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Modeling Heterogeneous Data Resources for Social-Ecological Research: A Data-Centric Perspective

机译:社会生态研究的异构数据资源建模:以数据为中心的观点

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Digital repositories are grappling with an influx of scientific data brought about by the well publicized 'data deluge' in science, business, and society. One particularly perplexing problem is the long-term archival and reuse of complex data sets. This paper presents an integrated approach to data discovery over heterogeneous data resources in social-ecological systems research. Social-ecological systems data is complex because the research draws from both social and natural sciences. Using a sample set of data resources from the domain, we explore an approach to discovery and representation of this data. Specifically, we develop an ontology-based process of organization and visualization from a data-centric perspective. We define data resources broadly and identify six key categories of resources that include data collected from site visits to shared ecological resources, the structure of research instruments, domain concepts, research designs, publications, theories and models. We identify the underlying relationships and construct an ontology that captures these relationships using semantic web languages. The ontology and a NoSQL data store at the back end store the data resource instances. These are integrated into a portal architecture we refer to as the Integrated Visualization of Social-Ecological Resources (IViSER) that allows users to both browse the relationships captured in the ontology and easily visualize the granular details of data resources.
机译:数字存储库正努​​力应对由科学,商业和社会中广为人知的“数据泛滥”带来的科学数据的涌入。一个特别令人困惑的问题是复杂数据集的长期归档和重用。本文提出了一种在社会生态系统研究中通过异构数据资源进行数据发现的集成方法。社会生态系统的数据非常复杂,因为该研究来自社会科学和自然科学。使用来自该域的一组样本数据资源,我们探索了一种发现和表示该数据的方法。具体来说,我们从以数据为中心的角度开发了一种基于本体的组织和可视化过程。我们广泛地定义数据资源,并确定资源的六个关键类别,包括从实地访问共享生态资源中收集的数据,研究工具的结构,领域概念,研究设计,出版物,理论和模型。我们确定潜在的关系,并构建使用语义Web语言捕获这些关系的本体。本体和后端的NoSQL数据存储区存储数据资源实例。它们被集成到门户架构中,我们称之为社会生态资源的集成可视化(IViSER),它使用户既可以浏览本体中捕获的关系,又可以轻松地可视化数据资源的详细信息。

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