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Research Article

A novel graph neural networks approach for 3D product model retrieval

ORCID Icon, , &
Pages 381-392 | Received 18 Sep 2021, Accepted 28 Jun 2022, Published online: 08 Aug 2022

References

  • Alemanni, D. S., Destefanis, E. Vezzetti, M. Alemanni, F. De Stefanis, and E. Vezzetti. 2011. “Model-based Definition Design in the Product Lifecycle Management Scenario.” The International Journal of Advanced Manufacturing Technology 52 (1): 1–14. doi:10.1007/s00170-010-2699-y.
  • Bin, W. Bin, H. Kaimo, L. Dong, and Z. Hui. 2017. “Solid Model Edit Distance: A multi-application and multi-level Schema for CAD Model Retrieval.” Computer Aided Drafting, Design and Manufacturing 27 (1): 22–38.
  • P. Cui, X. Wang , J. Pei, and W. Zhu. 2019. “A Survey on Network Embedding.” IEEE Transactions on Knowledge and Data Engineering 31 (5): 833–852. DOI:10.1109/TKDE.2018.2849727.
  • Han, R. Mo, Z. Han, M. Rong, Y. Haicheng, and L. Hao. 2018. “CAD Assembly Model Retrieval Based on multi-source Semantics Information and Weighted Bipartite Graph”. Computers in Industry 96: 54–65. 10.1016/j.compind.2018.01.003.
  • Huang, J., Z. Huang, J. J. Rui, and S. Zhang. 2018. “Associated Machining Process-Guided Subpart Retrieval Approach of Parts with Pockets for Machining Process Reuse.” Journal of Computer-Aided Design and Computer Graphics 30 (4): 707–718. doi:10.3724/SP.J.1089.2018.16470.
  • Huang, S. Zhang, B. Huang, S. Zhang, H. Rui, L. Xiuling, and Y. Zhang. 2019. “An Effective Retrieval Approach of 3D CAD Models for Macro Process Reuse.” International Journal of Advanced Manufacturing Technology 102 (5–8): 1067–1089. DOI:10.1007/s00170-018-2968-8.
  • Iyer, S. Jayanti, N. Iyer, S. Jayanti, K. Lou, K. Yagnanarayanan, and K. Ramani. 2005. “Three-dimensional Shape Searching: State-of-the-art Review and Future Trends.” Computer-Aided Design 37 (5): 509–530. DOI:10.1016/j.cad.2004.07.002.
  • Li, Y. Li, R. Zemel, M. Brockschmidt, and D. Tarlow. 2016.Gated Graph Sequence Neural Networks.” International Conference on Learning Representations (ICLR)
  • Li, H. Lei, L. Yuhua, H. Lei, L. Shujin, and G. Luo. 2018. “A New sketch-based 3D Model Retrieval Method by Using Composite Features.” Multimedia Tools and Applications 77 (2): 2921–2944. DOI:10.1007/s11042-017-4446-y.
  • Li, W. Li, G. Mac, N. Georgios Tsoutsos, N. Gupta, and R. Karri. 2020. Computer Aided Design (CAD) Model Search and Retrieval Using Frequency Domain File Conversion. Additive Manufacturing 36 (101554): .
  • Lupinetti, F. Giannini, K. Lupinetti, F. Giannini, M. Marina, and J. Philippe Pernot. 2018. “Multi-criteria Retrieval of CAD Assembly Models.” Journal of Computational Design and Engineering 5 (1): 41–53. DOI:10.1016/j.jcde.2017.11.003.
  • Muraleedharan, K., Kannan, Muthuganapathy, S. S. Muthuganapathy, R. Muraleedharan, L. Priya, S. Sundar Annan, and R. Muthuganapathy. 2019. “Autoencoder-based Part Clustering for Part-in-whole Retrieval of CAD Models.” Computers and Graphics 81 (JUNe): 41–51. doi:10.1016/j.cag.2019.03.016.
  • Qiao, J. He, H. Qiao, H. Jun, S. Zhiquan, Y. Xiang. 2019a. “3D Process Model Sequence Reuse Method Based on Manufacturing Semantics.” Journal of Computer-Aided Design and Computer Graphics 31 (8): 1425–1433. DOI:10.3724/SP.J.1089.2019.17288.
