开源大数据框架在海洋信息处理中的应用
发布时间：2018-11-26 09:25
【摘要】：随着中国海洋观测技术和数据收集手段的发展,海洋观测数据量日益庞大、数据复杂程度逐渐增多,传统的数据存储方式和处理方法无法有效地对海洋数据进行管理和分析,同时,数据的区域化和分布化成为海洋数据统一管理的一个障碍,对海洋数据挖掘造成一定困难。本文从大数据生命周期的维度,介绍了主流开源大数据框架在海洋大数据获取、存储、处理、智能分析、安全保护和治理方面的技术原理和应用。
[Abstract]:With the development of ocean observation technology and data collection means in China, ocean observation data volume is increasing and the data complexity is increasing gradually. Traditional data storage methods and processing methods can not effectively manage and analyze ocean data. At the same time, the regionalization and distribution of data is an obstacle to the unified management of ocean data, which makes it difficult to mine marine data. From the dimension of big data's life cycle, this paper introduces the technical principles and applications of mainstream open source big data framework in the aspects of acquisition, storage, processing, intelligent analysis, security protection and governance.
【作者单位】： 北京理工大学软件学院;海军航空工程学院电子信息工程系;
【基金】：国家自然科学基金项目(61772072,61501487,U1633122) 国防科技项目基金(2102024) 中国科协“青年人才托举工程”专项
【分类号】：P71;TP311.13
，
本文编号：2358142
[Abstract]:With the development of ocean observation technology and data collection means in China, ocean observation data volume is increasing and the data complexity is increasing gradually. Traditional data storage methods and processing methods can not effectively manage and analyze ocean data. At the same time, the regionalization and distribution of data is an obstacle to the unified management of ocean data, which makes it difficult to mine marine data. From the dimension of big data's life cycle, this paper introduces the technical principles and applications of mainstream open source big data framework in the aspects of acquisition, storage, processing, intelligent analysis, security protection and governance.
【作者单位】： 北京理工大学软件学院;海军航空工程学院电子信息工程系;
【基金】：国家自然科学基金项目(61772072,61501487,U1633122) 国防科技项目基金(2102024) 中国科协“青年人才托举工程”专项
【分类号】：P71;TP311.13
，
本文编号：2358142
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