China Mechanical Engineering ›› 2025, Vol. 36 ›› Issue (11): 2728-2737.DOI: 10.3969/j.issn.1004-132X.2025.11.031
Qiao ZHENG(
), Ruiqiang LYU(
), Bencheng CUI, Rui ZUO
Received:2024-10-31
Online:2025-11-25
Published:2025-12-09
Contact:
Ruiqiang LYU
通讯作者:
吕瑞强
作者简介:郑乔,男,2000年生,硕士研究生。研究方向为航空宇航制造。E-mail:zhengqiao1109@163.comCLC Number:
Qiao ZHENG, Ruiqiang LYU, Bencheng CUI, Rui ZUO. A Process Knowledge Generalization Based on Standardized Expression of Process Data[J]. China Mechanical Engineering, 2025, 36(11): 2728-2737.
郑乔, 吕瑞强, 崔本城, 左芮. 基于工艺数据规范表达的工艺知识泛化[J]. 中国机械工程, 2025, 36(11): 2728-2737.
Add to citation manager EndNote|Ris|BibTeX
URL: https://www.cmemo.org.cn/EN/10.3969/j.issn.1004-132X.2025.11.031
| 优化方式 | XB值 |
|---|---|
| 无优化 | 1.91 |
| 聚类前自然语言分词 | 0.89 |
| 聚类后贝叶斯分类微调 | 1.12 |
| 双优化 | 0.79 |
Tab.1 Comparison of clustering optimization results
| 优化方式 | XB值 |
|---|---|
| 无优化 | 1.91 |
| 聚类前自然语言分词 | 0.89 |
| 聚类后贝叶斯分类微调 | 1.12 |
| 双优化 | 0.79 |
| 工序描述 | 出现次数 |
|---|---|
| 铬酸阳极化 合格证操作 操作规程_ | 25 |
| 铬酸阳极化 精孔_ 合格证操作 操作规程_ | 7 |
| 铬酸阳极化 该 零件 有 精孔_ 合格证操作 | 6 |
| 铬酸阳极化 精孔_ 合格证操作 | 4 |
| 铬酸阳极化 合格证操作 | 3 |
| 铬酸阳极化 精孔 尺寸_ 合格证操作 操作规程_ | 2 |
| 铬酸阳极化 该 零件 为 精孔_ 零件 合格证操作 操作规程_ | 1 |
Tab.2 Tokenization results of ‘chromium anodizing’ process cluster
| 工序描述 | 出现次数 |
|---|---|
| 铬酸阳极化 合格证操作 操作规程_ | 25 |
| 铬酸阳极化 精孔_ 合格证操作 操作规程_ | 7 |
| 铬酸阳极化 该 零件 有 精孔_ 合格证操作 | 6 |
| 铬酸阳极化 精孔_ 合格证操作 | 4 |
| 铬酸阳极化 合格证操作 | 3 |
| 铬酸阳极化 精孔 尺寸_ 合格证操作 操作规程_ | 2 |
| 铬酸阳极化 该 零件 为 精孔_ 零件 合格证操作 操作规程_ | 1 |
| 模块名称 | 简述 | 关重类型 | 部门 | 操作代码 | 内容 |
|---|---|---|---|---|---|
| 供料模块 | 供料 | 一般 | 4*1 | 100100 | 供料: |
| 去毛刺 | 一般 | 4*1 | 100200 | 去毛刺 | |
| 检验 | 一般 | 2*0 | 100300 | 检验(核实物料信息,检查毛料尺寸,确保毛料最小包容尺寸)。 | |
| 工具:游标卡尺 | |||||
| 提供零件 | 一般 | 3*5 | 100400 | 按零件清单提供零件。记录系列号 | |
| 核实零件 | 一般 | 2*0 | 100400 | 检验核实零件 | |
| CMM模块 | CMM测量 | 一般 | 4*3 | 100300 | CMM测量,合格证操作 |
| 检验报告 | 一般 | 4*3 | 100300 | 数据分析并检验报告,合格证操作 | |
| 检验 | 一般 | 2*0 | 100300 | 检验(验证数据分析报告) | |
| 核实模块 | 检验工序 | 一般 | 2*0 | 100300 | 检验数控工序 |
| 核实标记 | 一般 | 6*8 | 100500 | 在标识的FO上盖章,核实数控程序进行完成。 | |
| 去除标记 | 一般 | 6*6 | 100600 | 工艺员同意使用工装,去除核实标记 | |
| 喷丸模块 | 表面准备 | 一般 | 4*9 | 100700 | 锐边倒圆R0.5mm。喷丸成形前按 |
| 喷丸成形 | 一般 | 4*9 | 100700 | 喷丸成形,后去除铁污染。合格证操作,操作规程 | |
| 检验 | 一般 | 4*8 | 100700 | 进行压力检测,操作规程 | |
| 贴合面间隙不超过 | |||||
| 防护 | 一般 | 4*9 | 100800 | 零件防护 |
Tab.3 Process standardization table (excerpt)
| 模块名称 | 简述 | 关重类型 | 部门 | 操作代码 | 内容 |
|---|---|---|---|---|---|
| 供料模块 | 供料 | 一般 | 4*1 | 100100 | 供料: |
| 去毛刺 | 一般 | 4*1 | 100200 | 去毛刺 | |
| 检验 | 一般 | 2*0 | 100300 | 检验(核实物料信息,检查毛料尺寸,确保毛料最小包容尺寸)。 | |
| 工具:游标卡尺 | |||||
| 提供零件 | 一般 | 3*5 | 100400 | 按零件清单提供零件。记录系列号 | |
| 核实零件 | 一般 | 2*0 | 100400 | 检验核实零件 | |
| CMM模块 | CMM测量 | 一般 | 4*3 | 100300 | CMM测量,合格证操作 |
| 检验报告 | 一般 | 4*3 | 100300 | 数据分析并检验报告,合格证操作 | |
