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Research Article

A new approach for reusable 3D CAD objects detection, by similarity calculation based on Bayesian network models (BNM)

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Pages 1285-1304 | Received 21 Apr 2020, Accepted 25 Jul 2021, Published online: 13 Sep 2021

References

  • Bai, J., S. Gao, W. Tang, Y. Liu, and S. Guo. 2009. “Semantic-based Partial Retrieval of CAD Models for Design Reuse.” SIAM/ACM Joint Conference on Geometric and Physical Modeling, San Francisco, California, USA, 271–276.
  • Bai, J., S. Gao, W. Tang, Y. Liu, and S. Guo. 2010. “Design Reuse Oriented Partial Retrieval of CAD Models.” Computer-Aided Design 42 (12): 1069–1084. doi:https://doi.org/10.1016/j.cad.2010.07.002.
  • Bai, J., Y. Liu, and S. Gao. 2007. “Multi-mode Solid Model Retrieval Based on Partial Matching.” 10th IEEE International Conference on Computer-Aided Design and Computer Graphics, Beijing, China,  126–131.
  • Balding, D. J. 2011. “Bayesian Networks and Probabilistic Inference in Forensic Science.” Law, Probability and Risk 10 (4): 355–358. doi:https://doi.org/10.1093/lpr/mgr016.
  • Barutcuoglu, Z., and C. DeCoro. 2006. “Hierarchical Shape Classification Using Bayesian Aggregation.” IEEE International Conference on Shape Modeling and Applications 2006 (SMI’06), Matsushima, Japan ,  44–44.
  • Bespalov, D., W. C. Regli, and A. Shokoufandeh. 2003. “Reeb Graph Based Shape Retrieval for CAD.”.
  • Bespalov, D., W. C. Regli, and A. Shokoufandeh. 2006. “Local Feature Extraction and Matching Partial Objects.” Computer-Aided Design 38 (9): 1020–1037. doi:https://doi.org/10.1016/j.cad.2006.07.005.
  • Biasotti, S., S. Marini, M. Spagnuolo, and B. Falcidieno. 2006. “Sub-part Correspondence by Structural Descriptors of 3D Shapes.” Computer-Aided Design 38 (9): 1002–1019. doi:https://doi.org/10.1016/j.cad.2006.07.003.
  • Bodein, Y., B. Rose, and E. Caillaud. 2013. “A Roadmap for Parametric CAD Efficiency in the Automotive Industry.” Computer-Aided Design 45 (10): 1198–1214. doi:https://doi.org/10.1016/j.cad.2013.05.006.
  • Dekhtiar, J., A. Durupt, M. Bricogne, B. Eynard, H. Rowson, and D. Kiritsis. 2018. “Deep Learning for Big Data Applications in CAD and PLM – Research Review, Opportunities and Case Study.” In Computers in Industry, Elsevier100, 227-243.
  • Ding, B. 2014. “3D CAD Model Representation and Retrieval Based on Hierarchical Graph.” Journal of Software 9 (10): 2499—-2506. doi:https://doi.org/10.4304/jsw.9.10.2499-2506.
  • Eltaief, A., B. Louhichi, and S. Remy. 2018. “Associations Management and Change Propagation in the CAD Assembly.” Computers in Industry 98: 134–144. doi:https://doi.org/10.1016/j.compind.2018.02.012.
  • Eltaief, A., S. Remy, B. Louhichi, G. Ducellier, and B. Eynard. 2019. “Comparison between CAD Models Using Modification Ratio Calculation.” International Journal of Computer Integrated Manufacturing 32:10 (10): 996–1008. doi:https://doi.org/10.1080/0951192X.2019.1667030.
  • Fradi, A., B. Louhichi, M. Ali, and B. Eynard. 2018a. “3D Object Retrieval Based on Similarity Calculation in 3D Computer Aided Design Systems.” IEEE International Conference on Computer Systems and Applications AICCSA, Hammamet, Tunisia, Volume 2017-October: 160–165.
  • Fradi, A., B. Louhichi, M. Ali, and B. Eynard. 2018b. “3D Object Retrieval in Huge Cad Databases: New Shape-based Similarity Calculation Approach.” TMCE 2018 Symposium on Tools and Methods of Competitive Engineering TMCE, Las palmas, Spain, Volume 2018.
