基于Web的分布式大气数据处理工作流系统

Jie Cheng, Xiaoguang Lin, Yuanchun Zhou, Jianhui Li
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引用次数: 4

摘要

分布式大气数据通常在不同的区域和全球存储库中存储和管理。科学过程需要这些资源的组合来解决一个特定的大气科学问题。一个挑战是如何以无缝的方式收集设计和执行实验的数据和模型。此外,大规模科学数据处理的数据密集型科学实验具有迭代性、动态性和以人为本的特点。特别是大气科学实验,通常包括数据的发现、访问、预处理、转换、可视化等固定步骤。支持web服务的工作流系统是访问分布式科学数据并对其执行复杂分析的灵活工具。本文描述了工作流系统的四层架构,即web交互层、工作流引擎层、工作流组件层和资源层。我们还开发了一个直观且易于使用的基于web的工具包,并将其应用于大气数据处理。
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A Web Based Workflow System for Distributed Atmospheric Data Processing
Distributed atmospheric data are often stored and managed in diverse regional and global repositories. The scientific process requires composition of these resources to solve a specific atmospheric science problem. A challenge is how to harvest data and models for designing and executing experiments in a seamless manner. Moreover, data-intensive scientific experiments with large-scale scientific data processing are iterative, dynamic and human centered. In particular, the atmospheric scientific experiments usually include some fixed steps, such as data discovery, access, preprocessing, transformation, visualization. A web service-enabled workflow system is a flexible tool for accessing distributed scientific data, and executing complex analysis on it. In this paper, we describe a four-layered architecture of the workflow system, which consists of web interaction layer, workflow engine layer, workflow components layer and resource layer. We also develop an intuitive and easy-to-use web based toolkit and apply it to atmospheric data processing.
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