Estimation of crop evapotranspiration from MODIS data by combining random forest and trapezoidal models

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

(2020) Shyamal S. Virnodkar et al.   PRECISION AGRICULTURE

Recent Advances in Evapotranspiration Estimation Using Artificial Intelligence Approaches with a Focus on Hybridization Techniques—A Review

(2020) Min Yan Chia et al.   Agronomy-Basel

Evaluation of remote sensing-based evapotranspiration models against surface renewal in almonds, tomatoes and maize

(2020) Jingyuan Xue et al.   AGRICULTURAL WATER MANAGEMENT

Early-season crop type mapping using 30-m reference time series

(2020) Peng-yu HAO et al.   Journal of Integrative Agriculture

Mapping canopy nitrogen in European forests using remote sensing and environmental variables with the random forests method

(2020) Yasmina Loozen et al.   REMOTE SENSING OF ENVIRONMENT

Machine learning estimators for the quantity and quality of grass swards used for silage production using drone-based imaging spectrometry and photogrammetry

(2020) Raquel Alves Oliveira et al.   REMOTE SENSING OF ENVIRONMENT

Transfer Learning for Crop classification with Cropland Data Layer data (CDL) as training samples

(2020) Pengyu Hao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Evaluation of ten machine learning methods for estimating terrestrial evapotranspiration from remote sensing

(2019) Corinne Carter et al.   International Journal of Applied Earth Observation and Geoinformation

Estimation of Soil Evaporation and Vegetation Transpiration Using Two Trapezoidal Models From MODIS Data

(2019) Yazhen Jiang et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Machine-learned prediction of annual crop planting in the U.S. Corn Belt based on historical crop planting maps

(2019) Chen Zhang 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

An End-Member-Based Two-Source Approach for Estimating Land Surface Evapotranspiration From Remote Sensing Data

(2017) Ronglin Tang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Method for Deriving All-Sky Evapotranspiration From the Synergistic Use of Remotely Sensed Images and Meteorological Data

(2017) Pei Leng et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

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

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

Evapotranspiration between satellite overpasses: methodology and case study in agricultural dominant semi-arid areas

(2016) Ramesh Dhungel et al.   METEOROLOGICAL APPLICATIONS

A review of remote sensing based actual evapotranspiration estimation

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

Crop evapotranspiration estimation with FAO56: Past and future

(2015) Luis S. Pereira et al.   AGRICULTURAL WATER MANAGEMENT

An enhanced two-source evapotranspiration model for land (ETEML): Algorithm and evaluation

(2015) Yongmin Yang et al.   REMOTE SENSING OF ENVIRONMENT

Feature Selection of Time Series MODIS Data for Early Crop Classification Using Random Forest: A Case Study in Kansas, USA

(2015) Pengyu Hao et al.   Remote Sensing

Evaluation of NLDAS-2 evapotranspiration against tower flux site observations

(2014) Youlong Xia et al.   HYDROLOGICAL PROCESSES

Random Forests as a tool for estimating uncertainty at pixel-level in SAR image classification

(2012) Lien Loosvelt et al.   International Journal of Applied Earth Observation and Geoinformation

A Two-source Trapezoid Model for Evapotranspiration (TTME) from satellite imagery

(2012) Di Long et al.   REMOTE SENSING OF ENVIRONMENT

A review of global terrestrial evapotranspiration: Observation, modeling, climatology, and climatic variability

(2012) Kaicun Wang et al.   REVIEWS OF GEOPHYSICS

Improvements to a MODIS global terrestrial evapotranspiration algorithm

(2011) Qiaozhen Mu et al.   REMOTE SENSING OF ENVIRONMENT

Monitoring US agriculture: the US Department of Agriculture, National Agricultural Statistics Service, Cropland Data Layer Program

(2011) Claire Boryan et al.   Geocarto International

A satellite-based Daily Actual Evapotranspiration estimation algorithm over South Florida

(2009) Le Jiang et al.   GLOBAL AND PLANETARY CHANGE

A Review of Current Methodologies for Regional Evapotranspiration Estimation from Remotely Sensed Data

(2009) Zhao-Liang Li et al.   SENSORS