A hybrid deep learning framework with physical process description for simulation of evapotranspiration

Forecasting evapotranspiration in different climates using ensembles of recurrent neural networks

(2021) Francesco Granata et al.   AGRICULTURAL WATER MANAGEMENT

Improving terrestrial evapotranspiration estimation across China during 2000–2018 with machine learning methods

(2021) Lichang Yin et al.   JOURNAL OF HYDROLOGY

DNN-MET: A deep neural networks method to integrate satellite-derived evapotranspiration products, eddy covariance observations and ancillary information

(2021) Ke Shang et al.   AGRICULTURAL AND FOREST METEOROLOGY

A novel integrated method based on a machine learning model for estimating evapotranspiration in dryland

(2021) Tonglin Fu et al.   JOURNAL OF HYDROLOGY

Deep learning of subsurface flow via theory-guided neural network

(2020) Nanzhe Wang et al.   JOURNAL OF HYDROLOGY

Practical and theoretical benefits of an alternative to the Penman‐Monteith evapotranspiration equation

(2020) Kaighin A. McColl   WATER RESOURCES RESEARCH

ECOSTRESS: NASA's Next Generation Mission to Measure Evapotranspiration From the International Space Station

(2020) Joshua B. Fisher et al.   WATER RESOURCES RESEARCH

Estimation of the Atmospheric Ice Content Mass, Spatial Distribution, and Long‐Term Changes Based on the ERA5 Reanalysis

(2020) T. Dou et al.   GEOPHYSICAL RESEARCH LETTERS

Improving AI System Awareness of Geoscience Knowledge: Symbiotic Integration of Physical Approaches and Deep Learning

(2020) Shijie Jiang et al.   GEOPHYSICAL RESEARCH LETTERS

Comparative Study of Time Series Models, Support Vector Machines, and GMDH in Forecasting Long-Term Evapotranspiration Rates in Northern Iran

(2020) Afshin Ashrafzadeh et al.   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

Reference evapotranspiration time series forecasting with ensemble of convolutional neural networks

(2020) Patrícia de Oliveira e Lucas et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A novel embedded pothole module for Soil and Water Assessment Tool (SWAT) improving streamflow estimation in paddy-dominated catchments

(2020) Sonam Sandeep Dash et al.   JOURNAL OF HYDROLOGY

How reliable are the evapotranspiration estimates by Soil and Water Assessment Tool (SWAT) and Variable Infiltration Capacity (VIC) models for catchment-scale drought assessment and irrigation planning?

(2020) Sonam Sandeep Dash et al.   JOURNAL OF HYDROLOGY

High-dimensional dynamics of generalization error in neural networks

(2020) Madhu S. Advani et al.   NEURAL NETWORKS

A simple system for moist convection: the Rainy–Bénard model

(2019) Geoffrey K. Vallis et al.   JOURNAL OF FLUID MECHANICS

Quantification and prediction of nighttime evapotranspiration for two distinct grassland ecosystems

(2019) J. Groh et al.   WATER RESOURCES RESEARCH

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

Streamflow, stomata, and soil pits: Sources of inference for complex models with fast, robust uncertainty quantification

(2019) M. Chase Dwelle et al.   ADVANCES IN WATER RESOURCES

How can big data and machine learning benefit environment and water management: A survey of methods, applications, and future directions

(2019) Alexander Y. Sun et al.   Environmental Research Letters

Partitioning of daily evapotranspiration using a modified shuttleworth-wallace model, random Forest and support vector regression, for a cabbage farmland

(2019) Han Chen et al.   AGRICULTURAL WATER MANAGEMENT

Physics‐Constrained Machine Learning of Evapotranspiration

(2019) Wen Li Zhao et al.   GEOPHYSICAL RESEARCH LETTERS

Deep learning for physical processes: incorporating prior scientific knowledge

(2019) Emmanuel de Bézenac et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Evolution of evapotranspiration models using thermal and shortwave remote sensing data

(2019) Jing M. Chen et al.   REMOTE SENSING OF ENVIRONMENT

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

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

Partitioning global land evapotranspiration using CMIP5 models constrained by observations

(2018) Xu Lian et al.   Nature Climate Change

Evaluation of SVM, ELM and four tree-based ensemble models for predicting daily reference evapotranspiration using limited meteorological data in different climates of China

