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Research Article

KGAssembly: Knowledge graph-driven assembly process generation and evaluation for complex components

ORCID Icon, ORCID Icon, &
Pages 1151-1171 | Received 25 May 2020, Accepted 11 Feb 2021, Published online: 16 Mar 2021

References

  • Bao, J. S., D. L. Wu, Q. H. Cheng, and J. H. Pan. 2013. “Information Modeling and Visualization of Assembly Fat Model for Large-Scale Product.” Key Engineering Materials 579-580: 711–718. d oi:1 0.4 028/w w w.scientific.n et/KEM.579-580.7 11.
  • Bordes, A., N. Usunier, A. Garcia-Duran, J. Weston, and O. Yakhnenko. 2013. “Translating Embeddings for Modeling Multi-relational Data.” In: Advances in Neural Information Processing Systems 2787–2795. https://papers.nips.cc/paper/5071-translating-embeddings-for-modeling-multi-relational-data.pdf.
  • Chen, X. J., S. B. Jia, and Y. Xiang. 2020. “A Review: Knowledge Reasoning over Knowledge Graph.” Expert Systems with Applications 141: 112948. doi:10.1016/j.eswa.2019.112948.
  • Dai, D., X. Xiao, Y. Lu, S. Dou, Q. She, and H. Wang. 2019. “Joint Extraction of Entities and Overlapping Relations Using Position-attentive Sequence Labeling.” In: Proceedings of the AAAI Conference on Artificial Intelligence 6300–6308. doi:10.1609/aaai.v33i01.33016300.
  • Gruhier, E., F. O. Demoly, D. S. Abboudi, and S. Gomes. 2015. “A Formal Ontology-based Spatiotemporal Mereotopology for Integrated Product Design and Assembly Sequence Planning.” Advanced Engineering Informatics 29 (3): 495–512. doi:10.1016/j.aei.2015.04.004.
  • Kipf, T. N., and M. Welling. 2017. “Semi-supervised Classification with Graph Convolutional Networks.” In International Conference on Learning Representations (ICLR),Toulon, France.
  • Leo Kumar, S. P., J. Jerald, and S. Kumanan. 2015. “Feature-based Modelling and Process Parameters Selection in a CAPP System for Prismatic Micro Parts.” International Journal of Computer Integrated Manufacturing 28 (10): 1046–1062.
  • Li, H., H. Zhu, P. Li, and F. He. 2014. “Tolerance Analysis of Mechanical Assemblies Based on Small Displacement Torsor and Deviation Propagation Theories.” The International Journal of Advanced Manufacturing Technology 72 (1–4): 89–99. doi:10.1007/s00170-014-5630-0.
  • Li, X., S. Zhang, R. Huang, B. Huang, C. Xu, and B. Kuang. 2018. “Structured Modeling of Heterogeneous CAM Model Based on Process Knowledge Graph.” The International Journal of Advanced Manufacturing Technology 96 (9–12): 4173–4193. doi:10.1007/s00170-018-1862-8.
  • Lin, X., J. Z. Sheng, and Y. J. Chen. 2017. “An Efficient Method of Automatic Assembly Sequence Planning for Aerospace Industry Based on Genetic Algorithm.” International Journal of Advanced Manufacturing Technology 90 (5–8): 1–9. doi:10.1007/s00170-016-9449-8.
  • Liu, J. H. 2018. “The State-of-the-art, Connotation and Developing Trends of the Products Assembly Technology.” Journal of Mechanical Engineering 54 (11): 2–28. doi:10.3901/JME.2018.011.002.
  • Ma, H. Z., X. N. Chu, Z. H. Liu, and Y. P. Li. 2015. “Assembly Sequences Evaluation Modeling and Application Based on Human Factor Simulation Analysis.” China Mechanical Engineering 26 (5): 652–657. doi:10.3969/j.1004-132X.2015.05.015.
  • Nguyen, D. Q., T. Vu, T. D. Nguyen, D. Q. Nguyen, and D. Phung, 2019.“A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization.” In NAACL HLT 2019–2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies - Proceedings of the Conference, 1:2180–2189. Minneapolis, Minnesota: Association for Computational Linguistics.
  • Ni, J., W. C. Tang, M. Pan, X. Qiu, and Y. Xing. 2017. “Assembly Sequence Optimization for Minimizing the Riveting Path and Overall Dimensional Error.” Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture 232 (14): 1–11. doi:10.1177/0954405417699012.
  • Qiao, L. H., Y. X. Zhu, and N. Anwer. 2015. “Geometric Enhanced Ontology Modeling for Assembly Process Planning.” Journal of Mechanical Engineering 51(22): 202–212. doi:10.3901/JME.2015.22.202
  • Ruan, S. J., J. H. Liu, C. T. Tang, C. B. Zhuang, and Z. Y. Zhou. 2015. “Multi-dimensional Assembly Process Data Management System for Complex Product.” Computer Integrated Manufacturing Systems 21 (3): 656–668.
