面向CAM数控编程领域的知识图谱构建方法

doi:10.3969/j.issn.1004-132X.2023.12.011

中国机械工程 ›› 2023, Vol. 34 ›› Issue (12): 1486-1494.DOI: 10.3969/j.issn.1004-132X.2023.12.011

面向CAM数控编程领域的知识图谱构建方法

方喜峰1,2;柳大坤1;龚婵媛1;王楠1;张胜文1,2;汪通悦2

1.江苏科技大学机械工程学院，镇江，212100
2.江苏省先进制造技术重点实验室，淮安，223003

出版日期:2023-06-25 发布日期:2023-07-12
通讯作者: 柳大坤（通信作者），男，1997年生，硕士研究生。研究方向为智能CAM。E-mail:dkliu2022@163.com。
作者简介:方喜峰，男，1971年生，教授。研究方向为数控加工、并联数控制造装备。发表论文80余篇，授权专利40余项。E-mail:xffang2006@163.com。
基金资助:
国防基础科研计划(B0720060844)；江苏省船用推进器智能化工程技术研究中心建设项目(BM2020603)；江苏省先进制造技术重点实验室开放基金(HGAMTL-1905)

Knowledge Graph Construction Method for CAM Numerical Control Programming Field

FANG Xifeng1,2;LIU Dakun1;GONG Chanyuan1;WANG Nan1;ZHANG Shengwen1,2 ; WANG Tongyue2

1.School of Mechanical Engineering,Jiangsu University of Science and Technology,Zhenjiang,
Jiangsu，212100
2.Jiangsu Provincial Key Laboratory of Advanced Manufacturing Technology,Huaian,
Jiangsu，223003

Online:2023-06-25 Published:2023-07-12

摘要/Abstract

摘要： 为提高CAM数控编程领域的知识表达、管理和挖掘能力，提出了CAM数控编程知识图谱构建方法。分析了CAM数控编程阶段的信息表达形式，构建了CAM信息模型；采用概念到关系、局部到整体的本体构建模式并引入语义规则,实现了知识图谱模式层的构建。以某船用柴油机企业历史CAM编程案例库为数据源，构建了特征操作信息单元模型库，采用本体映射的方式完成了知识图谱数据层的构建，并通过知识融合、知识推理等手段扩大了知识规模，提高了知识质量。最后，开发了CAM知识图谱Web平台，验证了所提方法的有效性。

关键词: 数控编程, 知识图谱, 本体构建, 本体映射

Abstract: In order to improve the ability of knowledge expression, management and mining in CAM numerial control programming field, a method to construct CAM numerial control programming knowledge graph was proposed. The information expression form of CAM numerial control programming stage was analyzed and the CAM information model was constructed. The ontology construction mode from concept to relation and from part to whole was adopted and semantic rules were introduced to realize the construction of knowledge graph pattern layer. Taking the historical CAM programming case base of a marine diesel engine enterprise as the data source, the feature-operation information unit model library was constructed, and the knowledge graph data layer was constructed by ontology mapping. By means of knowledge fusion and knowledge reasoning, the scale and quality of knowledge were enlarged and improved. Finally, a CAM knowledge graph Web platform was developed to verify the effectiveness of this method.

Key words: NC programming, knowledge graph, ontology construction, ontology mapping

中图分类号:

TH164
TP391

方喜峰, 柳大坤, 龚婵媛, 王楠, 张胜文, 汪通悦. 面向CAM数控编程领域的知识图谱构建方法[J]. 中国机械工程, 2023, 34(12): 1486-1494.

FANG Xifeng, LIU Dakun, GONG Chanyuan, WANG Nan, ZHANG Shengwen, , WANG Tongyue. Knowledge Graph Construction Method for CAM Numerical Control Programming Field[J]. China Mechanical Engineering, 2023, 34(12): 1486-1494.

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链接本文: http://www.cmemo.org.cn/CN/10.3969/j.issn.1004-132X.2023.12.011

http://www.cmemo.org.cn/CN/Y2023/V34/I12/1486

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面向CAM数控编程领域的知识图谱构建方法

Knowledge Graph Construction Method for CAM Numerical Control Programming Field

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