| 检验 | 一般 | 2*0 | 100300 | 检验(验证数据分析报告) | |
| 核实模块 | 检验工序 | 一般 | 2*0 | 100300 | 检验数控工序 |
| 核实标记 | 一般 | 6*8 | 100500 | 在标识的FO上盖章,核实数控程序进行完成。 | |
| 去除标记 | 一般 | 6*6 | 100600 | 工艺员同意使用工装,去除核实标记 | |
| 喷丸模块 | 表面准备 | 一般 | 4*9 | 100700 | 锐边倒圆R0.5mm。喷丸成形前按 |
| 喷丸成形 | 一般 | 4*9 | 100700 | 喷丸成形,后去除铁污染。合格证操作,操作规程 | |
| 检验 | 一般 | 4*8 | 100700 | 进行压力检测,操作规程 | |
| 贴合面间隙不超过 | |||||
| 防护 | 一般 | 4*9 | 100800 | 零件防护 |
| init(Xs,Xt) |
|---|
| %初始化起始和目标节点 |
| open_list=[];close_list=[] |
| %定义空表 |
| While(Xs~=Xt||Xmin~=Xt)~empty(gird); |
| Xs=Xmin; |
| open_list=[open_list, Xs]; |
| %将当前节点加入open表 |
| gird:Xs+ΔX→X; |
| %寻找扩展节点 |
| open_list=[open_list, X]; |
| %把扩展节点加入open表 |
| last: open_list\Xs→X |
| %设置当前节点为扩展节点的回溯 |
| open_list=open_list\Xs; |
| %在open表中删除起始节点 |
| Count : open_list→X_list |
| %搜寻open表中Count最多的节点X_list |
| f(n) : open_list→Xmin |
| %搜寻X_list表中f(n)最小的节点Xmin |
| close_list=[close_list, Xs]; |
| %将当前节点加入close表 |
| end |
| last : Xt→Xs; |
| %从终点按各节点回溯至起点 |
Tab.4 Heuristic algorithm flow
| init(Xs,Xt) |
|---|
| %初始化起始和目标节点 |
| open_list=[];close_list=[] |
| %定义空表 |
| While(Xs~=Xt||Xmin~=Xt)~empty(gird); |
| Xs=Xmin; |
| open_list=[open_list, Xs]; |
| %将当前节点加入open表 |
| gird:Xs+ΔX→X; |
| %寻找扩展节点 |
| open_list=[open_list, X]; |
| %把扩展节点加入open表 |
| last: open_list\Xs→X |
| %设置当前节点为扩展节点的回溯 |
| open_list=open_list\Xs; |
| %在open表中删除起始节点 |
| Count : open_list→X_list |
| %搜寻open表中Count最多的节点X_list |
| f(n) : open_list→Xmin |
| %搜寻X_list表中f(n)最小的节点Xmin |
| close_list=[close_list, Xs]; |
| %将当前节点加入close表 |
| end |
| last : Xt→Xs; |
| %从终点按各节点回溯至起点 |
| 类型 | 信息内容 | 关键词 | 对应输入 |
|---|---|---|---|
| 非几何 | 铝的铬酸阳极化 按操作规程1001 | 铬酸阳极化 | 铬酸阳极化模块 |
| 非几何 | 荧光渗透检查 按操作规程1002 | 荧光渗透 | 荧光渗透检验模块 |
| 类型 | 信息内容 | 对应输入 | |
| 几何 | 有两个“底面”特征 | 选择分支:“数控加工第二面” | |
| 几何 | 有“孔”特征 | 采用模块:钻孔模块 | |
Tab.5 Correspondence between digital model information and algorithm input (excerpt)
| 类型 | 信息内容 | 关键词 | 对应输入 |
|---|---|---|---|
| 非几何 | 铝的铬酸阳极化 按操作规程1001 | 铬酸阳极化 | 铬酸阳极化模块 |
| 非几何 | 荧光渗透检查 按操作规程1002 | 荧光渗透 | 荧光渗透检验模块 |
| 类型 | 信息内容 | 对应输入 | |
| 几何 | 有两个“底面”特征 | 选择分支:“数控加工第二面” | |
| 几何 | 有“孔”特征 | 采用模块:钻孔模块 | |
| [1] | 王涌泉. 基于三维CAPP系统的工艺数据应用的研究[D]. 济南:山东大学,2019. |
| WANG Yongquan. Application Research of Process Data in 3D CAPP System[D]. Jinan: Shandong University, 2019. | |
| [2] | 刘跃岩. 面向特征的航天器舱段类零件机加工艺决策方法研究[D]. 哈尔滨:哈尔滨工业大学,2023. |
| LIU Yueyan. Research on Feature-oriented Decision-making Method for Machining Spacecraft Section Parts [D]. Harbin: Harbin Institute of Technology, 2023. | |
| [3] | 李征. 基于知识图谱的工艺路线推荐方法研究[D]. 北京:北京交通大学,2021. |
| LI Zheng. Research on Process Route Recommendation Method Based on Knowledge Graph[D]. Beijing: Beijing Jiaotong University, 2021. | |
| [4] | 彭仕鑫,肖彪,赵正彩,等. 航天复杂薄壁零件加工工艺知识图谱构建及其应用[J]. 机电工程,2024,41(4):709-719. |
