Astronomical data organization, management and access in Scientific Data Lakes Article Swipe
Y. G. Grange
,
V. N. Pandey
,
Xavier Espinal
,
R. Di Maria
,
A.P. Millar
·
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.5281/zenodo.6077555
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.5281/zenodo.6077555
The data volumes stored in telescope archives is constantly increasing due to the development and improvements in the instrumentation. Often the archives need to be stored over a distributed storage architecture, provided by independent compute centres. Such a distributed data archive requires overarching data management orchestration. Such orchestration comprises of tools which handle data storage and cataloguing, and steering transfers integrating different storage systems and protocols, while being aware of data policies and locality. In addition, it needs a common Authorisation and Authentication Infrastructure (AAI) layer which is perceived as a single entity by end users and provides transparent data access. The scientific domain of particle physics also uses complex and distributed data management systems. The experiments at the Large Hadron Collider\,(LHC) accelerator at CERN generate several hundred petabytes of data per year. This data is globally distributed to partner sites and users using national compute facilities. Several innovative tools were developed to successfully address the distributed computing challenges in the context of the Worldwide LHC Computing Grid (WLCG). The work being carried out in the ESCAPE project and in the Data Infrastructure for Open Science (DIOS) work package is to prototype a Scientific Data Lake using the tools developed in the context of the WLCG, harnessing different physics scientific disciplines addressing FAIR standards and Open Data. We present how the Scientific Data Lake prototype is applied to address astronomical data use cases. We introduce the software stack and also discuss some of the differences between the domains.
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2022Year of publication
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2022-02-03Full publication date if available
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Y. G. Grange, V. N. Pandey, Xavier Espinal, R. Di Maria, A.P. MillarList of authors in order
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| abstract_inverted_index.requires | 41 |
| abstract_inverted_index.software | 236 |
| abstract_inverted_index.steering | 58 |
| abstract_inverted_index.systems. | 114 |
| abstract_inverted_index.Computing | 166 |
| abstract_inverted_index.Worldwide | 164 |
| abstract_inverted_index.addition, | 75 |
| abstract_inverted_index.comprises | 48 |
| abstract_inverted_index.computing | 157 |
| abstract_inverted_index.developed | 151, 199 |
| abstract_inverted_index.different | 61, 207 |
| abstract_inverted_index.introduce | 234 |
| abstract_inverted_index.locality. | 73 |
| abstract_inverted_index.perceived | 88 |
| abstract_inverted_index.petabytes | 128 |
| abstract_inverted_index.prototype | 191, 224 |
| abstract_inverted_index.standards | 213 |
| abstract_inverted_index.telescope | 5 |
| abstract_inverted_index.transfers | 59 |
| abstract_inverted_index.Scientific | 193, 221 |
| abstract_inverted_index.addressing | 211 |
| abstract_inverted_index.challenges | 158 |
| abstract_inverted_index.constantly | 8 |
| abstract_inverted_index.harnessing | 206 |
| abstract_inverted_index.increasing | 9 |
| abstract_inverted_index.innovative | 148 |
| abstract_inverted_index.management | 44, 113 |
| abstract_inverted_index.protocols, | 65 |
| abstract_inverted_index.scientific | 102, 209 |
| abstract_inverted_index.(WLCG).<br> | 168 |
| abstract_inverted_index.accelerator | 122 |
| abstract_inverted_index.access.<br> | 100 |
| abstract_inverted_index.development | 13 |
| abstract_inverted_index.differences | 244 |
| abstract_inverted_index.disciplines | 210 |
| abstract_inverted_index.distributed | 28, 38, 111, 137, 156 |
| abstract_inverted_index.experiments | 116 |
| abstract_inverted_index.facilities. | 146 |
| abstract_inverted_index.independent | 33 |
| abstract_inverted_index.integrating | 60 |
| abstract_inverted_index.overarching | 42 |
| abstract_inverted_index.transparent | 98 |
| abstract_inverted_index.astronomical | 229 |
| abstract_inverted_index.cataloguing, | 56 |
| abstract_inverted_index.improvements | 15 |
| abstract_inverted_index.successfully | 153 |
| abstract_inverted_index.Authorisation | 80 |
| abstract_inverted_index.architecture, | 30 |
| abstract_inverted_index.orchestration | 47 |
| abstract_inverted_index.Authentication | 82 |
| abstract_inverted_index.Infrastructure | 83, 182 |
| abstract_inverted_index.orchestration. | 45 |
| abstract_inverted_index.Collider\,(LHC) | 121 |
| abstract_inverted_index.instrumentation. | 18 |
| cited_by_percentile_year | |
| countries_distinct_count | 2 |
| institutions_distinct_count | 5 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/13 |
| sustainable_development_goals[0].score | 0.6600000262260437 |
| sustainable_development_goals[0].display_name | Climate action |
| citation_normalized_percentile.value | 0.04315626 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |