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

Nature (London), 2019-02, Vol.566 (7743), p.195-204

2019

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Increasing impact of warm droughts on northern ecosystem productivity over recent decades

Nature climate change, 2021-09, Vol.11 (9), p.772-779

2021

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Both priming and temperature sensitivity of soil organic matter decomposition depend on microbial biomass – An incubation study

Soil biology & biochemistry, 2013-02, Vol.57, p.739-748

2013

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Inferring causation from time series in Earth system sciences

Nature communications, 2019-06, Vol.10 (1), p.2553-13, Article 2553

2019

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The FLUXCOM ensemble of global land-atmosphere energy fluxes

Scientific data, 2019-05, Vol.6 (1), p.74-74, Article 74

2019

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The response of ecosystem water-use efficiency to rising atmospheric CO2 concentrations: sensitivity and large-scale biogeochemical implications

The New phytologist, 2017-03, Vol.213 (4), p.1654-1666

2017

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Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science and Geosciences

1, 2021

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Soil respiration across scales: The importance of a model-data integration framework for data interpretation

Journal of plant nutrition and soil science, 2008-06, Vol.171 (3), p.344-354

2008

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Improving canopy processes in the Community Land Model version 4 (CLM4) using global flux fields empirically inferred from FLUXNET data

Journal of Geophysical Research, 2011-06, Vol.116 (G2), p.n/a, Article G02014

2011

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Trend Change Detection in NDVI Time Series: Effects of Inter-Annual Variability and Methodology

Remote sensing (Basel, Switzerland), 2013-05, Vol.5 (5), p.2113-2144

2013

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Global patterns of land-atmosphere fluxes of carbon dioxide, latent heat, and sensible heat derived from eddy covariance, satellite, and meteorological observations

Journal of Geophysical Research, 2011, Vol.116 (G3), p.1-n/a, Article G00J07

2011

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Reconciling leaf physiological traits and canopy flux data: Use of the TRY and FLUXNET databases in the Community Land Model version 4

Journal of Geophysical Research: Biogeosciences, 2012-06, Vol.117 (G2), p.n/a

2012

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Estimation of forest aboveground biomass and uncertainties by integration of field measurements, airborne LiDAR, and SAR and optical satellite data in Mexico

Carbon balance and management, 2018-02, Vol.13 (1), p.5-5, Article 5

2018

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Upscaled diurnal cycles of land–atmosphere fluxes: a new global half-hourly data product

Earth system science data, 2018-07, Vol.10 (3), p.1327-1365

2018

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Climate and vegetation controls on the surface water balance: Synthesis of evapotranspiration measured across a global network of flux towers

Water resources research, 2012-06, Vol.48 (6), p.n/a

2012

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Earlier springs decrease peak summer productivity in North American boreal forests

Environmental research letters, 2013-06, Vol.8 (2), p.24027-10

2013

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Physiological and physicochemical controls on foliar volatile organic compound emissions

Trends in plant science, 2004-04, Vol.9 (4), p.180-186

2004

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A data-driven analysis of energy balance closure across FLUXNET research sites: The role of landscape scale heterogeneity

Agricultural and forest meteorology, 2013-04, Vol.171-172, p.137-152

2013

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A methodology to derive global maps of leaf traits using remote sensing and climate data

Remote sensing of environment, 2018-12, Vol.218, p.69-88

2018

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Widespread and complex drought effects on vegetation physiology inferred from space

Nature communications, 2023-08, Vol.14 (1), p.4640-4640, Article 4640

2023

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A perspective on Gaussian processes for Earth observation

National science review, 2019-07, Vol.6 (4), p.616-618

2019

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Towards physiologically meaningful water‐use efficiency estimates from eddy covariance data

Global change biology, 2018-02, Vol.24 (2), p.694-710

2018

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Fluxes all of the time? A primer on the temporal representativeness of FLUXNET

Journal of geophysical research. Biogeosciences, 2017-02, Vol.122 (2), p.289-307

2017

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

Increasing impact of warm droughts on northern ecosystem productivity over recent decades

Both priming and temperature sensitivity of soil organic matter decomposition depend on microbial biomass – An incubation study

Inferring causation from time series in Earth system sciences

The FLUXCOM ensemble of global land-atmosphere energy fluxes

The response of ecosystem water-use efficiency to rising atmospheric CO2 concentrations: sensitivity and large-scale biogeochemical implications

Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science and Geosciences

Soil respiration across scales: The importance of a model-data integration framework for data interpretation

Improving canopy processes in the Community Land Model version 4 (CLM4) using global flux fields empirically inferred from FLUXNET data

Trend Change Detection in NDVI Time Series: Effects of Inter-Annual Variability and Methodology

Global patterns of land-atmosphere fluxes of carbon dioxide, latent heat, and sensible heat derived from eddy covariance, satellite, and meteorological observations

Reconciling leaf physiological traits and canopy flux data: Use of the TRY and FLUXNET databases in the Community Land Model version 4

Estimation of forest aboveground biomass and uncertainties by integration of field measurements, airborne LiDAR, and SAR and optical satellite data in Mexico

Upscaled diurnal cycles of land–atmosphere fluxes: a new global half-hourly data product

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

Climate and vegetation controls on the surface water balance: Synthesis of evapotranspiration measured across a global network of flux towers

Plant functional traits and canopy structure control the relationship between photosynthetic CO2 uptake and far-red sun-induced fluorescence in a Mediterranean grassland under different nutrient availability

Earlier springs decrease peak summer productivity in North American boreal forests

Physiological and physicochemical controls on foliar volatile organic compound emissions

A data-driven analysis of energy balance closure across FLUXNET research sites: The role of landscape scale heterogeneity

A methodology to derive global maps of leaf traits using remote sensing and climate data

Widespread and complex drought effects on vegetation physiology inferred from space

A perspective on Gaussian processes for Earth observation

Towards physiologically meaningful water‐use efficiency estimates from eddy covariance data

Fluxes all of the time? A primer on the temporal representativeness of FLUXNET

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