Automatic recognition of machining features using artificial neural networks

International Journal of Advanced Manufacturing Technology

Volumn 41, Issue 9-10, 2009, Pages 932-947

  Sunil, V B ^a   Pande, S S ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY BOMBAY   (India)

Author keywords

Artificial neural networks; CAD model; Intelligent feature recognition

Indexed keywords

BACKPROPAGATION; COMPUTER AIDED DESIGN; INTELLIGENT SYSTEMS; MACHINING; PATTERN RECOGNITION SYSTEMS;

ARTIFICIAL NEURAL NETWORKS; AUTOMATIC RECOGNITION; CAD MODEL; CNC MACHINING; COMPLEX MACHINING; FEATURE PATTERNS; FEATURE REPRESENTATIONS; FEATURE-BASED; INTELLIGENT FEATURE RECOGNITION; MACHINING FEATURES; PRISMATIC PARTS; SEAMLESS INTEGRATIONS;

NEURAL NETWORKS;

EID: 63049107308     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-008-1536-z     Document Type: Article

References (36)

1. Shah JJ, Mantyla M (1995) Parametric and feature-based CAD/CAM. Wiley, New York
2. MW Fu SK Ong WF Lu IBH Lee AYC Nee 2003 An approach to identify design and manufacturing features from a data exchanged part model Computer-Aided Design 35 11 979 993
3. N Shyamsundar R Gadh 2001 Internet-based collaborative product design with assembly features and virtual design spaces Computer-Aided Design 33 637 651
4. D Wu R Sharma 2005 A framework for fast 3D solid model exchange in integrated design environment Comput Ind 56 3 289 304
5. M Henderson D Anderson 1984 Computer recognition and extraction of form features: a CAD/CAM link Comput Ind 5 5 329 339
6. BS Prabhu SS Pande 1999 Automatic extraction of manufacturable features from CADD models using syntactic pattern recognition techniques Int J Prod Res 37 6 1259 1281
7. Venkataraman S, Sohoni M, Kulkarni VS (2001) A graph-based framework for feature recognition. Proceedings of the Sixth ACM Symposium on Solid Modeling and Applications, Ann Arbor, Michigan, United States, pp 194-205
8. Y Woo 2003 Fast cell-based decomposition and applications to solid modeling Computer-Aided Design 35 969 977
9. J Vandenbrande A Requicha 1993 Spatial reasoning for the automatic recognition of machinable features in solid models IEEE Trans Pattern Anal Mach Intell 15 12 1269 1285
10. S Gao JJ Shah 1998 Automatic recognition of interacting machining features based on minimal condition subgraph Computer-Aided Design 30 9 727 739
11. JJ Shah D Anderson YS Kim S Joshi 2001 A discourse on geometric feature recognition from CAD models J Comput Inf Sci Eng 1 1 41 51
12. Babic B, Nesic N, Miljkovic Z (2007) A review of automated feature recognition with rule-based pattern recognition. Comput Ind, Article in press, Available online 25 Oct. 2007
13. R Gadh FB Prinz 1992 Recognition of geometric forms using the differential depth filter Computer-Aided Design 24 11 583 598
14. S Prabhakar MR Henderson 1992 Automatic form-feature recognition using neural-network-based techniques on boundary representations of solid models Computer-Aided Design 24 7 381 393
15. JL Hwang MR Henderson 1992 Applying the perceptron to 3D feature recognition J Des Manuf 2 4 187 198
16. N Ozturk F Ozturk 2001 Neural network-based non-standard feature recognition to integrate CAD and CAM Comput Ind 45 123 135
17. Z Gu YF Zhang AYC Nee 1995 Generic form feature recognition and operation selection using connectionist modelling J Intell Manuf 6 263 273
18. K Lankalapalli S Chaterjee TC Chang 1997 Feature recognition using ART2: a self-organizing neural network J Intell Manuf 8 3 203 214
19. GC Onwubolu 1999 Manufacturing features recognition using backpropagation neural networks J Intell Manuf 10 3-4 289 299
20. K Nezis G Vosniakos 1997 Recognizing 2-1/2 D shape features using a neural network and heuristics Computer-Aided Design 29 7 523 539
21. AH Zulkifli S Meeran 1999 Feature patterns in recognizing non-interacting and interacting primitive, circular and slanting features using a neural network Int J Prod Res 37 13 3063 3100
22. WD Li SK Ong AYC Nee 2003 A hybrid method for recognizing interacting machining features Int J Prod Res 41 9 1887 1908
23. L Ding Y Yue 2004 Novel ANN-based feature recognition incorporating design by features Comput Ind 55 2 197 222
24. S Chakraborty A Basu 2006 Retrieval of machining information from feature patterns using artificial neural networks Int J Adv Manuf Technol 27 7-8 781 787
25. SM Lam TN Wong 2000 Recognition of machining features - a hybrid approach Int J Prod Res 38 17 4301 4316
26. Smith AE, Dagli CH (1994) Manufacturing feature identification for intelligent design. In: Dagli CH, Kusiak A (eds) Intelligent systems in design and manufacturing. ASME Press, New York, pp 213-230
27. YH Chen HM Lee 1998 A neural network system for two-dimensional feature recognition Int J Compute Integr Manuf 11 2 111 117
28. Y Jun V Raja S Park 2001 Geometric feature recognition for reverse engineering using neural networks Int J Adv Manuf Technol 17 462 470
29. International Standards Organization, ISO10303 - Part 224, Mechanical Product Definition for Process Planning Using Machining Features, 2000. ISO, Geneva, Switzerland
30. Nalluri RSRP (1994) Form feature generating model for feature technology, PhD Thesis, Department of Mechanical Engineering, Indian Institute of Science, Bangalore, India
31. Haykin S (2005) Neural networks: a comprehensive foundation. Pearson Education Inc, Singapore
32. Corney J, Lim T (2001) 3D modeling with ACIS. Saxe-Coburg Publications, UK
33. Spatial Technology Inc., ACIS 3D Geometric Modeler, Version 15.0, 2004
34. National Design Repository, Drexel University, http://edge.cs.drexel.edu/ repository/-frameset.html
35. Venkataraman S, Sohoni M (2002) Removal of blends from boundary representation models. Proceedings of the Seventh ACM Symposium on Solid Modeling and Applications, Saarbrücken, Germany, pp 83-94
36. Geometric Software Solutions Co. Ltd, Manufacturing View Library, Demo Version, 2006, ( http://feature.geometricsoftware.com/Manu-view-library.asp )