Deep Learning-Based Weather Prediction: A Survey

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

(2019) Markus Reichstein et al.   NATURE

PAGCM: A scalable parallel spectral‐based atmospheric general circulation model

(2019) Xiaoli Ren et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

A hybrid CNN-LSTM model for typhoon formation forecasting

(2019) Rui Chen et al.   GEOINFORMATICA

Towards artificial general intelligence with hybrid Tianjic chip architecture

(2019) Jing Pei et al.   NATURE

Analysis of DNN Speech Signal Enhancement for Robust Speaker Recognition

(2019) Ondřej Novotný et al.   COMPUTER SPEECH AND LANGUAGE

A Weather Forecast Model Accuracy Analysis and ECMWF Enhancement Proposal by Neural Network

(2019) Jaroslav Frnda et al.   SENSORS

Deep learning for physical processes: incorporating prior scientific knowledge

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

Methods for interpreting and understanding deep neural networks

(2018) Grégoire Montavon et al.   DIGITAL SIGNAL PROCESSING

Dynamic fine-tuning stacked auto-encoder neural network for weather forecast

(2018) Szu-Yin Lin et al.   Future Generation Computer Systems-The International Journal of eScience

Machine Learning Predictions of a Multiresolution Climate Model Ensemble

(2018) Gemma J. Anderson et al.   GEOPHYSICAL RESEARCH LETTERS

Could Machine Learning Break the Convection Parameterization Deadlock?

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

When Deep Learning Meets Metric Learning: Remote Sensing Image Scene Classification via Learning Discriminative CNNs

(2018) Gong Cheng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep learning to represent subgrid processes in climate models

(2018) Stephan Rasp et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Toward Data‐Driven Weather and Climate Forecasting: Approximating a Simple General Circulation Model With Deep Learning

(2018) S. Scher   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

Quantum-chemical insights from deep tensor neural networks

(2017) Kristof T. Schütt et al.   Nature Communications

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

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

(2016) Athos Agapiou   International Journal of Digital Earth

The Potential Energy of an Autoencoder

(2015) Hanna Kamyshanska et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

The quiet revolution of numerical weather prediction

(2015) Peter Bauer et al.   NATURE

Clouds, circulation and climate sensitivity

(2015) Sandrine Bony et al.   Nature Geoscience

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

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

(2014) P. Baldi et al.   Nature Communications

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

(2013) Peter M. Cox et al.   NATURE

What Are Climate Models Missing?

(2013) B. Stevens et al.   SCIENCE

Application of feature-weighted Support Vector regression using grey correlation degree to stock price forecasting

(2012) James N. K. Liu et al.   NEURAL COMPUTING & APPLICATIONS

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

Acoustic Modeling Using Deep Belief Networks

(2011) Abdel-rahman Mohamed et al.   IEEE Transactions on Audio Speech and Language Processing

The ERA-Interim reanalysis: configuration and performance of the data assimilation system

(2011) D. P. Dee et al.   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

Empirical Orthogonal Functions: The Medium is the Message

(2009) Adam H. Monahan et al.   JOURNAL OF CLIMATE