(2018) Junliang Fan et al.   AGRICULTURAL AND FOREST METEOROLOGY

DGM: A deep learning algorithm for solving partial differential equations

(2018) Justin Sirignano et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Intercomparison of Three Two-Source Energy Balance Models for Partitioning Evaporation and Transpiration in Semiarid Climates

(2018) Yongmin Yang et al.   Remote Sensing

Extreme Variability in Irminger Sea Winter Heat Loss Revealed by Ocean Observatories Initiative Mooring and the ERA5 Reanalysis

(2018) S. A. Josey et al.   GEOPHYSICAL RESEARCH LETTERS

The application of multiple linear regression method in reference evapotranspiration trend calculation

(2017) Neda Khanmohammadi et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Multi-scale evaluation of global gross primary productivity and evapotranspiration products derived from Breathing Earth System Simulator (BESS)

(2016) Chongya Jiang et al.   REMOTE SENSING OF ENVIRONMENT

The increasing importance of atmospheric demand for ecosystem water and carbon fluxes

(2016) Kimberly A. Novick et al.   Nature Climate Change

Mapping Daily Air Temperature for Antarctica Based on MODIS LST

(2016) Hanna Meyer et al.   Remote Sensing

Water availability predicts forest canopy height at the global scale

(2015) Tamir Klein et al.   ECOLOGY LETTERS

Comparison of three dual-source remote sensing evapotranspiration models during the MUSOEXE-12 campaign: Revisit of model physics

(2015) Yuting Yang et al.   WATER RESOURCES RESEARCH

Predictive accuracy of backpropagation neural network methodology in evapotranspiration forecasting in Dédougou region, western Burkina Faso

(2014) S TRAORE et al.   Journal of Earth System Science

A review of approaches for evapotranspiration partitioning

(2013) D. Kool et al.   AGRICULTURAL AND FOREST METEOROLOGY

The ESA Climate Change Initiative: Satellite Data Records for Essential Climate Variables

(2013) R. Hollmann et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Scaling Potential Evapotranspiration with Greenhouse Warming

(2013) Jacob Scheff et al.   JOURNAL OF CLIMATE

Assessing the impact of end-member selection on the accuracy of satellite-based spatial variability models for actual evapotranspiration estimation

(2013) Di Long et al.   WATER RESOURCES RESEARCH

Mapping daily evapotranspiration at Landsat spatial scales during the BEAREX’08 field campaign

(2012) Martha C. Anderson et al.   ADVANCES IN WATER RESOURCES

Global evapotranspiration over the past three decades: estimation based on the water balance equation combined with empirical models

(2012) Zhenzhong Zeng et al.   Environmental Research Letters

Interdependence of climate, soil, and vegetation as constrained by the Budyko curve

(2012) Pierre Gentine et al.   GEOPHYSICAL RESEARCH LETTERS

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

The terrestrial segment of soil moisture-climate coupling

(2011) Paul A. Dirmeyer   GEOPHYSICAL RESEARCH LETTERS

An intercomparison of three remote sensing-based energy balance models using Large Aperture Scintillometer measurements over a wheat–corn production region

(2011) Ronglin Tang et al.   REMOTE SENSING OF ENVIRONMENT

Improvements to a MODIS global terrestrial evapotranspiration algorithm

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

Recent decline in the global land evapotranspiration trend due to limited moisture supply

(2010) Martin Jung et al.   NATURE

Retrieving vegetation height of forests and woodlands over mountainous areas in the Pacific Coast region using satellite laser altimetry

(2010) Qi Chen   REMOTE SENSING OF ENVIRONMENT

A continuous satellite-derived global record of land surface evapotranspiration from 1983 to 2006

(2010) Ke Zhang et al.   WATER RESOURCES RESEARCH

An intercomparison of three remote sensing-based surface energy balance algorithms over a corn and soybean production region (Iowa, U.S.) during SMACEX

(2009) Minha Choi et al.   AGRICULTURAL AND FOREST METEOROLOGY

Assessing Tower Flux Footprint Climatology and Scaling Between Remotely Sensed and Eddy Covariance Measurements

(2008) Baozhang Chen et al.   BOUNDARY-LAYER METEOROLOGY

THE ENERGY BALANCE CLOSURE PROBLEM: AN OVERVIEW

(2008) Thomas Foken   ECOLOGICAL APPLICATIONS