• ISSN: 1674-7461
  • CN: 11-5823/TU
  • 主管:中国科学技术协会
  • 主办:中国图学学会
  • 承办:中国建筑科学研究院有限公司

基于混合知识表示的钢结构焊接工艺知识建模方法

Knowledge Modeling Method of Steel Structure Welding Process Based on Hybrid Knowledge Representation

  • 摘要: 针对建筑钢结构焊接作业中工艺知识碎片化、工艺规划效率低等问题,本文提出一种融合本体表示法、框架表示法与产生式表示法的混合知识表示方法。依据不同类型知识的特征,构建“事实库-案例库-规则库”三层次的分层知识模型。通过本体建模对事实类知识进行结构化整合,奠定语义基础;利用框架表示法高效组织与检索案例类知识;采用产生式规则对规则类知识进行表达与推理。三层知识库协同实现语义理解、案例匹配、规则推理与知识动态更新。实验结果表明,该知识模型在实际工艺规划中的效率较传统方法提高了64.9%,显著增强了知识利用率与工艺规划效率。

     

    Abstract: To address issues such as fragmented process knowledge and low efficiency in welding planning for building steel structures, this study proposes a hybrid knowledge representation method combining ontology, frame, and production rule representations. Based on the characteristics of different knowledge types, a hierarchical knowledge model with a three-layer structure—"fact database, case database, and rule database"—is constructed. Ontology modeling is employed to structurally integrate factual knowledge, establishing a semantic foundation; Frame representation method is utilized to efficiently organize and retrieve case-based knowledge; Production rules are adopted to express and reason about rule-based knowledge. The three-layer knowledge base collaboratively enables semantic understanding, case matching, rule-based reasoning, and dynamic knowledge updating. Experimental results demonstrate that this knowledge model improves planning efficiency by 64.9% compared to traditional methods, significantly enhancing knowledge utilization and process planning efficiency.

     

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