用于灾害管理的下一代地理时空信息技术

IF 1.3 4区 计算机科学 Q1 Computer Science IBM Journal of Research and Development Pub Date : 2020-01-31 DOI:10.1147/JRD.2020.2970903
C. M. Albrecht;B. Elmegreen;O. Gunawan;H. F. Hamann;L. J. Klein;S. Lu;F. Mariano;C. Siebenschuh;J. Schmude
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引用次数: 8

摘要

传统的地理信息系统(GIS)已经被地理编码光栅、矢量和时间序列物联网数据形式的大数据的出现所破坏。本文讨论了新的可扩展技术的应用,这些技术远远超出了关系数据库和旋转磁盘或磁带上基于文件的存储,将存储和处理数据合并到同一平台中。讨论了Apache Hadoop分布式文件系统和NoSQL键值存储(如Apache Hbase)的作用,以及最佳支持地理空间时间使用的索引方案。我们强调了这种新方法如何快速搜索多个GIS数据层,以在地震和野火灾害的预警、影响评估、响应和恢复方面获得见解。
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Next-generation geospatial-temporal information technologies for disaster management
Traditional geographic information systems (GIS) have been disrupted by the emergence of Big Data in the form of geo-coded raster, vector, and time-series Internet-of-Things data. This article discusses the application of new scalable technologies that go far beyond relational databases and file-based storage on spinning disk or tape to incorporate both storage and processing data in the same platform. The roles of the Apache Hadoop Distributed File Systems and NoSQL key-value stores such as the Apache Hbase are discussed, along with indexing schemes that optimally support geospatial-temporal use. We highlight how this new approach can rapidly search multiple GIS data layers to obtain insights in the context of early warning, impact evaluation, response, and recovery to earthquake and wildfire disasters.
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IBM Journal of Research and Development
IBM Journal of Research and Development 工程技术-计算机:硬件
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6-12 weeks
期刊介绍: The IBM Journal of Research and Development is a peer-reviewed technical journal, published bimonthly, which features the work of authors in the science, technology and engineering of information systems. Papers are written for the worldwide scientific research and development community and knowledgeable professionals. Submitted papers are welcome from the IBM technical community and from non-IBM authors on topics relevant to the scientific and technical content of the Journal.
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