| PENG Shixin, XIAO Biao, ZHAO Zhengcai, et al. Construction and Application of Knowledge Graph for Processing Technology of Complex Thin-walled Aerospace Parts[J]. Journal of Mechanical & Electrical Engineering, 2024, 41(4): 709-719. | |
| [5] | 杨圣斌. 炼油工艺设计集成系统标准化研究[J]. 山东化工,2024,53(9):252-255. |
| YANG Shengbin. Research on Standardization of Refining Process Design Integration System[J]. Shandong Chemical Industry, 2024, 53(9): 252- 255. | |
| [6] | 张朝朝,叶蕾,曹志勇,等. 基于WEB的航空航天环形锻件CAPP系统开发[J]. 精密成形工程,2023,15(5):164-175. |
| ZHANG Chaochao, YE Lei, CAO Zhiyong, et al. Development of WEB-based CAPP System for Aerospace Ring Forgings[J]. Journal of Netshape Forming Engineering, 2023, 15(5): 164-175. | |
| [7] | 魏海坤,徐嗣鑫,宋文忠. 神经网络的泛化理论和泛化方法[J]. 自动化学报,2001,27(6):806-815. |
| WEI Haikun, XU Sixin, SONG Wenzhong. Generalization Theory and Generalization Methods For Neural Networks[J]. Acta Automatica Sinica,2001,27(6):806-815. | |
| [8] | ZHAO Long, PENG Xi, CHEN Yuxiao, et al. Knowledge as Priors: Cross-modal Knowledge Generalization for Datasets Without Superior Knowledge[C]∥IEEE/CVF Conference on Computer Vision and Pattern Recognition(CVPR 2020).Seattle, 2020:6527-6536. |
| [9] | MA Chenyu, JIA Jinfang, HUANG Jianqiang, et al. DisRot: Boosting the Generalization Capability of Few-shot Learning via Knowledge Distillation and Self-supervised Learning[J]. Machine Vision and Applications,2024,35(3):1-13. |
| [10] | 商亚琴,滕薇,曹杨,等. 基于LLM的工艺推荐系统设计研究[J]. 造纸装备及材料,2024,53(5):28-30. |
| SHANG Yaqin, TENG Wei, CAO Yang, et al. Research on Design of Process Recommendation System Based on LLM[J]. Papermaking Equipment and Materials, 2024, 53(5): 28-30. | |
| [11] | 伍缘杰. 激光选区熔化工艺数据库与工艺推荐研究[D]. 武汉:华中科技大学,2022. |
| WU Yuanjie. Research on Laser Selective Melting Process Database and Process Recommendation[D]. Wuhan: Huazhong University of Science and Technology, 2022. | |
| [12] | 曹勇. 基于数据挖掘的工艺知识发现与重用研究[D]. 济南:山东大学,2019. |
| CAO Yong. Research on Process Knowledge Discovery and Reuse Based on Data Mining[D]. Jinan: Shandong University, 2019. | |
| [13] | 纪贵阳,王裴岩,余卓. 面向工艺规范文本的大语言模型知识注入方法研究[J]. 计算机科学与探索,2024,18(9):2361-2369. |
| JI Guiyang, WANG Peiyan, YU Zhuo. Research on Knowledge Injection Method of Large Language Model for Process Specification Texts[J]. Journal of Frontiers of Computer Science and Technology, 2024, 18(9): 2361-2369. |
| [1] | Lingling SHI, Yimin DU, Lili GUO, Zhijing ZHANG, Xin JIN, Jiadi LI. Intelligent Decision-making for Assembly Processes of Micro-device Products [J]. China Mechanical Engineering, 2025, 36(10): 2159-2170. |
| [2] | SHI Zhiyuan1, 2, KONG Zhiwei2, CHEN Junzhen3, WANG Shuying3. Research on Construction Techniques for Wind Power Equipment Contextual Knowledge Graphs [J]. China Mechanical Engineering, 2025, 36(06): 1206-1213. |
