End-to-End Workflows for Climate Science: Integrating HPC Simulations, Big Data Processing, and Machine Learning-Reference-Cited by-同舟云学术

End-to-End Workflows for Climate Science: Integrating HPC Simulations, Big Data Processing, and Machine Learning

Published:2023-11-12 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the SC '23 Workshops of The International Conference on High Performance Computing, Network, Storage, and Analysis
language:
Short-container-title:

Author:

Elia Donatello¹^ORCID,Scardigno Sonia¹^ORCID,Ejarque Jorge²^ORCID,D’Anca Alessandro¹^ORCID,Accarino Gabriele¹^ORCID,Scoccimarro Enrico³^ORCID,Donno Davide¹^ORCID,Peano Daniele³^ORCID,Immorlano Francesco⁴^ORCID,Aloisio Giovanni⁴^ORCID

Affiliation:

1. Advanced Scientific Computing Division, Fondazione Centro Euro-Mediterraneo sui Cambiamenti Climatici, Italy

2. Barcelona Supercomputing Center, Spain

3. Climate Simulations and Predictions Division, Fondazione Centro Euro-Mediterraneo sui Cambiamenti Climatici, Italy

4. Advanced Scientific Computing Division, Fondazione Centro Euro-Mediterraneo sui Cambiamenti Climatici, Italy and Department of Innovation Engineering, University of Salento, Italy

Funder

Generalitat de Catalunya

H2020 Industrial Leadership

European Union NextGenerationEU/PRTR

Spanish Government

MCIN/AEI/10.13039/501100011033

Severo Ochoa Programme for Centres of Excellence in R&D

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3624062.3624283

Reference47 articles.

1. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. https://www.tensorflow.org/ Software available from tensorflow.org. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. https://www.tensorflow.org/ Software available from tensorflow.org.

2. Canonical Workflows in Simulation-based Climate Sciences

3. Big data and extreme-scale computing

4. Workflows for science: a challenge when facing the convergence of HPC and Big Data

5. COMP Superscalar, an interoperable programming framework