Optimizing Traversal Queries of Sensor Data Using a Rule-Based Reachability Approach

Bryan-Elliott Tam, Ruben Taelman, Julián Rojas Meléndez, Pieter Colpaert
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Abstract

Link Traversal queries face challenges in completeness and long execution time due to the size of the web. Reachability criteria define completeness by restricting the links followed by engines. However, the number of links to dereference remains the bottleneck of the approach. Web environments often have structures exploitable by query engines to prune irrelevant sources. Current criteria rely on using information from the query definition and predefined predicate. However, it is difficult to use them to traverse environments where logical expressions indicate the location of resources. We propose to use a rule-based reachability criterion that captures logical statements expressed in hypermedia descriptions within linked data documents to prune irrelevant sources. In this poster paper, we show how the Comunica link traversal engine is modified to take hints from a hypermedia control vocabulary, to prune irrelevant sources. Our preliminary findings show that by using this strategy, the query engine can significantly reduce the number of HTTP requests and the query execution time without sacrificing the completeness of results. Our work shows that the investigation of hypermedia controls in link pruning of traversal queries is a worthy effort for optimizing web queries of unindexed decentralized databases.
利用基于规则的可达性方法优化传感器数据的遍历查询
由于网络规模庞大,链接遍历查询面临着完整性和执行时间长的挑战。可达性标准通过限制引擎遵循的链接来定义完整性。然而,需要参考的链接数量仍然是该方法的瓶颈。网络环境通常拥有可供查询引擎利用的结构,以删除不相关的来源。当前的标准依赖于使用查询定义和预定义谓词中的信息。然而,在逻辑表达式显示资源位置的环境中,很难使用这些信息进行遍历。我们建议使用基于规则的可达性准则,该准则可以捕捉链接数据文档中超媒体描述所表达的逻辑语句,从而删除无关资源。在这篇海报论文中,我们展示了如何对 Comunica 链接遍历引擎进行修改,以便从超媒体控制词汇表中获取提示,从而剪除相关资源。我们的初步研究结果表明,通过使用这一策略,查询引擎可以显著减少 HTTP 请求的数量和查询执行时间,而不会牺牲结果的完整性。我们的研究表明,在遍历查询的链接剪枝中研究超媒体控制是优化无索引分散数据库网络查询的一项值得努力的工作。
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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