| [3] | LI Chilu1, XIONG Shiquan1, LEI Weijian2, LIU Shutong1, LI Yingmin2, YI Qian1, YI Shuping1. Research on Experience Feedback Graph of Nuclear Power Constructions Based on Multi-dimensional Cascading Knowledge Extraction [J]. China Mechanical Engineering, 2025, 36(01): 177-189. |
| [4] | 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. |
| [5] | GUO Heng, LI Rong, ZHANG Haizhu, WEI Yongjie, DAI Yuebin. Construction of Knowledge Graph of Maintainability Design Based on Multi-domain Fusion of High-speed Trains [J]. China Mechanical Engineering, 2022, 33(24): 3015-3023. |
| [6] | GUO Xiangyu;WANG Lin;ZHANG Yongjian. Machining Process Planning Based on Immune Genetic Algorithm under Rule Constraints [J]. China Mechanical Engineering, 2020, 31(04): 482-488. |
| [7] | GAO Bo;HU Xiaoyu;PENG Zhenrui;LIU Junquan. Setup Planning Method Based on Intelligent Water Drops Algorithm [J]. China Mechanical Engineering, 2019, 30(21): 2539-2545. |
| [8] | LI Lianhui1;XU Guanying2;GAO Yang1;MAO Chunlei3;WANG Hongguang4. Evaluation of Product Process Planning Schemes for Green Manufacturing [J]. China Mechanical Engineering, 2019, 30(17): 2100-2107. |
| [9] | WEN Xiaoyu, LUO Guofu, LI Hao, XIAO Yanqiu, QIAO Dongping. Two-stage Hybrid Algorithm for Integrated Process Planning and Scheduling Problems [J]. China Mechanical Engineering, 2018, 29(22): 2716-2724,2732. |
| [10] | WANG Qingwen;QIN Shichao;LI Jing. Process-based Evolution Process Information Integrated Modeling [J]. China Mechanical Engineering, 2017, 28(20): 2474-2482. |
| [11] | Ba Li, Li Yan, Yang Mingshun, Liu Yong, Gao Xinqin. Research on Integrated Process Planning and Scheduling Problem with Consideration of Uncertain Processing Time [J]. China Mechanical Engineering, 2015, 26(24): 3348-3355. |
| [12] | Xu Cijun, Li Aiping. Integration of Concurrent Development Process for Complex Products with Resource Constraints [J]. China Mechanical Engineering, 2015, 26(2): 171-177. |
| [13] | Li Yan, Ba Li, Cao Yuan, Liu Yong, Yang Mingshun. Research on Integrated Process Planning and Scheduling Problem with Consideration of Multi-objectives [J]. China Mechanical Engineering, 2015, 26(17): 2344-2351,2373. |
| [14] | Jin Jiangyan, Huang Xiang, Liu Xiping, Li Shuanggao. Model-based Definition Assembly Process Information Modeling for Aircrafts [J]. China Mechanical Engineering, 2014, 25(5): 569-576. |
| [15] | Liu Changyi, Tang Zhi'an, Yang Sheng, Lu Yuandong. Machining Stability and Process Parameters Planning for Helical Milling Operation [J]. China Mechanical Engineering, 2014, 25(22): 3022-3027,3065. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||