  • Gao, W., S. M. Gao, Y. S. Liu, J. Bai, and B. K. Hu. 2006. “Multiresolutional Similarity Assessment and Retrieval of Solid Models Based on DBMS.” Computer-Aided Design 38 (9): 985–1001. doi:https://doi.org/10.1016/j.cad.2006.06.004.
  • Hong, T., K. Lee, and S. Kim. 2006. “Similarity Comparison of Mechanical Parts to Reuse Existing Designs.” Computer-Aided Design 45 (9): 973–984. doi:https://doi.org/10.1016/j.cad.2006.05.004.
  • Hou, S., and K. Ramani. 2007. “Classifier Combination for Sketch-based 3D Part Retrieval.” Computers & Graphics 31 (4): 598–609. doi:https://doi.org/10.1016/j.cag.2007.04.005.
  • Huang, B., S. Zhang, R. Huang, X. Li, and Y. Zhang. 2018. “An Effective Retrieval Approach of 3D CAD Models for Macro Process Reuse.” The International Journal of Advanced Manufacturing Technology, 102: 1067–1089.
  • Huang, R., S. Zhang, X. Bai, C. Xu, and B. Huang. 2015. “An Effective Subpart Retrieval Approach of 3D CAD Models for Manufacturing Process Reuse.” Computers in Industry 67: 38–53. doi:https://doi.org/10.1016/j.compind.2014.12.001.
  • Ip, C. Y., and W. C. Regli. 2005a. “Content-Based Classification of CAD Models with Supervised Learning.” Computer Aided Design and Applications 2 (5): 609—-617. doi:https://doi.org/10.1080/16864360.2005.10738325.
  • Ip, C. Y., and W. C. Regli. 2005b. “Manufacturing Processes Recognition of Machined Mechanical Parts Using SVMs.” Shape Modeling and Applications, 2005 International Conference, Pittsburgh, Pennsylvania, USA,  1608—-1609.
  • Iyer, N., K. Lou, S. Jayanti, Y. Kalyanaraman, and K. Ramani. 2003. “Early Results from 3DESS: A 3D Engineering Shape Search System.”.
  • Iyer, N., S. Jayanti, K. Lou, Y. Kalyanaraman, and K. Ramani. 2005. “Three-dimensional Shape Searching: State-of-the-art Review and Future Trends.” Computer-Aided Design 37 (5): 509–530. doi:https://doi.org/10.1016/j.cad.2004.07.002.
  • Letaief, M., M. Tlija, and B. Louhichi. 2020. “An Approach of CAD/CAM Data Reuse for Manufacturing Cost Estimation.” International Journal of Computer Integrated Manufacturing 33 (12): 1208–1226. doi:https://doi.org/10.1080/0951192X.2020.1815842.
  • Li, M., Y. F. Zhang, J. Y. H. Fuh, and Z. M. Qiu. 2009. “Toward Effective Mechanical Design Reuse: CAD Model Retrieval Based on General and Partial Shapes.” Advanced Engineering Informatics 131 (12): 124501.
  • Lipman, R. R. 2018. “Nist Advanced Manufacturing Series 200-4 Step File Analyzer User ’ s Guide.” NIST Interagency/Internal Report (NISTIR) - 8122.
  • Liu, Y. J., K. L. Lai, G. Dai, and M. M. F. Yuen. 2010. “A Semantic Feature Model in Concurrent Engineering.” IEEE Transactions on Automation Science and Engineering 7 (3): 659–665. doi:https://doi.org/10.1109/TASE.2009.2039996.
  • Liu, Y. J., X. Luo, A. Joneja, C. X. Ma, X. L. Fu, and D. W. Song. 2013. “User-Adaptive SketchBased 3-D CAD Model Retrieval.” IEEE Transactions on Automation Science and Engineering 10 (3): 783–795. doi:https://doi.org/10.1109/TASE.2012.2228481.
  • Lu, K., Q. Wang, J. Xue, and W. Pan. 2014. “3D Model Retrieval and Classification by Semi-supervised Learning with Content-based Similarity.” Information Sciences 281: 703–713. doi:https://doi.org/10.1016/j.ins.2014.03.079.
  • Malleswari, V. N., P. M. Valli, and M. Sarcar. 2013. “Automatic Recognition of Machining Features Using STEP Files.” International Journal of Engineering Research and Technology (Ijert) 2: 1–11.
