Enabling online geospatial isotopic model development and analysis

Hyojeong Lee, Lan Zhao, G. Bowen, Christopher C. Miller, A. Kalangi, Tonglin Zhang, J. West
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引用次数: 6

Abstract

In recent years, there has been a rapid growth in the amount of environmental data collected over large spatial and temporal scales. It presents unprecedented opportunities for new scientific discovery, while in the same time poses significant challenges to the research community on how to effectively identify and integrate these datasets into their research models and tools. In this paper, we describe the design and implementation of IsoMAP - a gateway for Isoscapes (isotopic landscapes) modeling, analysis and prediction. IsoMAP provides an online workspace that helps researchers access and integrate a number of disparate and diverse datasets, develop Isoscapes models over selected spatio-temporal domains using geo-statistical algorithms, and predict maps for the stable isotope ratios of water, plants, and soils. The IsoMAP system leverages the computation resources available on the TeraGrid to perform geospatial data operations and geostatistical model calculations. It builds on a variety of open source technologies for GIS, geospatial data management and processing, grid computing, and gateway development. The system was successfully used to teach a tutorial in the 2011 conference on the Roles of Stable Isotopes in Water Cycle Research. A post-tutorial survey was conducted. We review the users' feedback and present a future development plan based on that.
实现在线地理空间同位素模型开发和分析
近年来,在大时空尺度上收集的环境数据量迅速增长。它为新的科学发现提供了前所未有的机会,同时也给研究界提出了如何有效地识别和整合这些数据集到他们的研究模型和工具中的重大挑战。在本文中,我们描述了IsoMAP的设计和实现——一个用于同位素景观建模、分析和预测的网关。IsoMAP提供了一个在线工作空间,帮助研究人员访问和整合许多不同的数据集,使用地理统计算法在选定的时空域开发等高图模型,并预测水、植物和土壤的稳定同位素比率。IsoMAP系统利用TeraGrid上可用的计算资源来执行地理空间数据操作和地质统计模型计算。它建立在GIS、地理空间数据管理和处理、网格计算和网关开发的各种开源技术的基础上。该系统成功地用于2011年“稳定同位素在水循环研究中的作用”会议的教学。进行了课后调查。我们审查用户的反馈,并在此基础上提出未来的发展计划。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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