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A CBR system for injection mould design based on ontology: A case study

机译:基于本体的CBR注塑模具设计系统的案例研究

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摘要

Case-based reasoning (CBR) often shows significant promise for improving the effectiveness of design support in mould design, which is a domain strong in practice but poor in theory. However, existing CBR systems lack semantic understanding, which is important for intelligent knowledge retrieval in design support system. This hinders the application of CBR in injection mould design. In order to develop an intelligent CBR system and meet the need of design support for injection mould design, this paper integrates ontology technology into a CBR system by constructing domain ontology as case-base with a new method, in which two means of acquisition are combined, one is acquiring ontology from existing ontologies, the other from established engineering knowledge resources, and proposing a new semantic retrieval method as the first grade case retrieval. Numerical measurement is also employed as the second grade case retrieval, which adopts various methods to calculate different types of attribute values. A case is executed to illustrate the use of proposed CBR system, then a lot of experiments are organized to evaluate its performance and the result shows that the proposed approach outperforms existing CBR systems.
机译:基于案例的推理(CBR)通常显示出提高模具设计中设计支持效率的巨大希望,这在实践中是强项,但理论上很差。然而,现有的CBR系统缺乏语义理解,这对于设计支持系统中的智能知识检索非常重要。这阻碍了CBR在注塑模具设计中的应用。为了开发一个智能的CBR系统并满足对注塑模具设计的设计支持的需要,本文通过将领域本体构造为案例库,将两种获取方式结合起来,将本体技术集成到CBR系统中。 ,一个是从现有本体中获取本体,另一个是从已建立的工程知识资源中获取本体,并提出一种新的语义检索方法作为一年级案例检索。数值测量还用作二级案例检索,它采用各种方法来计算不同类型的属性值。通过一个案例来说明所提出的CBR系统的使用,然后组织了许多实验来评估其性能,结果表明所提出的方法优于现有的CBR系统。

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