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

Flash Flood Risk Analysis Based on Machine Learning Techniques in the Yunnan Province, China

(2019) Meihong Ma 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

A machine learning approach to detect crude oil contamination in a real scenario using hyperspectral remote sensing

(2019) Ran Pelta et al.   International Journal of Applied Earth Observation and Geoinformation

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

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

Least Angle Regression-Based Constrained Sparse Unmixing of Hyperspectral Remote Sensing Imagery

(2018) Ruyi Feng et al.   Remote Sensing

Retrieving Soybean Leaf Area Index from Unmanned Aerial Vehicle Hyperspectral Remote Sensing: Analysis of RF, ANN, and SVM Regression Models

(2017) Huanhuan Yuan et al.   Remote Sensing

Multiple linear regression, multi-layer perceptron network and adaptive neuro-fuzzy inference system for forecasting precipitation based on large-scale climate signals

(2016) Bahram Choubin et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Hyperspectral field estimation and remote-sensing inversion of salt content in coastal saline soils of the Yellow River Delta

(2016) Deyu An et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Visible-Near Infrared Reflectance Spectroscopy for Rapid Characterization of Salt-Affected Soil in the Indo-Gangetic Plains of Haryana, India

(2016) Rajeev Srivastava et al.   Journal of the Indian Society of Remote Sensing

Characterization of mineral substrates impregnated with crude oils using proximal infrared hyperspectral imaging

(2016) Rebecca Del'Papa Moreira Scafutto et al.   REMOTE SENSING OF ENVIRONMENT

Prediction of soil organic matter using a spatially constrained local partial least squares regression and the Chinese vis-NIR spectral library

(2015) Z. Shi et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

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

(2015) Abdalsamad Abdalsatar Ali Aldabaa et al.   GEODERMA

Machine learning predictive models for mineral prospectivity: An evaluation of neural networks, random forest, regression trees and support vector machines

(2015) V. Rodriguez-Galiano et al.   ORE GEOLOGY REVIEWS

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

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

Soil Salinity Retrieval from Advanced Multi-Spectral Sensor with Partial Least Square Regression

(2015) Xingwang Fan et al.   Remote Sensing

High-precision laser scanning system for capturing 3D plant architecture and analysing growth of cereal plants

(2014) Stefan Paulus et al.   BIOSYSTEMS ENGINEERING

Quantitative Model Based on Field-Derived Spectral Characteristics to Estimate Soil Salinity in Minqin County, China

(2014) Guojin Pang et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

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

Differential geometric least angle regression: a differential geometric approach to sparse generalized linear models

(2013) Luigi Augugliaro et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Salt marsh elevation and habitat mapping using hyperspectral and LIDAR data

(2013) Christine Hladik et al.   REMOTE SENSING OF ENVIRONMENT

Spectroscopic Determination of Aboveground Biomass in Grasslands Using Spectral Transformations, Support Vector Machine and Partial Least Squares Regression

(2013) Miguel Marabel et al.   SENSORS

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

Estimation of nitrogen, phosphorus, and potassium contents in the leaves of different plants using laboratory-based visible and near-infrared reflectance spectroscopy: comparison of partial least-square regression and support vector machine regression methods

(2012) Yanfang Zhai et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

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

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

(2011) Moncef Bouaziz et al.   COMPTES RENDUS GEOSCIENCE

Using hyperspectral vegetation indices as a proxy to monitor soil salinity

(2011) Ting-Ting Zhang et al.   ECOLOGICAL INDICATORS

Modeling salinity effects on soil reflectance under various moisture conditions and its inverse application: A laboratory experiment

(2011) Quan Wang et al.   GEODERMA

Estimating Soil Moisture With the Support Vector Regression Technique

(2011) Luca Pasolli et al.   IEEE Geoscience and Remote Sensing Letters

Hyperspectral Satellite Data in Mapping Salt-Affected Soils Using Linear Spectral Unmixing Analysis

(2011) Gautam Ghosh et al.   Journal of the Indian Society of Remote Sensing

Characterizing soil salinity in irrigated agriculture using a remote sensing approach

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

Estimating soil moisture using remote sensing data: A machine learning approach

(2009) Sajjad Ahmad et al.   ADVANCES IN WATER RESOURCES

Evaluation and comparison of hyperspectral imagery for mapping surface symptoms of dryland salinity

(2009) A. Dutkiewicz et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

NN5: A neural network based approach for the downscaling of precipitation fields – Model description and preliminary results

(2009) Barbara Tomassetti et al.   JOURNAL OF HYDROLOGY

Estimating impervious surfaces from medium spatial resolution imagery using the self-organizing map and multi-layer perceptron neural networks

(2009) Xuefei Hu et al.   REMOTE SENSING OF ENVIRONMENT

Soil organic carbon prediction by hyperspectral remote sensing and field vis-NIR spectroscopy: An Australian case study

(2008) Cécile Gomez et al.   GEODERMA

Reflectance spectroscopy for the assessment of soil salt content in soils of the Yellow River Delta of China

(2008) Yongling Weng et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING