Remote sensing and machine learning for crop water stress determination in various crops: a critical review

Estimating cotton water consumption using a time series of Sentinel-2 imagery

(2018) Offer Rozenstein et al.   AGRICULTURAL WATER MANAGEMENT

Vineyard water status estimation using multispectral imagery from an UAV platform and machine learning algorithms for irrigation scheduling management

(2018) Maria Romero et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Evapotranspiration estimation using four different machine learning approaches in different terrestrial ecosystems

(2018) Xianming Dou et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Feature-Ensemble-Based Novelty Detection for Analyzing Plant Hyperspectral Datasets

(2018) Ali AlSuwaidi et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Mapping Monthly Air Temperature in the Tibetan Plateau From MODIS Data Based on Machine Learning Methods

(2018) Yongming Xu et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Modelling Water Stress in a Shiraz Vineyard Using Hyperspectral Imaging and Machine Learning

(2018) Kyle Loggenberg et al.   Remote Sensing

Comparison of various modelling approaches for water deficit stress monitoring in rice crop through hyperspectral remote sensing

(2018) Gopal Krishna et al.   AGRICULTURAL WATER MANAGEMENT

Hyperspectral-based predictive modelling of grapevine water status in the Portuguese Douro wine region

(2017) Isabel Pôças et al.   International Journal of Applied Earth Observation and Geoinformation

A new approach for simulating and forecasting the rainfall-runoff process within the next two months

(2017) Mohamad Javad Alizadeh et al.   JOURNAL OF HYDROLOGY

Artificial Neural Network to Predict Vine Water Status Spatial Variability Using Multispectral Information Obtained from an Unmanned Aerial Vehicle (UAV)

(2017) Tomas Poblete et al.   SENSORS

Detecting the Early Stage of Phaeosphaeria Leaf Spot Infestations in Maize Crop Using In Situ Hyperspectral Data and Guided Regularized Random Forest Algorithm

(2017) Elhadi Adam et al.   Journal of Spectroscopy

Significant Remote Sensing Vegetation Indices: A Review of Developments and Applications

(2017) Jinru Xue et al.   Journal of Sensors

Evaluation of neural network modeling to predict non-water-stressed leaf temperature in wine grape for calculation of crop water stress index

(2016) B.A. King et al.   AGRICULTURAL WATER MANAGEMENT

Defining biological thresholds associated to plant water status for monitoring water restriction effects: Stomatal conductance and photosynthesis recovery as key indicators in potato

(2016) David A. Ramírez et al.   AGRICULTURAL WATER MANAGEMENT

Crop reflectance monitoring as a tool for water stress detection in greenhouses: A review

(2016) Nikolaos Katsoulas et al.   BIOSYSTEMS ENGINEERING

Comparative analysis of reference evapotranspiration equations modelling by extreme learning machine

(2016) Milan Gocic 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

Investigating the Utility of Oblique Tree-Based Ensembles for the Classification of Hyperspectral Data

(2016) Nitesh Poona et al.   SENSORS

Water stress indices for the sugarcane crop on different irrigated surfaces

(2016) Rodrigo G. Brunini et al.   Revista Brasileira de Engenharia Agrícola e Ambiental

A review of remote sensing based actual evapotranspiration estimation

(2016) Ke Zhang et al.   Wiley Interdisciplinary Reviews-Water

Assessment of optimal irrigation water allocation for pressurized irrigation system using water balance approach, learning machines, and remotely sensed data

(2015) Leila Hassan-Esfahani et al.   AGRICULTURAL WATER MANAGEMENT

Automatic irrigation scheduling of apple trees using theoretical crop water stress index with an innovative dynamic threshold

(2015) Yasin Osroosh et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Combining leaf physiology, hyperspectral imaging and partial least squares-regression (PLS-R) for grapevine water status assessment

