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An Analysis of Description Logic Augmented with Domain Rules for the Development of Product Models

机译:产品模型开发中使用领域规则增强描述逻辑的分析

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摘要

The languages and logical formalisms developed by information scientists and logicians concentrate on the theory of languages and logical theorem proving. These languages, when used by domain experts to represent their domain of discourse, most often have issues related to the level of expressiveness and need specific extensions. In this paper, we first analyze the requirements for the development of structured knowledge representation models for manufacturing products. We then explore how these requirements can be satisfied through the levels of logical formalisms and expressivity of a structured knowledge representation model. We report our analysis of description logic (DL) and domain-specific rules with respect to the requirements by giving an example of a product ontology developed with ontology web language-description logic (OWL) and augmented with semantic web rule language (SWRL) rules. Clearly, increasing the expressivity of a product ontology also improves that of domain-specific rules, but there exits the usual tradeoff between the expressivity of languages and the complexity of their reasoning tasks. We present a case study of an electromechanical product to validate the analysis and further show how the OWL-DL reasoner together with the rule engine can enable reasoning about the product ontology. We finally discuss the open issues such as capabilities and limitations related to the usage of DL, OWL, and SWRL for product modeling.
机译:信息科学家和逻辑学家开发的语言和逻辑形式主义专注于语言理论和逻辑定理证明。这些语言在被领域专家用来代表其话语领域时,通常会遇到与表达水平有关的问题,并且需要特定的扩展。在本文中,我们首先分析了制造产品的结构化知识表示模型的开发要求。然后,我们探索如何通过逻辑形式主义和结构化知识表示模型的表达能力满足这些要求。我们通过给出一个使用本体Web语言描述逻辑(OWL)开发并使用语义Web规则语言(SWRL)规则扩展的产品本体的示例,报告关于需求的描述逻辑(DL)和特定于域的规则的分析。显然,提高产品本体的表达能力还可以改善特定领域规则的表达能力,但是在语言的表达能力与推理任务的复杂性之间存在通常的权衡。我们提供了一个机电产品的案例研究,以验证分析结果,并进一步展示OWL-DL推理机与规则引擎一起如何实现关于产品本体的推理。最后,我们讨论与DL,OWL和SWRL在产品建模中的使用有关的功能和限制等开放性问题。

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  • 来源
    《Journal of Computing and Information Science in Engineering》 |2010年第2期|P.021008.1-021008.13|共13页
  • 作者单位

    Manufacturing Systems Integration Division, Design Process Group, National Institute of Standards and Technology, Gaithersburg, MD 20899;

    rnManufacturing Systems Integration Division, Design Process Group, National Institute of Standards and Technology, Gaithersburg, MD 20899;

    rnManufacturing Systems Integration Division, Design Process Group, National Institute of Standards and Technology, Gaithersburg, MD 20899;

    rnManufacturing Systems Integration Division, Design Process Group, National Institute of Standards and Technology, Gaithersburg, MD 20899;

    rnManufacturing Systems Integration Division, Design Process Group, National Institute of Standards and Technology, Gaithersburg, MD 20899;

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