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Visualization and Analysis for Near-Real-Time Decision Making in Distributed Workflows

机译:分布式工作流程近实时决策的可视化和分析

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Data driven science is becoming increasingly more common, complex, and is placing tremendous stresses on visualization and analysis frameworks. Data sources producing 10GB per second (and more) are becoming increasingly commonplace in both simulation, sensor and experimental sciences. These data sources, which are often distributed around the world, must be analyzed by teams of scientists that are also distributed. Enabling scientists to view, query and interact with such large volumes of data in near-real-time requires a rich fusion of visualization and analysis techniques, middleware and workflow systems. This paper discusses initial research into visualization and analysis of distributed data workflows that enables scientists to make near-real-time decisions of large volumes of time varying data.
机译:数据驱动科学变得越来越普遍,复杂,并且在可视化和分析框架上处于巨大的压力。在模拟,传感器和实验科学中,每秒产生10GB(和更多)的数据源正在变得越来越普遍。这些数据来源通常通过也分布的科学家团队分析。在近期数据中,使科学家能够查看,查询和互动,需要丰富的可视化和分析技术,中间件和工作流系统。本文讨论了分布式数据工作流程可视化和分析的初步研究,使科学家能够使大量的时间变化数据的近实时决定。

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