Matches in SemOpenAlex for { <https://semopenalex.org/work/W4327948904> ?p ?o ?g. }
Showing items 1 to 82 of
82
with 100 items per page.
- W4327948904 endingPage "8" @default.
- W4327948904 startingPage "1" @default.
- W4327948904 abstract "Abstract. To promote cloud and HPC computing, GRAPEVINE* project objectives include using these tools along with open data sources to provide a reusable IT service. In this service a predictive model based on Machine learning (ML) techniques is created with the aim of preventing and controlling grape vine diseases in the wine cultivation sector. Aside from the predictive ML, meteorological forecasts are crucial input to train the ML models and on a second step to be used as input for the operational prediction of grapevine diseases. To this end, the Weather and Research Forecasting model (WRF) has been deployed in CESGA's HPC infrastructure to produce medium-range and sub-seasonal forecasts for the targeted pilot areas (Greece and Spain). The data assimilation component of WRF – WRFDA – has been also introduced for improving the initial conditions of the WRF model by assimilating observations from weather stations and satellite precipitation products (Integrated Multi-satellitE Retrieval for GPM – IMERG). This methodology for assimilation was developed during STARGATE* project, allowing the testing of the methodology in the operational service of GRAPEVINE. The operational production of the forecasts is achieved by the cloudify orchestrator on a Kubernetes cluster. The connections between the Kubernetes cluster and the HPC infrastructure, where the model resides, is achieved with the croupier plugin of cloudify. Blueprints that encapsule the workflows of the meteorological model and its dependencies were created. The instances of the blueprints (deployments) were created automatically to produce operationally weather forecasts and they were made available to the ML models via a THREDDS server. Valuable lessons were learned with regards the automation of the process and the coupling with the HPC in terms of reservations and operational production." @default.
- W4327948904 created "2023-03-21" @default.
- W4327948904 creator A5000295097 @default.
- W4327948904 creator A5008801357 @default.
- W4327948904 creator A5031568636 @default.
- W4327948904 creator A5039768283 @default.
- W4327948904 creator A5063871063 @default.
- W4327948904 creator A5074219204 @default.
- W4327948904 creator A5088194227 @default.
- W4327948904 creator A5090141611 @default.
- W4327948904 date "2023-03-20" @default.
- W4327948904 modified "2023-09-30" @default.
- W4327948904 title "Maximizing the potential of numerical weather prediction models: lessons learned from combining high-performance computing and cloud computing" @default.
- W4327948904 cites W1596936080 @default.
- W4327948904 cites W2023473720 @default.
- W4327948904 cites W2039180764 @default.
- W4327948904 cites W3025949386 @default.
- W4327948904 cites W3168994983 @default.
- W4327948904 doi "https://doi.org/10.5194/asr-20-1-2023" @default.
- W4327948904 hasPublicationYear "2023" @default.
- W4327948904 type Work @default.
- W4327948904 citedByCount "0" @default.
- W4327948904 crossrefType "journal-article" @default.
- W4327948904 hasAuthorship W4327948904A5000295097 @default.
- W4327948904 hasAuthorship W4327948904A5008801357 @default.
- W4327948904 hasAuthorship W4327948904A5031568636 @default.
- W4327948904 hasAuthorship W4327948904A5039768283 @default.
- W4327948904 hasAuthorship W4327948904A5063871063 @default.
- W4327948904 hasAuthorship W4327948904A5074219204 @default.
- W4327948904 hasAuthorship W4327948904A5088194227 @default.
- W4327948904 hasAuthorship W4327948904A5090141611 @default.
- W4327948904 hasBestOaLocation W43279489041 @default.
- W4327948904 hasConcept C111919701 @default.
- W4327948904 hasConcept C121332964 @default.
- W4327948904 hasConcept C127413603 @default.
- W4327948904 hasConcept C133204551 @default.
- W4327948904 hasConcept C147947694 @default.
- W4327948904 hasConcept C153294291 @default.
- W4327948904 hasConcept C155911762 @default.
- W4327948904 hasConcept C21001229 @default.
- W4327948904 hasConcept C24552861 @default.
- W4327948904 hasConcept C39432304 @default.
- W4327948904 hasConcept C41008148 @default.
- W4327948904 hasConcept C77088390 @default.
- W4327948904 hasConcept C78519656 @default.
- W4327948904 hasConcept C79974875 @default.
- W4327948904 hasConcept C83283714 @default.
- W4327948904 hasConceptScore W4327948904C111919701 @default.
- W4327948904 hasConceptScore W4327948904C121332964 @default.
- W4327948904 hasConceptScore W4327948904C127413603 @default.
- W4327948904 hasConceptScore W4327948904C133204551 @default.
- W4327948904 hasConceptScore W4327948904C147947694 @default.
- W4327948904 hasConceptScore W4327948904C153294291 @default.
- W4327948904 hasConceptScore W4327948904C155911762 @default.
- W4327948904 hasConceptScore W4327948904C21001229 @default.
- W4327948904 hasConceptScore W4327948904C24552861 @default.
- W4327948904 hasConceptScore W4327948904C39432304 @default.
- W4327948904 hasConceptScore W4327948904C41008148 @default.
- W4327948904 hasConceptScore W4327948904C77088390 @default.
- W4327948904 hasConceptScore W4327948904C78519656 @default.
- W4327948904 hasConceptScore W4327948904C79974875 @default.
- W4327948904 hasConceptScore W4327948904C83283714 @default.
- W4327948904 hasFunder F4320320300 @default.
- W4327948904 hasLocation W43279489041 @default.
- W4327948904 hasOpenAccess W4327948904 @default.
- W4327948904 hasPrimaryLocation W43279489041 @default.
- W4327948904 hasRelatedWork W1549212965 @default.
- W4327948904 hasRelatedWork W2345421626 @default.
- W4327948904 hasRelatedWork W2557934921 @default.
- W4327948904 hasRelatedWork W2562632764 @default.
- W4327948904 hasRelatedWork W2886196490 @default.
- W4327948904 hasRelatedWork W3031543677 @default.
- W4327948904 hasRelatedWork W3047682139 @default.
- W4327948904 hasRelatedWork W3111381576 @default.
- W4327948904 hasRelatedWork W3203288919 @default.
- W4327948904 hasRelatedWork W4236373379 @default.
- W4327948904 hasVolume "20" @default.
- W4327948904 isParatext "false" @default.
- W4327948904 isRetracted "false" @default.
- W4327948904 workType "article" @default.