  • Pearl, J. 1988. Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. San Francisco, CA, USA: Morgan Kaufmann Publishers .
  • Pourret, O., P. Naïm, and B. Marcot. 2008. “Bayesian Networks. A Practical Guide to Applications.”
  • Pu, J., S. Jayanti, S. Hou, and K. Ramani. 2006. “3D CAD Model Retrieval Based on Multiple Levels of Detail.”.
  • Qin, F., S. Gao, X. Yang, M. Li, and J. Bai. 2016. “An Ontology-based Semantic Retrieval Approach for Heterogeneous 3D CAD Models.” Advanced Engineering Informatics 30 (4): 751–768. doi:https://doi.org/10.1016/j.aei.2016.10.001.
  • Roller, D., and P. R. Brunet. 1997. Extension of STEP for the Representation of Parametric and Variational Models. Berlin, Heidelberg: Springer.
  • Russell, S. J., and P. Norvig. 2003. Artificial Intelligence: A Modern Approach. 2nd ed. Pearson Education.
  • Savelonas, M. A., I. Pratikakis, and K. Sfikas. 2015. “An Overview of Partial 3D Object Retrieval Methodologies.” Multimedia Tools and Applications 74 (24): 11783—-11808. doi:https://doi.org/10.1007/s11042-014-2267-9.
  • Schinko, C., T. Vosgien, T. Prante, T. Schreck, and T. Ullrich. 2017. “Search and Retrieval in CAD Databases - a User-centric State-of-the-Art Overview.”, 306–313.
  • Sreenivasulu, A. R., and Y. Poornachandra. 2014. “Design And Development Of Feature Extraction And Recognition Information System For Computer Aided Process Planning Systems.” All India Manufacturing Technology, Design and Research Conference (AIMTDR 2014), IIT Guwahati, Assam, India, 57.
  • Sun, W., M. Tie-Qiang, and G. Li. 2009. “A New CAD Models Retrieval Method Based on Shape Similarity.” Information Technology Journal 8 (5): 708–716. doi:https://doi.org/10.3923/itj.2009.708.716.
  • Ullman, D. G. 2010. The Mechanical Design Process. 4th ed. McGraw-Hill, Companies, New York.
  • Verma, T., and J. Pearl. 1991. “Equivalence and Synthesis of Causal Models.” In Proceedings of the Sixth Annual Conference on Uncertainty in Artificial Intelligence, UAI ’90, New York, NY, USA, 255–270. Elsevier Science .
  • Wellman, M. P. 1990. “Fundamental Concepts of Qualitative Probabilistic Networks.” Artificial Intelligence 44 (3): 257–303. doi:https://doi.org/10.1016/0004-3702(90)90026-V.
  • Wong, M. L., S. Y. Lee, and K. S. Leung. 2004. “Data Mining of Bayesian Networks Using Cooperative Coevolution.” Decision Support Systems 38 (3): 451–472. doi:https://doi.org/10.1016/S0167-9236(03)00115-5.
  • Xu, C., S. Zhang, B. Huang, and X. Li. 2017. “NC Process Reuse Oriented Effective Subpart Retrieval Approach of 3D CAD Models.” Computers in Industry 90: 1–16. doi:https://doi.org/10.1016/j.compind.2017.04.006.
  • Yue, K., H. Wu, X. Fu, J. Xu, Z. Yin, and W. Liu. 2017. “A Data-intensive Approach for Discovering User Similarities in Social Behavioral Interactions Based on the Bayesian Network.” Neurocomputingk 219: 364–375. doi:https://doi.org/10.1016/j.neucom.2016.09.042.
  • Zehtaban, L., O. Elazhary, and D. Roller. 2016. “A Framework for Similarity Recognition of CAD Models.” Journal of Computational Design and Engineering 3 (3): 274–285. doi:https://doi.org/10.1016/j.jcde.2016.04.002.
  • Zhang, K., D. Downey, Z. Chen, Y. Xie, Y. Cheng, A. Agrawal, W.-K. Liao, and A. Choudhary. 2013. “A Probabilistic Graphical Model for Brand Reputation Assessment in Social Networks.” Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, Niagara Falls, ON, Canada,  223–230.
  • Zhuang, T., 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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