Ontological model-based optimal determination of geometric tolerances in an assembly using the hybridised neural network and Genetic algorithm

References

• “ASME Y14.5-2009 Dimensioning and Tolerancing. American Society of Mechanical Engineers.” 2009.
   Google Scholar
• Bukharov, Oleg E., and Dmitry P. Bogolyubov. 2015. “Development of a Decision Support System Based on Neural Networks and a Genetic Algorithm.” Expert Systems with Applications 42 (15–16): 6177–83. doi:10.1016/J.ESWA.2015.03.018.
   Web of Science ®Google Scholar
• Campatelli, G., and A. Scippa. 2012. “A Heuristic Approach to Meet Geometric Tolerance in High Pressure Die Casting.” Simulation Modelling Practice and Theory 22: 109–22. doi:10.1016/j.simpat.2011.11.003.
   Web of Science ®Google Scholar
• Chen, Mu Chen. 2001. “Tolerance Synthesis by Neural Learning and Nonlinear Programming.” International Journal of Production Economics 70 (1): 55–65. doi:10.1016/S0925-5273(00)00044-X.
   Web of Science ®Google Scholar
• de Campos, Lídio Mauro Lima, Roberto Célio Limão de Oliveira, and Mauro Roisenberg. 2016. “Optimization of Neural Networks through Grammatical Evolution and a Genetic Algorithm.” Expert Systems with Applications 56: 368–84. doi:10.1016/J.ESWA.2016.03.012.
   Web of Science ®Google Scholar
• Farmer, L. E., C. C. Gladman, and K. H. Edensor. 1990. “The Scope of Tolerancing Problems in Engineering.” Report /ITM/1, School of Mechanical and Industrial Engineering, The University of New South Wales.
   Google Scholar
• Govindarajalu, Jayaprakash, Sivakumar Karuppan, and Thilak Manoharan. 2012. “Tolerance Design of Mechanical Assembly Using NSGA II and Finite Element Analysis.” Journal of Mechanical Science and Technology 26 (10): 3261–68. doi:10.1007/s12206-012-0811-y.
   Web of Science ®Google Scholar
• Grandjean, J., Y. Ledoux, and S. Samper. 2013. “On the Role of Form Defects in Assemblies Subject to Local Deformations and Mechanical Loads.” The International Journal of Advanced Manufacturing Technology 65 (9–12): 1769–78. doi:10.1007/s00170-012-4298-6.
   Web of Science ®Google Scholar
• Hu, Jie, and Guangleng Xiong. 2005. “Dimensional and Geometric Tolerance Design Based on Constraints.” International Journal of Advanced Manufacturing Technology 26 (9–10): 1099–1108. doi:10.1007/s00170-004-2086-7.
   Web of Science ®Google Scholar
• Islam, M. N. 2009. “A Dimensioning and Tolerancing Methodology for Concurrent Engineering Applications I: Problem Representation.” The International Journal of Advanced Manufacturing Technology 42 (9–10): 910–21. doi:10.1007/s00170-008-1649-4.
   Web of Science ®Google Scholar
• “ISO/TS 17450:1999 Geometric Product Specifications (GPS) – Model for Geometric Specification and Verification.” 1999. International Organization for Standardization.
   Google Scholar
• Jayaprakash, Govindarajalu, and Karuppan Sivakumar. 2010. “Parametric Tolerance Analysis of Mechanical Assembly Using FEA and Cost Competent Tolerance Synthesis Using Neural Network.” Journal of Software Engineering and Applications 03 (12): 1148–54. doi:10.4236/jsea.2010.312134.
   Google Scholar
• Lee, Sangjae, and Hyunchul Ahn. 2011. “The Hybrid Model of Neural Networks and Genetic Algorithms for the Design of Controls for Internet-Based Systems for Business-to-Consumer Electronic Commerce.” Expert Systems with Applications 38 (4): 4326–38. doi:10.1016/J.ESWA.2010.09.102.
   Web of Science ®Google Scholar
• Lin, Zone-Ching, and Dar-Yuan Chang. 2002. “Cost-Tolerance Analysis Model Based on a Neural Networks Method.” International Journal of Production Research 40 (6): 1429–52. doi:10.1080/00207540110116282.
