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Could Machine Learning Break the Convection Parameterization Deadlock?

Geophysical research letters, 2018-06, Vol.45 (11), p.5742-5751

2018

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Sensitivity of grassland productivity to aridity controlled by stomatal and xylem regulation

Nature geoscience, 2017-04, Vol.10 (4), p.284-288

2017

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Reconstructed Solar‐Induced Fluorescence: A Machine Learning Vegetation Product Based on MODIS Surface Reflectance to Reproduce GOME‐2 Solar‐Induced Fluorescence

Geophysical research letters, 2018-04, Vol.45 (7), p.3136-3146

2018

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Soil Texture Effects on Surface Resistance to Bare‐Soil Evaporation

Geophysical research letters, 2018-10, Vol.45 (19), p.10,398-10,405

2018

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Zero-shot learning of aerosol optical properties with graph neural networks

Scientific reports, 2023-10, Vol.13 (1), p.18777-18777, Article 18777

2023

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Amazon rainforest photosynthesis increases in response to atmospheric dryness

Science advances, 2020-11, Vol.6 (47)

2020

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Soil moisture retrieval from AMSR-E and ASCAT microwave observation synergy. Part 1: Satellite data analysis

Remote sensing of environment, 2016-02, Vol.173, p.1-14

2016

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Evaporation estimates using weather station data and boundary layer theory

Geophysical research letters, 2016-11, Vol.43 (22), p.11,661-11,670

2016

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Estimating surface soil moisture from SMAP observations using a Neural Network technique

Remote sensing of environment, 2018-01, Vol.204, p.43-59

2018

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Modeling soil evaporation efficiency in a range of soil and atmospheric conditions using a meta‐analysis approach

Water resources research, 2016-05, Vol.52 (5), p.3663-3684

2016

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Analysis of evaporative fraction diurnal behaviour

Agricultural and forest meteorology, 2007-03, Vol.143 (1), p.13-29

2007

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Harmonic propagation of variability in surface energy balance within a coupled soil-vegetation-atmosphere system

Water resources research, 2011-05, Vol.47 (5), p.n/a

2011

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Systematic errors in ground heat flux estimation and their correction

Water resources research, 2012-09, Vol.48 (9), p.np-n/a

2012

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Land-surface controls on afternoon precipitation diagnosed from observational data: uncertainties and confounding factors

Atmospheric chemistry and physics, 2014-08, Vol.14 (16), p.8343-8367

2014

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Estimation of Turbulent Heat Fluxes via Assimilation of Air Temperature and Specific Humidity into an Atmospheric Boundary Layer Model

Journal of hydrometeorology, 2020-02, Vol.21 (2), p.205-225

2020

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The Budyko and complementary relationships in an idealized model of large-scale land–atmosphere coupling

Hydrology and earth system sciences, 2015-05, Vol.19 (5), p.2119-2131

2015

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Land‐Atmosphere Cascade Fueled the 2020 Siberian Heatwave

AGU advances, 2022-12, Vol.3 (6), p.n/a

2022

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The Importance of Hyperspectral Soil Albedo Information for Improving Earth System Model Projections

AGU advances, 2023-08, Vol.4 (4), p.n/a

2023

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Interactions Between the Amazonian Rainforest and Cumuli Clouds: A Large‐Eddy Simulation, High‐Resolution ECMWF, and Observational Intercomparison Study

Journal of advances in modeling earth systems, 2020-07, Vol.12 (7), p.n/a

2020

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The k−1 scaling of air temperature spectra in atmospheric surface layer flows

Quarterly journal of the Royal Meteorological Society, 2016-01, Vol.142 (694), p.496-505

2016

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A Probabilistic Bulk Model of Coupled Mixed Layer and Convection. Part II: Shallow Convection Case

Journal of the atmospheric sciences, 2013-06, Vol.70 (6), p.1557-1576

2013

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Representation of daytime moist convection over the semi‐arid Tropics by parametrizations used in climate and meteorological models

Quarterly journal of the Royal Meteorological Society, 2015-07, Vol.141 (691), p.2220-2236

2015

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A Probabilistic Bulk Model of Coupled Mixed Layer and Convection. Part I: Clear-Sky Case

Journal of the atmospheric sciences, 2013-06, Vol.70 (6), p.1543-1556

2013

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A Global Spatially Contiguous Solar-Induced Fluorescence (CSIF) Dataset Using Neural Networks

Biogeosciences, 2018-10, Vol.15 (19), p.5779-5800

2018

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Spectral Behaviour of a Coupled Land-Surface and Boundary-Layer System

Boundary-layer meteorology, 2010, Vol.134 (1), p.157-180

2010

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Could Machine Learning Break the Convection Parameterization Deadlock?

Sensitivity of grassland productivity to aridity controlled by stomatal and xylem regulation

Reconstructed Solar‐Induced Fluorescence: A Machine Learning Vegetation Product Based on MODIS Surface Reflectance to Reproduce GOME‐2 Solar‐Induced Fluorescence

Soil Texture Effects on Surface Resistance to Bare‐Soil Evaporation

Zero-shot learning of aerosol optical properties with graph neural networks

Amazon rainforest photosynthesis increases in response to atmospheric dryness

Soil moisture retrieval from AMSR-E and ASCAT microwave observation synergy. Part 1: Satellite data analysis

Evaporation estimates using weather station data and boundary layer theory

Estimating surface soil moisture from SMAP observations using a Neural Network technique

Modeling soil evaporation efficiency in a range of soil and atmospheric conditions using a meta‐analysis approach

Analysis of evaporative fraction diurnal behaviour

Harmonic propagation of variability in surface energy balance within a coupled soil-vegetation-atmosphere system

Systematic errors in ground heat flux estimation and their correction

Land-surface controls on afternoon precipitation diagnosed from observational data: uncertainties and confounding factors

Estimation of Turbulent Heat Fluxes via Assimilation of Air Temperature and Specific Humidity into an Atmospheric Boundary Layer Model

The Budyko and complementary relationships in an idealized model of large-scale land–atmosphere coupling

Land‐Atmosphere Cascade Fueled the 2020 Siberian Heatwave

The Importance of Hyperspectral Soil Albedo Information for Improving Earth System Model Projections

Interactions Between the Amazonian Rainforest and Cumuli Clouds: A Large‐Eddy Simulation, High‐Resolution ECMWF, and Observational Intercomparison Study

The k−1 scaling of air temperature spectra in atmospheric surface layer flows

A Probabilistic Bulk Model of Coupled Mixed Layer and Convection. Part II: Shallow Convection Case

Representation of daytime moist convection over the semi‐arid Tropics by parametrizations used in climate and meteorological models

A Probabilistic Bulk Model of Coupled Mixed Layer and Convection. Part I: Clear-Sky Case

A Global Spatially Contiguous Solar-Induced Fluorescence (CSIF) Dataset Using Neural Networks

Spectral Behaviour of a Coupled Land-Surface and Boundary-Layer System

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