WorkflowHunt:在科学工作流存储库中结合关键字和语义搜索

J. B. Diaz, C. B. Medeiros
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引用次数: 4

摘要

科学数据集和分析它们的实验在规模和复杂性上都在增长,科学家们正面临着共享这些资源的困难。已经出现了一些尝试解决这个问题的倡议。其中之一涉及使用科学工作流程来表示和制定实验执行。越来越多的工作流程可能与多个科学领域相关。然而,在给定的实验中很难找到适合重用的工作流。创建工作流需要时间和资源,它们的重用有助于科学家以更可靠的方式更快地构建新的工作流。工作流存储库中的搜索机制应该为工作流发现提供不同的选项,但是通用存储库很难提供多种机制。workflowwhunt是一种用于工作流搜索和发现的混合架构,它结合了关键字搜索和语义搜索,允许使用不同的搜索方法找到相关的工作流。我们验证了我们的架构,创建了一个使用真实工作流和myExperiment中的元数据的原型,并通过WorkflowHunt和myExperiment的搜索界面比较了搜索结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
WorkflowHunt: Combining Keyword and Semantic Search in Scientific Workflow Repositories
Scientific datasets and the experiments that analyze them are growing in size and complexity, and scientists are facing difficulties to share such resources. Some initiatives have emerged to try to solve this problem. One of them involves the use of scientific workflows to represent and enact experiment execution. There is an increasing number of workflows that are potentially relevant for more than one scientific domain. However, it is hard to find workflows suitable for reuse given an experiment. Creating a workflow takes time and resources, and their reuse helps scientists to build new workflows faster and in a more reliable way. Search mechanisms in workflow repositories should provide different options for workflow discovery, but it is difficult for generic repositories to provide multiple mechanisms. This paper presents WorkflowHunt, a hybrid architecture for workflow search and discovery for generic repositories, which combines keyword and semantic search to allow finding relevant workflows using different search methods. We validated our architecture creating a prototype that uses real workflows and metadata from myExperiment, and compare search results via WorkflowHunt and via myExperiment's search interface.
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