   Web of Science ®Google Scholar
• Manarvi, Irfan Anjum, and Neal P. Juster. 2004. “Framework of an Integrated Tolerance Synthesis Model and Using FE Simulation as a Virtual Tool for Tolerance Allocation in Assembly Design.” Journal of Materials Processing Technology 150 (1–2): 182–93. doi:10.1016/j.jmatprotec.2004.01.036.
   Web of Science ®Google Scholar
• Meifa, Huang, and Zhong Yanru. 2007. “Optimized Sequential Design of Two-Dimensional Tolerances.” The International Journal of Advanced Manufacturing Technology 33 (5–6): 579–93. doi:10.1007/s00170-006-0475-9.
   Web of Science ®Google Scholar
• Pierre, Laurent, Denis Teissandier, and Jean Pierre Nadeau. 2009. “Integration of Thermomechanical Strains into Tolerancing Analysis.” International Journal on Interactive Design and Manufacturing 3 (4): 247–63. doi:10.1007/s12008-009-0058-8.
   Google Scholar
• Prabhaharan, G., R. Ramesh, and P. Asokan. 2007. “Concurrent Optimization of Assembly Tolerances for Quality with Position Control Using Scatter Search Approach.” International Journal of Production Research 45 (21): 4959–88. doi:10.1080/00207540600596866.
   Web of Science ®Google Scholar
• Qin, Yuchu, Wenlong Lu, Qunfen Qi, Xiaojun Liu, Meifa Huang, Paul J. Scott, and Xiangqian Jiang. 2018. “Towards an Ontology-Supported Case-Based Reasoning Approach for Computer-Aided Tolerance Specification.” Knowledge-Based Systems 141: 129–47. doi:10.1016/j.knosys.2017.11.013.
   Web of Science ®Google Scholar
• Qureshi, Ahmed Jawad, Jean Yves Dantan, Vahid Sabri, Paul Beaucaire, and Nicolas Gayton. 2012. “A Statistical Tolerance Analysis Approach for Over-Constrained Mechanism Based on Optimization and Monte Carlo Simulation.” CAD Computer Aided Design 44 (2): 132–42. doi:10.1016/j.cad.2011.10.004.
   Web of Science ®Google Scholar
• Samper, S., and M. Giordano. 1998. “Taking into Account Elastic Displacements in 3D Tolerancing: Models and Application.” Journal of Materials Processing Technology 78 (1–3): 156–62. doi:10.1016/S0924-0136(97)00478-0.
   Web of Science ®Google Scholar
• Saravanan, A., C. Balamurugan, K. Sivakumar, and S. Ramabalan. 2014. “Optimal Geometric Tolerance Design Framework for Rigid Parts with Assembly Function Requirements Using Evolutionary Algorithms.” The International Journal of Advanced Manufacturing Technology 73 (9–12): 1219–36. doi:10.1007/s00170-014-5908-2.
   Web of Science ®Google Scholar
• Srinivasan, V. 1999. “A Geometrical Product Specification Language Based on a Classification of Symmetry Groups.” CAD Computer Aided Design 31 (11): 659–68. doi:10.1016/S0010-4485(99)00066-4.
   Web of Science ®Google Scholar
• Srinivasan, R. S., K. L. Wood, and D. A. McAdams. 1996. “Functional Tolerancing: A Design for Manufacturing Methodology.” Research in Engineering Design – Theory, Applications, and Concurrent Engineering 8 (2): 99–115. doi:10.1007/BF01607864.
   Web of Science ®Google Scholar
• Wang, Ying, and Lei Huang. 2009. “Risk Assessment of Supply Chain Based on BP Neural Network.” 2009 2nd International Symposium on Knowledge Acquisition and Modeling, KAM 2009 2: 186–88. doi:10.1109/KAM.2009.232.
   Google Scholar
• Wu, Yuguang. 2018. “The Correlational Design Method of the Dimension Tolerance and Geometric Tolerance for Applying Material Conditions.” The International Journal of Advanced Manufacturing Technology 97: 1697–1710. doi:10.1007/s00170-018-2052-4.
   Web of Science ®Google Scholar
• Zhang, Zhiqiang, Jianhua Liu, Xiaoyu Ding, Ke Jiang, and Qiangwei Bao. 2017. “Searching Multibranch Propagation Paths of Assembly Variation Based on Geometric Tolerances and Assembly Constraints.” Journal of Mechanical Design 139 (5): 051701. doi:10.1115/1.4036135.
   Web of Science ®Google Scholar