  • Qiao, H. Qiao, W. Qingyun, Y. Songlin, D. Jiang, and Y. Xiang. 2019b. “A 3D Assembly Model Retrieval Method Based on Assembly Information.” Assembly Automation 39 (6): 559–565.
  • Qiu, R. Qiu, Z. Huang, L. Jingjing, and H. Yin. 2020. “Exploiting Cross-session Information for Session-based Recommendation with Graph Neural Networks.” ACM Transactions on Information Systems 38: 3.
  • Starly, A., Bharadwaj, Starly, A. A. Binil, and A. Bharadwaj. 2020. “MVCNN++: CAD Model Shape Classification and Retrieval Using Multi-View Convolutional Neural Networks.” Journal of Computing and Information Ence in Engineering 21: 1–27.
  • Tao, and T. Songqiao. 2017. “3D CAD Model Retrieval Based on the Softassign Quadratic Assignment Algorithm.” Multimedia Tools and Applications.
  • Thomas, D., Deepak Lawrence, R. G. Manu, K. Thomas, L. K. Deepak, and R. Manu. 2021. “STEP AP 242 Managed Model-based 3D Engineering:An Application Towards the Automation of Fixture Planning.” International Journal of Automation and Computing 18 (5): 16. doi:10.1007/s11633-020-1272-x.
  • Velickovic, V. Petar, G. Cucurull, A. Casanova, and A. Romero. 2018. Graph Attention Networks.” International Conference on Learning Representations (ICLR).
  • Verma, Rajotia, A. K. Kumar, S. Rajotia, K. Arvind, and S. Rajotia. 2010. “A Review of Machining Feature Recognition Methodologies.” International Journal of Computer Integrated Manufacturing 23 (4): 353–368. doi:10.1080/09511921003642121.
  • Wu, W. Qiang, Y. Dong, W. YuXi, and L. Xie. 2019. “Concept Lattice Factorization Based 3D Model Retrieval of Mechanical Parts.” Acta Automatica Sinica 45 (2): 407–419.
  • Xu, S. Zhang, X. Changhong, S. Zhang, H. Bo, L. Xiuling, and R. Huang. 2017. “NC Process Reuse Oriented Subpart Retrieval Approach of 3D CAD Models.” Computers in Industry 90 (8): 1–16. DOI:10.1016/j.compind.2017.04.006.
  • Xu, X. CiJun, L. Tian, L. WeiLong, and S. Huang. 2020. “3D CAD Model Retrieval Based on Mechanical Structure Morphology.” Computer Integrated Manufacturing Systems 27: 1650–1661.
  • Zhang, Z., Li, Zhang, S. Z. Kaixing, and L. Liang. 2011. “A Method of 3D CAD Model Retrieval Based on Ant Colony Algorithm.” Journal of Computer-Aided Design and Computer Graphics 23 (4): 633–639.
  • Zhang, Z. Kaixing, S. Hang, J. Wang, Z. Song, and X. Liu. 2018. “Typical Structure Mining in 3D Model and Similarity Evaluation Based on Simulated Annealing Algorithm.” Transactions of the Chinese Society for Agricultural Machinery 49 (3): 402–410.
  • Zhang, G. Zhou, Z. Chao, G. Zhou, H. Yang, X. Zhongdong, and X. Yang 2020. “View-Based 3-D CAD Model Retrieval With Deep Residual Networks.” IEEE Transactions on Industrial Informatics 16 (4): 2335–2345. DOI:10.1109/TII.2019.2943195.
  • Zhang, C., Zhu, Zhang, P. C. Ziwei, and W. Zhu. 2022. “Deep Learning on Graphs: A Survey.” IEEE Transactions on Knowledge and Data Engineering 34 (1): 249–270, .
  • Zhuang, Z. Ting, X. Zhang, Z. Hou, W. Zuo, and Y. Liu. 2017. “A Novel 3D CAD Model Retrieval Method Based on Vertices Classification and Weights Combination Optimization.” Mathematical Problems in Engineering 2017, 1–12.

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