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Weather data sharing system: an agent-based distributed data management

机译:气象数据共享系统:基于代理的分布式数据管理

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摘要

Severe weather causes human disasters. The most useful way to decrease a national disaster is by building more atmospheric sensing equipments to monitor the climate change. The data produced by these sensing equipments are of a huge amount and play an important role for weather prediction. Moreover, new sensing equipments enrich weather data. Everyday terabyte and petabyte-scale data are collected. Retrieval of such information requires access to large volumes of data; thus an efficient organisation is necessary both to reduce access time and to allow for efficient knowledge extraction. A new class of `data grid?? infrastructure is efficient to support management, transportation, distributed access and analysis of these data sets by thousands of potential users. Intelligent agents can play an important role in helping achieve the 'data grid' vision. In this study, the authors present a multi-agent-based framework to implement manage, share and query weather data in a geographical distributed environment, named weather data sharing system (WDSS). In each node, some services are designed for querying and accessing data sets based on agent environment. Information retrieval can be conducted locally, by considering portions of weather data, or in a distributed scenario, by exploiting global metadata. The agents?? local and remote search is evaluated. The transfer speeds for different file types are also evaluated. From the presented platform, the system extensibility is analysed. The authors believe that this will be a useful platform for research on WDSS in a national area.
机译:恶劣的天气造成人的灾难。减少国家灾难的最有用方法是建造更多的大气感应设备来监测气候变化。这些传感设备产生的数据量巨大,对天气预报起着重要作用。而且,新的传感设备丰富了天气数据。每天收集TB级和PB级的数据。检索此类信息需要访问大量数据;因此,必须有一个有效的组织来减少访问时间并允许有效的知识提取。新型的“数据网格”?基础架构有效地支持了数千名潜在用户对这些数据集的管理,运输,分布式访问和分析。智能代理可以在帮助实现“数据网格”愿景中发挥重要作用。在这项研究中,作者提出了一种基于多代理的框架,用于在地理分布式环境中实现管理,共享和查询天气数据,该模型称为天气数据共享系统(WDSS)。在每个节点中,一些服务被设计用于基于代理环境查询和访问数据集。可以通过考虑天气数据的一部分在本地进行信息检索,也可以在分布式情况下通过利用全局元数据来进行信息检索。代理商??评估本地和远程搜索。还评估了不同文件类型的传输速度。从给出的平台,分析了系统的可扩展性。作者认为,这将是在全国范围内研究WDSS的有用平台。

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  • 来源
    《Software, IET》 |2011年第1期|p.21-31|共11页
  • 作者单位

    School of Computer & Software, Nanjing University of Information Science & Technology, Nanjing, People's Republic of China;

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  • 正文语种 eng
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