Field-scale estimation of sugarcane leaf nitrogen content using vegetation indices and spectral bands of Sentinel-2: Application of random forest and support vector regression

Fully component selection: An efficient combination of feature selection and principal component analysis to increase model performance

(2021) Hossein Shafizadeh-Moghadam   EXPERT SYSTEMS WITH APPLICATIONS

Improving Unmanned Aerial Vehicle Remote Sensing-Based Rice Nitrogen Nutrition Index Prediction with Machine Learning

(2020) Hainie Zha et al.   Remote Sensing

Progress of hyperspectral data processing and modelling for cereal crop nitrogen monitoring

(2020) Yuanyuan Fu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A Roadmap for Lowering Crop Nitrogen Requirement

(2019) Stéphanie M. Swarbreck et al.   TRENDS IN PLANT SCIENCE

In-Season Diagnosis of Rice Nitrogen Status Using Proximal Fluorescence Canopy Sensor at Different Growth Stages

(2019) Shanyu Huang et al.   Remote Sensing

Remote sensing monitoring of multi-scale watersheds impermeability for urban hydrological evaluation

(2019) Zhenfeng Shao et al.   REMOTE SENSING OF ENVIRONMENT

Machine learning approaches for crop yield prediction and nitrogen status estimation in precision agriculture: A review

(2018) Anna Chlingaryan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Improving performance of spatio-temporal machine learning models using forward feature selection and target-oriented validation

(2018) Hanna Meyer et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Mapping spatial variability of foliar nitrogen in coffee ( Coffea arabica L.) plantations with multispectral Sentinel-2 MSI data

(2018) Abel Chemura et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Retrieval of the canopy chlorophyll content from Sentinel-2 spectral bands to estimate nitrogen uptake in intensive winter wheat cropping systems

(2018) Cindy Delloye et al.   REMOTE SENSING OF ENVIRONMENT

Explaining Leaf Nitrogen Distribution in a Semi-Arid Environment Predicted on Sentinel-2 Imagery Using a Field Spectroscopy Derived Model

(2018) Abel Ramoelo et al.   Remote Sensing

Estimations of Nitrogen Concentration in Sugarcane Using Hyperspectral Imagery

(2018) Poonsak Miphokasap et al.   Sustainability

Estimation and mapping of above-ground biomass of mangrove forests and their replacement land uses in the Philippines using Sentinel imagery

(2017) Jose Alan A. Castillo et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Comparison of Sentinel-2 and Landsat 8 in the estimation of boreal forest canopy cover and leaf area index

(2017) Lauri Korhonen et al.   REMOTE SENSING OF ENVIRONMENT

A computational environment to support research in sugarcane agriculture

(2016) Carlos Driemeier et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Examining spectral reflectance features related to foliar nitrogen in forests: Implications for broad-scale nitrogen mapping

(2016) Lucie C. Lepine et al.   REMOTE SENSING OF ENVIRONMENT

Vegetation Indices for Mapping Canopy Foliar Nitrogen in a Mixed Temperate Forest

(2016) Zhihui Wang et al.   Remote Sensing

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Empirical Estimation of Leaf Chlorophyll Density in Winter Wheat Canopies Using Sentinel-2 Spectral Resolution

(2013) Massimo Vincini et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Evaluating the capabilities of Sentinel-2 for quantitative estimation of biophysical variables in vegetation

(2013) William James Frampton et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS

(2012) Biswajeet Pradhan   COMPUTERS & GEOSCIENCES

Support Vector Regression for the Estimation of Forest Stand Parameters Using Airborne Laser Scanning

(2011) Jean-Matthieu Monnet et al.   IEEE Geoscience and Remote Sensing Letters

Sources of variability in canopy reflectance and the convergent properties of plants

(2010) S. V. Ollinger   NEW PHYTOLOGIST

Canopy nitrogen, carbon assimilation, and albedo in temperate and boreal forests: Functional relations and potential climate feedbacks

(2008) S. V. Ollinger et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A generalizable method for remote sensing of canopy nitrogen across a wide range of forest ecosystems

(2008) M.E. Martin et al.   REMOTE SENSING OF ENVIRONMENT

Spatial pattern and heterogeneity of soil properties in sand dunes under grazing and restoration in Horqin Sandy Land, Northern China

(2008) Xiaoan Zuo et al.   SOIL & TILLAGE RESEARCH