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A Big Aurora Data Management Framework Toward Aurora Classification

机译:面向Aurora分类的Aurora大数据管理框架

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摘要

Aurora is the only geophysical phenomenon observed directly with the naked eye in the high latitude regions. The systematic observation of aurora plays an important role in the magnetosphere and solar-terrestrial electromagnetic activity. With the observed aurora data growing quickly, aurora morphology research becomes data intensive. This paper presents a big aurora data management framework toward aurora classification analysis considering the scalability and performance. The framework integrates aurora data acquisition and management, aurora data preprocessing, data query and explore, and aurora classification experiment management. The NoSQL database is employed to manage the aurora data and the classification experiment data. The in-memory index is constructed to support the in-situ analysis.
机译:极光是在高纬度地区用肉眼直接观察到的唯一地球物理现象。对极光的系统观测在磁层和太阳地面电磁活动中起着重要作用。随着观察到的极光数据快速增长,极光形态学研究变得数据密集。本文针对可扩展性和性能,为面向Aurora分类分析提供了一个大型Aurora数据管理框架。该框架集成了Aurora数据获取和管理,Aurora数据预处理,数据查询和探索以及Aurora分类实验管理。 NoSQL数据库用于管理极光数据和分类实验数据。构建内存中索引以支持原位分析。

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