Cargando…
Designing transformer oil immersion cooling servers for machine learning and first principle calculations
A transfomer oil immersion cooling server is designed and constructed for machine learning applications and first principle calculations that are carried out for materials-related research. CPU, motherboard, random access memory, hard disk drive, solid state drive, graphic card, and the power supply...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9113583/ https://www.ncbi.nlm.nih.gov/pubmed/35580082 http://dx.doi.org/10.1371/journal.pone.0266880 |
_version_ | 1784709611885953024 |
---|---|
author | Takahashi, Keisuke Miyazato, Itsuki Maeda, Satoshi Takahashi, Lauren |
author_facet | Takahashi, Keisuke Miyazato, Itsuki Maeda, Satoshi Takahashi, Lauren |
author_sort | Takahashi, Keisuke |
collection | PubMed |
description | A transfomer oil immersion cooling server is designed and constructed for machine learning applications and first principle calculations that are carried out for materials-related research. CPU, motherboard, random access memory, hard disk drive, solid state drive, graphic card, and the power supply unit are submerged into the transformer oil in order to cool the entire system. Benchmark tests reveal that overall performance is improved while performance times for multicore calculations are dramatically improved. Furthermore, calculation times for machine learning with large data sets and density functional theory calculations are shortened during single core calculations. Thus, a transformer oil immersion cooling server is proposed to be an alternative cooling system used for improving the performance of first principle calculations and machine learning. |
format | Online Article Text |
id | pubmed-9113583 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-91135832022-05-18 Designing transformer oil immersion cooling servers for machine learning and first principle calculations Takahashi, Keisuke Miyazato, Itsuki Maeda, Satoshi Takahashi, Lauren PLoS One Research Article A transfomer oil immersion cooling server is designed and constructed for machine learning applications and first principle calculations that are carried out for materials-related research. CPU, motherboard, random access memory, hard disk drive, solid state drive, graphic card, and the power supply unit are submerged into the transformer oil in order to cool the entire system. Benchmark tests reveal that overall performance is improved while performance times for multicore calculations are dramatically improved. Furthermore, calculation times for machine learning with large data sets and density functional theory calculations are shortened during single core calculations. Thus, a transformer oil immersion cooling server is proposed to be an alternative cooling system used for improving the performance of first principle calculations and machine learning. Public Library of Science 2022-05-17 /pmc/articles/PMC9113583/ /pubmed/35580082 http://dx.doi.org/10.1371/journal.pone.0266880 Text en © 2022 Takahashi et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Takahashi, Keisuke Miyazato, Itsuki Maeda, Satoshi Takahashi, Lauren Designing transformer oil immersion cooling servers for machine learning and first principle calculations |
title | Designing transformer oil immersion cooling servers for machine learning and first principle calculations |
title_full | Designing transformer oil immersion cooling servers for machine learning and first principle calculations |
title_fullStr | Designing transformer oil immersion cooling servers for machine learning and first principle calculations |
title_full_unstemmed | Designing transformer oil immersion cooling servers for machine learning and first principle calculations |
title_short | Designing transformer oil immersion cooling servers for machine learning and first principle calculations |
title_sort | designing transformer oil immersion cooling servers for machine learning and first principle calculations |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9113583/ https://www.ncbi.nlm.nih.gov/pubmed/35580082 http://dx.doi.org/10.1371/journal.pone.0266880 |
work_keys_str_mv | AT takahashikeisuke designingtransformeroilimmersioncoolingserversformachinelearningandfirstprinciplecalculations AT miyazatoitsuki designingtransformeroilimmersioncoolingserversformachinelearningandfirstprinciplecalculations AT maedasatoshi designingtransformeroilimmersioncoolingserversformachinelearningandfirstprinciplecalculations AT takahashilauren designingtransformeroilimmersioncoolingserversformachinelearningandfirstprinciplecalculations |