Zobrazeno 1 - 6
of 6
pro vyhledávání: '"Adrian Rojas Campos"'
HPC-oriented Canonical Workflows for Machine Learning Applications in Climate and Weather Prediction
Autor:
Amirpasha Mozaffari, Michael Langguth, Bing Gong, Jessica Ahring, Adrian Rojas Campos, Pascal Nieters, Otoniel José Campos Escobar, Martin Wittenbrink, Peter Baumann, Martin G. Schultz
Publikováno v:
Data Intelligence, Vol 4, Iss 2 (2022)
Externí odkaz:
https://doaj.org/article/9d5e512117314f8f820df2c00be0f20f
Autor:
Adrian Rojas-Campos, Martin Wittenbrink, Pascal Nieters, Erik J. Schaffernicht, Jan D. Keller, Gordon Pipa
Publikováno v:
Weather and Forecasting. 38:487-497
This study analyzes the potential of deep learning using probabilistic artificial neural networks (ANNs) for postprocessing ensemble precipitation forecasts at four observation locations. We split the precipitation forecast problem into two tasks: es
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::b9d945144ef1ceeac5449e907e35ae90
https://doi.org/10.1175/waf-d-21-0207.1
https://doi.org/10.1175/waf-d-21-0207.1
Publikováno v:
eISSN
Numerical weather prediction (NWP) models are atmospheric simulations that imitate the dynamics of the atmosphere and provide high-quality forecasts. One of the most significant limitations of NWP is the elevated amount of computational resources req
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::6436cebc5837a74aef3c5ed18ad45ebe
https://gmd.copernicus.org/articles/16/1467/2023/
https://gmd.copernicus.org/articles/16/1467/2023/