(2015) Tal Rapaport et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Advancing of Land Surface Temperature Retrieval Using Extreme Learning Machine and Spatio-Temporal Adaptive Data Fusion Algorithm

(2015) Yang Bai et al.   Remote Sensing

Detecting crop water status in mature olive groves using vegetation spectral measurements

(2014) Giovanni Rallo et al.   BIOSYSTEMS ENGINEERING

Crop water stress index derived from multi-year ground and aerial thermal images as an indicator of potato water status

(2014) Ronit Rud et al.   PRECISION AGRICULTURE

Generating daily land surface temperature at Landsat resolution by fusing Landsat and MODIS data

(2014) Qihao Weng et al.   REMOTE SENSING OF ENVIRONMENT

Water stress detection based on optical multisensor fusion with a least squares support vector machine classifier

(2013) Dimitrios Moshou et al.   BIOSYSTEMS ENGINEERING

A Novel Technique for Optimal Feature Selection in Attribute Profiles Based on Genetic Algorithms

(2013) Mattia Pedergnana et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Detecting Sirex noctilio grey-attacked and lightning-struck pine trees using airborne hyperspectral data, random forest and support vector machines classifiers

(2013) Elfatih M. Abdel-Rahman et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A PRI-based water stress index combining structural and chlorophyll effects: Assessment using diurnal narrow-band airborne imagery and the CWSI thermal index

(2013) P.J. Zarco-Tejada et al.   REMOTE SENSING OF ENVIRONMENT

Satellite-derived land surface temperature: Current status and perspectives

(2013) Zhao-Liang Li et al.   REMOTE SENSING OF ENVIRONMENT

Twenty five years of remote sensing in precision agriculture: Key advances and remaining knowledge gaps

(2012) David J. Mulla   BIOSYSTEMS ENGINEERING

Assessment of vineyard water status variability by thermal and multispectral imagery using an unmanned aerial vehicle (UAV)

(2012) Javier Baluja et al.   IRRIGATION SCIENCE

Infrared Thermometry to Estimate Crop Water Stress Index and Water Use of Irrigated Maize in Northeastern Colorado

(2012) Saleh Taghvaeian et al.   Remote Sensing

Use of thermography for high throughput phenotyping of tropical maize adaptation in water stress

(2011) Giuseppe Romano et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Evaluating high resolution SPOT 5 satellite imagery for crop identification

(2011) Chenghai Yang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Canopy temperature based system effectively schedules and controls center pivot irrigation of cotton

(2010) S.A. O'Shaughnessy et al.   AGRICULTURAL WATER MANAGEMENT

Assessing vineyard water status using the reflectance based Water Index

(2010) Lydia Serrano et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Vegetation Index Methods for Estimating Evapotranspiration by Remote Sensing

(2010) Edward P. Glenn et al.   SURVEYS IN GEOPHYSICS

Thermal and Narrowband Multispectral Remote Sensing for Vegetation Monitoring From an Unmanned Aerial Vehicle

(2009) J. Berni et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Multiobjective Genetic SVM Approach for Classification Problems With Limited Training Samples

(2009) N. Ghoggali et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Does single broadband or multispectral thermal data add information for classification of visible, near‐ and shortwave infrared imagery of urban areas?

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

Mapping canopy conductance and CWSI in olive orchards using high resolution thermal remote sensing imagery

(2009) J.A.J. Berni et al.   REMOTE SENSING OF ENVIRONMENT

Downscaling and Forecasting of Evapotranspiration Using a Synthetic Model of Wavelets and Support Vector Machines

(2008) Y.H. Kaheil et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

The application of remote sensing techniques to sugarcane (Saccharum spp. hybrid) production: a review of the literature

(2008) E. M. Abdel‐Rahman et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Reduction of atmospheric and topographic effect on Landsat TM data for forest classification

(2008) H. Huang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Assessment of Evapotranspiration and Soil Moisture Content Across Different Scales of Observation

(2008) Willem Verstraeten et al.   SENSORS