Physics‐Constrained Machine Learning of Evapotranspiration

Estimation of Evapotranspiration of Amazon Rainforest Using the Maximum Entropy Production Method

(2019) Donghui Xu et al.   GEOPHYSICAL RESEARCH LETTERS

Quantifying the Evapotranspiration Rate and Its Cooling Effects of Urban Hedges Based on Three-Temperature Model and Infrared Remote Sensing

(2019) Zhendong Zou et al.   Remote Sensing

Hydraulic traits are coordinated with maximum plant height at the global scale

(2019) Hui Liu et al.   Science Advances

Quantification and prediction of nighttime evapotranspiration for two distinct grassland ecosystems

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

Parameter Analysis and Estimates for the MODIS Evapotranspiration Algorithm and Multiscale Verification

(2019) Kun Zhang et al.   WATER RESOURCES RESEARCH

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

(2019) Markus Reichstein et al.   NATURE

Determinants of the ratio of actual to potential evapotranspiration

(2019) Liqing Peng et al.   GLOBAL CHANGE BIOLOGY

Evapotranspiration evaluation models based on machine learning algorithms—A comparative study

(2019) Francesco Granata   AGRICULTURAL WATER MANAGEMENT

A new method for estimating of evapotranspiration and surface soil moisture from optical and thermal infrared measurements: the simplified triangle

(2019) Toby N. Carlson et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Mapped Hydroclimatology of Evapotranspiration and Drainage Runoff Using SMAP Brightness Temperature Observations and Precipitation Information

(2019) Ruzbeh Akbar et al.   WATER RESOURCES RESEARCH

Diel ecosystem conductance response to vapor pressure deficit is suboptimal and independent of soil moisture

(2018) Changjie Lin et al.   AGRICULTURAL AND FOREST METEOROLOGY

Forest drought resistance distinguished by canopy height

(2018) Peipei Xu et al.   Environmental Research Letters

Tall Amazonian forests are less sensitive to precipitation variability

(2018) Francesco Giardina et al.   Nature Geoscience

Critical impact of vegetation physiology on the continental hydrologic cycle in response to increasing CO2

(2018) Léo Lemordant et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Evaluation of artificial intelligence models for actual crop evapotranspiration modeling in mulched and non-mulched maize croplands

(2018) Dahua Tang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Vegetation Response to Rising CO 2 Impacts Extreme Temperatures

(2018) Léo Lemordant et al.   GEOPHYSICAL RESEARCH LETTERS

Evaluating soil resistance formulations in thermal-based two source energy balance (TSEB) model: Implications for heterogeneous semiarid and arid regions

(2018) Yan Li et al.   WATER RESOURCES RESEARCH

A simple and objective method to partition evapotranspiration into transpiration and evaporation at eddy-covariance sites

(2018) Xi Li et al.   AGRICULTURAL AND FOREST METEOROLOGY

Regional amplification of projected changes in extreme temperatures strongly controlled by soil moisture-temperature feedbacks

(2017) M. M. Vogel et al.   GEOPHYSICAL RESEARCH LETTERS

A New Contextual Parameterization of Evaporative Fraction to Reduce the Reliance of the Ts − VI Triangle Method on the Dry Edge

(2017) Wenbin Zhu et al.   Remote Sensing

Is scale really a challenge in evapotranspiration estimation? A multi-scale study in the Heihe oasis using thermal remote sensing and the three-temperature model

(2016) Yong Qiang Wang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Comparative analysis of reference evapotranspiration equations modelling by extreme learning machine

(2016) Milan Gocic et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Midlatitude daily summer temperatures reshaped by soil moisture under climate change

(2016) H. Douville et al.   GEOPHYSICAL RESEARCH LETTERS

Modification of land-atmosphere interactions by CO2 effects: Implications for summer dryness and heat wave amplitude

(2016) Léo Lemordant et al.   GEOPHYSICAL RESEARCH LETTERS

Partitioning evapotranspiration based on the concept of underlying water use efficiency

(2016) Sha Zhou et al.   WATER RESOURCES RESEARCH

Downscaling of MODIS One Kilometer Evapotranspiration Using Landsat-8 Data and Machine Learning Approaches

(2016) Yinghai Ke et al.   Remote Sensing

Deriving global parameter estimates for the Noah land surface model using FLUXNET and machine learning

(2016) Nathaniel W. Chaney et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

A review of remote sensing based actual evapotranspiration estimation

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

Seeing the Fields and Forests: Application of Surface-Layer Theory and Flux-Tower Data to Calculating Vegetation Canopy Height

(2015) Sam Pennypacker et al.   BOUNDARY-LAYER METEOROLOGY

Water availability predicts forest canopy height at the global scale

(2015) Tamir Klein et al.   ECOLOGY LETTERS

A satellite-based hybrid algorithm to determine the Priestley–Taylor parameter for global terrestrial latent heat flux estimation across multiple biomes

(2015) Yunjun Yao et al.   REMOTE SENSING OF ENVIRONMENT

Daily underlying water use efficiency for AmeriFlux sites

(2015) Sha Zhou et al.   Journal of Geophysical Research-Biogeosciences

The impact of vertical measurement depth on the information content of soil moisture times series data

(2014) Jianxiu Qiu et al.   GEOPHYSICAL RESEARCH LETTERS

Partitioning forest evapotranspiration: Interception evaporation and the impact of canopy structure, local and regional advection

(2014) Rasmus Ringgaard et al.   JOURNAL OF HYDROLOGY

Linking plant and ecosystem functional biogeography

(2014) M. Reichstein et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Improving evapotranspiration estimates in Mediterranean drylands: The role of soil evaporation

(2013) Laura Morillas et al.   WATER RESOURCES RESEARCH

Intercomparison of surface energy flux measurement systems used during the HiWATER-MUSOEXE

(2013) Ziwei Xu et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

A hybrid dual-source scheme and trapezoid framework-based evapotranspiration model (HTEM) using satellite images: Algorithm and model test

(2013) Yuting Yang et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

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

Evapotranspiration: A process driving mass transport and energy exchange in the soil-plant-atmosphere-climate system

(2012) Gabriel G. Katul et al.   REVIEWS OF GEOPHYSICS

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

Improvements to a MODIS global terrestrial evapotranspiration algorithm

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

Forecasting daily potential evapotranspiration using machine learning and limited climatic data

(2010) Alfonso F. Torres et al.   AGRICULTURAL WATER MANAGEMENT

Investigating soil moisture–climate interactions in a changing climate: A review

(2010) Sonia I. Seneviratne et al.   EARTH-SCIENCE REVIEWS

Reconciling the optimal and empirical approaches to modelling stomatal conductance

(2010) BELINDA E. MEDLYN et al.   GLOBAL CHANGE BIOLOGY

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

(2010) Martin Jung et al.   NATURE

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

(2010) Ke Zhang et al.   WATER RESOURCES RESEARCH

A simple surface conductance model to estimate regional evaporation using MODIS leaf area index and the Penman-Monteith equation

(2008) Ray Leuning et al.   WATER RESOURCES RESEARCH