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

Physics-aware Gaussian processes in remote sensing

(2018) Gustau Camps-Valls et al.   APPLIED SOFT COMPUTING

Methods for interpreting and understanding deep neural networks

(2018) Grégoire Montavon et al.   DIGITAL SIGNAL PROCESSING

Could Machine Learning Break the Convection Parameterization Deadlock?

(2018) P. Gentine et al.   GEOPHYSICAL RESEARCH LETTERS

Prognostic Validation of a Neural Network Unified Physics Parameterization

(2018) N. D. Brenowitz et al.   GEOPHYSICAL RESEARCH LETTERS

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

(2017) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Compensatory water effects link yearly global land CO2 sink changes to temperature

(2017) Martin Jung et al.   NATURE

Imprint of the convective parameterization and sea-surface temperature on large-scale convective self-aggregation

(2017) Tobias Becker et al.   Journal of Advances in Modeling Earth Systems

Sensitivity of the summertime tropical Atlantic precipitation distribution to convective parameterization and model resolution in ECHAM6

(2017) Angela Cheska Siongco et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

Remote sensing heritage in a petabyte-scale: satellite data and heritage Earth Engine© applications

(2016) Athos Agapiou   International Journal of Digital Earth

Learning multiscale and deep representations for classifying remotely sensed imagery

(2016) Wenzhi Zhao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

High-resolution mapping of global surface water and its long-term changes

(2016) Jean-François Pekel et al.   NATURE

Enhanced seasonal CO2 exchange caused by amplified plant productivity in northern ecosystems

(2016) M. Forkel et al.   SCIENCE

Global-scale regionalization of hydrologic model parameters

(2016) Hylke E. Beck et al.   WATER RESOURCES RESEARCH

Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis

(2016) Jochem Verrelst et al.   Remote Sensing

Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the Art

(2016) Liangpei Zhang et al.   IEEE Geoscience and Remote Sensing Magazine

The quiet revolution of numerical weather prediction

(2015) Peter Bauer et al.   NATURE

Probabilistic machine learning and artificial intelligence

(2015) Zoubin Ghahramani   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Predicting the sequence specificities of DNA- and RNA-binding proteins by deep learning

(2015) Babak Alipanahi et al.   NATURE BIOTECHNOLOGY

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Multimodal Classification of Remote Sensing Images: A Review and Future Directions

(2015) Luis Gomez-Chova et al.   PROCEEDINGS OF THE IEEE

Spatiotemporal patterns of terrestrial gross primary production: A review

(2015) Alessandro Anav et al.   REVIEWS OF GEOPHYSICS

Identifying causal gateways and mediators in complex spatio-temporal systems

(2015) Jakob Runge et al.   Nature Communications

Statistical significance of climate sensitivity predictors obtained by data mining

(2014) Peter M. Caldwell et al.   GEOPHYSICAL RESEARCH LETTERS

Multivariate ensemble Model Output Statistics using empirical copulas

(2014) Daniel S. Wilks   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

Searching for exotic particles in high-energy physics with deep learning

(2014) P. Baldi et al.   Nature Communications

Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods

(2013) Gustavo Camps-Valls et al.   IEEE SIGNAL PROCESSING MAGAZINE

Statistical Emulation of Climate Model Projections Based on Precomputed GCM Runs*

(2013) Stefano Castruccio et al.   JOURNAL OF CLIMATE

Uncertainties in CMIP5 Climate Projections due to Carbon Cycle Feedbacks

(2013) Pierre Friedlingstein et al.   JOURNAL OF CLIMATE

Sensitivity of tropical carbon to climate change constrained by carbon dioxide variability

(2013) Peter M. Cox et al.   NATURE

Improving the accuracy of rainfall rates from optical satellite sensors with machine learning — A random forests-based approach applied to MSG SEVIRI

(2013) Meike Kühnlein et al.   REMOTE SENSING OF ENVIRONMENT

High-Resolution Global Maps of 21st-Century Forest Cover Change

(2013) M. C. Hansen et al.   SCIENCE

Objective calibration of regional climate models

(2012) O. Bellprat et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Parameter estimation using data assimilation in an atmospheric general circulation model: From a perfect toward the real world

(2012) Sebastian Schirber et al.   Journal of Advances in Modeling Earth Systems

Retrieval of Vegetation Biophysical Parameters Using Gaussian Process Techniques

(2011) J. Verrelst et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

On Constraining Estimates of Climate Sensitivity with Present-Day Observations through Model Weighting

(2011) Daniel Klocke et al.   JOURNAL OF CLIMATE

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

(2011) Martin Jung et al.   JOURNAL OF GEOPHYSICAL RESEARCH

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

(2011) Gordon B. Bonan et al.   JOURNAL OF GEOPHYSICAL RESEARCH

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

(2010) Martin Jung et al.   NATURE

Terrestrial Gross Carbon Dioxide Uptake: Global Distribution and Covariation with Climate

(2010) C. Beer et al.   SCIENCE

A Multiscalar Drought Index Sensitive to Global Warming: The Standardized Precipitation Evapotranspiration Index

(2009) Sergio M. Vicente-Serrano et al.   JOURNAL OF CLIMATE

Reverse-mode AD in a functional framework

(2008) Barak A. Pearlmutter et al.   ACM TRANSACTIONS ON PROGRAMMING LANGUAGES AND SYSTEMS

Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis

(2008) R. Grimm et al.   GEODERMA

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

(2008) Markus Reichstein et al.   JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE