数字时代和整个数据生命周期的空间天气研究:专题介绍

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC ACS Applied Electronic Materials Pub Date : 2021-09-17 DOI:10.1051/swsc/2021037
R. McGranaghan, E. Camporeale, M. Georgoulis, A. Anastasiadis
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引用次数: 6

摘要

数字时代的到来和快速推进为科学研究带来了挑战和机遇,其特征是不断变化的数据景观,体现在大数据的4v:数量(volume)、种类(variety)、准确性(veracity)和速度(velocity)。大数据格局取代了传统的存储、处理、管理和探索手段,需要在整个数据生命周期(即收集、存储和处理、分析和表示)中进行适应和创新。专题“数字时代和全数据生命周期的空间天气研究”,收集了整个数据生命周期(收集、管理、分析和传播;(统称为“数据科学”),并提供了一个易于处理的纲要,说明了最新的计算和数据科学趋势,工具,以及空间天气研究的进展。我们将介绍《太空天气》的模式转变,以及《专题》中的文章。我们创建了一个研究的网络视图,突出了范式变化的贡献,并揭示了今后将指导范式变化的趋势。
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Space Weather research in the Digital Age and across the full data lifecycle: Introduction to the Topical Issue
The onset and rapid advance of the Digital Age have brought challenges and opportunities for scientific research characterized by a continuously evolving data landscape reflected in the four V’s of big data: volume, variety, veracity, and velocity. The big data landscape supersedes traditional means of storage, processing, management, and exploration, and requires adaptation and innovation across the full data lifecycle (i.e., collection, storage and processing, analytics, and representation). The Topical Issue, “Space Weather research in the Digital Age and across the full data lifecycle”, collects research from across the full data lifecycle (collection, management, analysis, and communication; collectively “Data Science”) and offers a tractable compendium that illustrates the latest computational and data science trends, tools, and advances for Space Weather research. We introduce the paradigm shift in Space Weather and the articles in the Topical Issue. We create a network view of the research that highlights the contribution to the change of paradigm and reveals the trends that will guide it hereafter.
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来源期刊
CiteScore
7.20
自引率
4.30%
发文量
567
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