owl2中不精确时间间隔的表示

Elisabeth Métais, F. Ghorbel, F. Hamdi, N. Ellouze, Noura Herradi, Assia Soukane
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引用次数: 1

摘要

对不精确的时间信息进行表示和推理是语义Web领域的共同要求。OWL中存在大量对精确时间信息进行表征和推理的工作;然而,据我们所知,这些作品都没有涉及不精确的时间间隔。为了解决这个问题,我们提出了两种方法:基于脆片的方法和基于模糊的方法。(1)第一种方法只使用清晰的标准和工具,并在owl2中建模。我们扩展了4D-fluents模型,使用新的脆成分来表示不精确的时间间隔和定性的脆间隔关系。然后,我们扩展了Allen的区间代数,以一种清晰的方式比较不精确的时间区间,并通过一组SWRL规则进行推理。(2)第二种方法基于模糊集理论和模糊工具,在fuzzy - owl 2中建模。扩展了4d流方法,引入了新的模糊分量,以表示不精确的时间间隔和定性模糊区间关系。为了以模糊渐进个性化的方式比较不精确的时间区间,对Allen区间代数进行了扩展。推理是通过一套马姆达尼IF-THEN规则完成的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Representing Imprecise Time Intervals in OWL 2
Representing and reasoning on imprecise temporal information is a common requirement in the field of Semantic Web. Many works exist to represent and reason on precise temporal information in OWL; however, to the best of our knowledge, none of these works is devoted to imprecise temporal time intervals. To address this problem, we propose two approaches: a crisp-based approach and a fuzzy-based approach. (1) The first approach uses only crisp standards and tools and is modelled in OWL 2. We extend the 4D-fluents model, with new crisp components, to represent imprecise time intervals and qualitative crisp interval relations. Then, we extend the Allen’s interval algebra to compare imprecise time intervals in a crisp way and inferences are done via a set of SWRL rules. (2) The second approach is based on fuzzy sets theory and fuzzy tools and is modelled in Fuzzy-OWL 2. The 4D-fluents approach is extended, with new fuzzy components, in order to represent imprecise time intervals and qualitative fuzzy interval relations. The Allen’s interval algebra is extended in order to compare imprecise time intervals in a fuzzy gradual personalized way. Inferences are done via a set of Mamdani IF-THEN rules.
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