Advanced strategies for workflow development, execution and reproducibility of results in Earth System Science
Convener:
Miguel CastrilloECSECS
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Co-conveners:
Karsten Peters-von Gehlen,
Valentine Anantharaj,
Donatello EliaECSECS,
Yolanda Becerra,
Christine Kirkpatrick,
Ivonne Anders
Orals
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Thu, 18 Apr, 14:00–15:45 (CEST) Room G2
Posters on site
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Attendance Thu, 18 Apr, 10:45–12:30 (CEST) | Display Thu, 18 Apr, 08:30–12:30 Hall X2
Posters virtual
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Attendance Thu, 18 Apr, 14:00–15:45 (CEST) | Display Thu, 18 Apr, 08:30–18:00 vHall X2
Recent advances and upcoming developments in Earth System Science (ESS) are facing the challenge of having to i) efficiently handle close-to exascale data amounts and ii) providing methods to make the information content readily accessible and usable by both scientists and downstream communities.
Concurrently, awareness of the importance of the reproducibility and replicability of research results has increased considerably in recent years. Reproducibility refers to the possibility of independently arriving at the same scientific conclusions. Replicability or replication, is achieved if the execution of a scientific workflow arrives at the same result as before.
A sensible orchestration of these two aspects requires the application of seamless workflow tools employed at compute and data infrastructures which also enable the capture of required provenance information to - in an extreme case - rerun large-simulations and analysis routines to provide trust in model fidelity, data integrity and decision-making processes. Here, reproducibility, or even replicability, dedication to Open Science and FAIR data principles are key. Further, this enables communities of practice to establish best practices in applying future-proof workflows among a critical mass of users, thereby facilitating adoption.
This session discusses latest advances in workflow techniques for ESS in a two-tiered organizational structure, focusing on:
- sharing use cases, best practices and progress from various initiatives that improve different aspects of these technologies, such as eFlows4HPC (Enabling dynamic and Intelligent workflows in the future EuroHPC ecosystem), Climate Digital Twin (Destination Earth), or EDITO (European Digital Twin Ocean) Model-Lab;
-current approaches, concepts and developments in the area of reproducible workflows in ESS, like requirements for reproducibility and replicability including provenance tracking; technological and methodological components required for data reusability and future-proof research workflows; FAIR Digital Objects (FDOs); (meta)data standards, linked-data approaches, virtual research environments and Open Science principles.
14:00–14:05
5-minute convener introduction
Advanced Workflow Strategies in High-Performance Computing for Earth Sciences
EGU24-11859
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ECS
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On-site presentation
Enabling reproducibility of results in Earth System Science through improved workflows
EGU24-5115
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On-site presentation
EGU24-8711
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ECS
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On-site presentation
EGU24-14011
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On-site presentation
EGU24-18724
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ECS
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On-site presentation
Advanced Workflow Strategies in High-Performance Computing for Earth Sciences
EGU24-1042
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ECS
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On-site presentation
EGU24-2555
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On-site presentation
EGU24-6350
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On-site presentation
EGU24-10750
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On-site presentation
EGU24-11167
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On-site presentation
EGU24-11434
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ECS
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On-site presentation
Enabling reproducibility of results in Earth System Science through improved workflows
EGU24-3070
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On-site presentation
EGU24-3295
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ECS
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On-site presentation
EGU24-17154
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ECS
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On-site presentation
EGU24-18057
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ECS
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On-site presentation
EGU24-20519
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On-site presentation
Advanced Workflow Strategies in High-Performance Computing for Earth Sciences
EGU24-11774
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Virtual presentation
EGU24-21636
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Virtual presentation
Enabling reproducibility of results in Earth System Science through improved workflows
EGU24-9381
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Virtual presentation
EGU24-19437
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Virtual presentation