   NEURAL COMPUTING & APPLICATIONS

Regional landslide susceptibility analysis using back-propagation neural network model at Cameron Highland, Malaysia

(2009) Biswajeet Pradhan et al.   Landslides

Remote Sensing Monitoring of Changes in Soil Salinity: A Case Study in Inner Mongolia, China

(2008) Jingwei Wu et al.   SENSORS