An open compute and data federation as an alternative to monolithic infrastructures for big Earth data analytics

IF 4.2 3区 地球科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
B. Backeberg, Z. Šustr, E. Fernández, G. Donchyts, A. Haag, J. B. R. Oonk, G. Venekamp, Benjamin Schumacher, Stefan Reimond, Charis Chatzikyriakou
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引用次数: 1

Abstract

ABSTRACT An adequate compute and storage infrastructure supporting the full exploitation of Copernicus and Earth Observation datasets is currently not available in Europe. This paper presents the cross-disciplinary open-source technologies being leveraged in the C-SCALE project to develop an open federation of compute and data providers as an alternative to monolithic infrastructures for processing and analysing Copernicus and Earth Observation data. Three critical aspects of the federation and the chosen technologies are elaborated upon: (1) federated data discovery, (2) federated access and (3) software distribution. With these technologies the open federation aims to provide homogenous access to resources, thereby enabling its users to generate meaningful results quickly and easily. This will be achieved by abstracting the complexity of infrastructure resource access provisioning and orchestration, including discovery of data across distributed archives, away from the end-users. Which is needed because end-users wish to focus on analysing ready-to-use data products and models rather than spending their time on the setup and maintenance of complex and heterogeneous IT infrastructures. The open federation will support processing and analysing the vast amounts of Copernicus and Earth Observation data that are critical for the implementation of the Destination Earth resp. Digital Twins vision for a high precision digital model of the Earth to model, monitor and simulate natural phenomena and related human activities.
一个开放的计算和数据联盟,作为大地球数据分析的单一基础设施的替代方案
欧洲目前还没有足够的计算和存储基础设施来支持哥白尼和地球观测数据集的充分利用。本文介绍了C-SCALE项目中利用的跨学科开源技术,以开发一个开放的计算和数据提供商联盟,作为处理和分析哥白尼和地球观测数据的单一基础设施的替代方案。本文详细阐述了联邦和所选技术的三个关键方面:(1)联邦数据发现,(2)联邦访问和(3)软件分发。通过这些技术,开放联盟旨在提供对资源的同质访问,从而使用户能够快速、轻松地生成有意义的结果。这将通过抽象基础设施资源访问供应和编排的复杂性来实现,包括跨分布式档案的数据发现,远离最终用户。这是必需的,因为最终用户希望专注于分析现成的数据产品和模型,而不是把时间花在设置和维护复杂的异构IT基础设施上。开放联盟将支持处理和分析大量哥白尼和地球观测数据,这些数据对目标地球的实施至关重要。Digital Twins的愿景是建立一个高精度的地球数字模型,以模拟、监测和模拟自然现象和相关的人类活动。
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来源期刊
Big Earth Data
Big Earth Data Earth and Planetary Sciences-Computers in Earth Sciences
CiteScore
7.40
自引率
10.00%
发文量
60
审稿时长
10 weeks
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