  • Sayed, M. S., and N. Lohse. 2014. “Ontology-driven Generation of Bayesian Diagnostic models for Assembly Systems.” The International Journal of Advanced Manufacturing Technology 74 (5–8): 1033–1052. doi:10.1007/s00170-014-5918-0.
  • Soshkin, M. 2016. “The US Aerospace Industry: A Manufacturing Powerhouse.” Business Economics 51 (3): 166–180. doi:10.1057/s11369-016-0008-y.
  • Thomas, U., T. Stouraitis, and M. A. Roa. 2015. “Lexible Assembly through Integrated Assembly Sequence Planning and Grasp Planning.” 2015 IEEE International Conference on Automation Science and Engineering (CASE). IEEE 2015 (586–592). doi:10.1109/CoASE.2015.7294142.
  • Tian, F. J., X. T. Tian, J. H. Geng, and Z. M. Zhang. 2012. “Model-based Definition Process Information Modeling and Application.” Computer Integrated Manufacturing Systems 18 (5): 913–919. doi:10.13196/j.cims.2012.05.19.tianfj.010.
  • Vashishth, S., S. Sanyal, V. Nitin, and P. Talukdar 2020. “Composition-based Multi-relational Graph Convolutional Networks.” In International Conference on Learning Representations, Addis Ababa, Ethiopia. htt ps://o penreview.n et/forum?id=BylA_C 4tPr
  • Wang, C. E., H. Yu, W. L. Zhang, and J. P. Yu. 2010. “Object-oriented Aero-engine Assembly Models.” Computer Integrated Manufacturing Systems 16 (5): 942–948. doi:10.1504/IJIMS.2010.033943.
  • Wang, H., G. L. Chen, S. Z. Huang, and K. Y. Chen. 2017. “Evaluation Index Framework of Optimal Matching Position for Large Components Automatic Assembly.” Journal of Mechanical Engineering 53 (23): 137–146. doi:10.3901/JME.2017.23.137
  • Wang, H., S. Li, R. Pan, and M. Mao. 2019. “Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning.” In Proceedings of the 2019Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), Hong Kong, China, 2623–2631.
  • Wang, Q., L. Q. Wen, J. X. Li, Y. L. Ke, T. Li, and S. J. Zhang. 2015. “Modeling and Optimization for Aircraft Final Assembly Line Based on Petri Net.” Journal of Zhejiang University (Engineering Science) 49 (7): 1224–1231. doi:10.3785/j.1008-973X.2015.07.004.
  • Wang, Y., Y. Sun, Z. Liu, S. E. Sarma, M. M. Bronstein, and J. M. Solomon. 2019b. “Dynamic Graph Cnn for Learning on Point Clouds.” ACM Transactions on Graphics (TOG) 38 (5): 1–12. doi:10.1145/3326362.
  • Wang, Z. K., L. Li, D. D. Zeng, and Y. Chen. 2018. “Attention-based Multi-hop Reasoning for Knowledge Graph.” 2018 IEEE International Conference on Intelligence and Security Informatics, ISI 2018. IEEE, Miami, FL, USA, 211–213. doi:10.1109/ISI.2018.8587330
  • Xu, X. U., C. Wang, Z. Bi, and J. Yu. 2014. “Object-Oriented Templates for Automated Assembly Planning of Complex Products.” IEEE Transactions on Automation Science and Engineering 11 (2): 492–503. doi:10.1109/TASE.2012.2232652.
  • Yang, X., J. Han, and Y. Pan. 2014. “Virtual Training System of Assembly and Disassembly Based on Petri Net.” Advances in Intelligent Systems and Computing 250: 205–212. doi:10.1007/978-81-322-1695-7_24.
  • Yuan, B. X., X. N. Chu, Y. P. Li, Z. H. Liu, X. L. Geng, and L. J. Guo. 2014. “Quantitative Evaluation Approach for Assembly Sequences Based on Product Design Data.” Computer Integrated Manufacturing Systems 20 (4): 807–816. doi:10.13196/j.cims.2014.04.yuanbaoxun.0807.
  • Zhang, Y. N., Z. J. Yang, H. Ding, and Y. L. Wang. 2014. “Virtual Assembly Information Expression Based on XML Technology and Its Application.” Machinery Design & Manufacture 2014 (9): 205–207. doi:10.3969/j.1671-833X.2014.08.013.
  • Zhong, Y., C. H. Jiang, Y. C. Qin, G. Y. Yang, and M. Huang. 2018. “Automatic Generation of Assembly Sequences Based on Ontology.” Computer Integrated Manufacturing Systems 24 (6): 1345–1356. doi:10.13196/j.cims.2018.06.003.
  • Zhou, S. H., Z. Y. Liu, and J. R. Tan. 2011. “Deviation Propagation Model of Assembly Sequence and Quality Evaluation Approach Based on Degree of Dimensional Variation.” Journal of Mechanical Engineering 47 (2): 1–8.
  • Zhou, Z., J. Liu, D. T. Pham, W. Xu, F. J. Ramirez, C. Ji, and Q. Liu. 2019. “Disassembly Sequence Planning: Recent Developments and Future Trends.” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 233 (5): 1450–1471.

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