Representation and similarity assessment in case-based process planning and die design for manufacturing automotive panels

This work improves process planning and die design in automotive panel manufacturing using a novel case-based reasoning (CBR) methodology. An innovative indexing representation and retrieval approach are also addressed. The flat-bend graph, which is utilized to represent a panel model with a B-rep structure, retains geometric and topological data in the Standard for the Exchange of Product model data format. Flat-type faces collected into several groups are represented by graph nodes, and bend-type faces are represented by graph arcs. Based on the topological information between bend-type faces and flat-type faces, a graph is constructed. Additionally, the holes detected are considered another graph node types. Geometric information and stamping parameters are utilized as graph attributes. To retrieve an appropriate case for a potentially huge search space, independent maximal cliques detection is applied. All independent maximal cliques that represent the maximum number of features shared by models are identified. Based on the retrieval result, previous process plans and die sets can be acquired for use by new cases. Experimental results obtained using the CBR system integrated with the product data management system demonstrate the practicality of reusing previous designs to accelerate stamping process planning and die design.

[1]  Satyandra K. Gupta,et al.  A Survey of Shape Similarity Assessment Algorithms for Product Design and Manufacturing Applications , 2003, J. Comput. Inf. Sci. Eng..

[2]  Gurdip Singh,et al.  Design Similarity Measures for Process Planning and Design Evaluation , 1997 .

[3]  Kunwoo Lee,et al.  Similarity comparison of mechanical parts to reuse existing designs , 2006, Comput. Aided Des..

[4]  Andrew Y. C. Nee,et al.  Trends and developments in the automation of design and manufacture of tools for metal stampings , 1998 .

[5]  M. K. Tiwari,et al.  A Case-Based Computer-Aided Process-Planning System for Machining Prismatic Components , 2001 .

[6]  Zhigang Li,et al.  KBE-based stamping process paths generated for automobile panels , 2006 .

[7]  Christopher K. Riesbeck,et al.  Inside Case-Based Reasoning , 1989 .

[8]  Silvia Biasotti,et al.  Sub-part correspondence by structural descriptors of 3D shapes , 2006, Comput. Aided Des..

[9]  S. S. Pande,et al.  Automatic recognition of features from freeform surface CAD models , 2008, Comput. Aided Des..

[10]  Dana S. Nau,et al.  Feature-based similarity assessment of solid models , 1997, SMA '97.

[11]  David G. Ullman,et al.  The Mechanical Design Process , 1992 .

[12]  M. S. Lan,et al.  A case-based reasoning approach to automated weld-process design , 1992, Appl. Artif. Intell..

[13]  Natraj Iyer,et al.  A RECONFIGURABLE 3D ENGINEERING SHAPE SEARCH SYSTEM PART I: SHAPE REPRESENTATION , 2003 .

[14]  Kim Seng Lee,et al.  Application of Case-Based Reasoning in Die-Casting Die Design , 2002 .

[15]  Horst Bunke,et al.  A Comparison of Algorithms for Maximum Common Subgraph on Randomly Connected Graphs , 2002, SSPR/SPR.

[16]  G. A. Britton,et al.  Indexing and retrieval in case-based process planning for multi-stage non-axisymmetric deep drawing , 2006 .

[17]  Jie Wang,et al.  A surface based approach to recognition of geometric features for quality freeform surface machining , 2004, Comput. Aided Des..

[18]  Farhi Marir,et al.  Case-based reasoning: A review , 1994, The Knowledge Engineering Review.

[19]  El-MehalawiMohamed,et al.  A database system of mechanical components based on geometric and topological similarity. Part II , 2003 .

[20]  Sven J. Dickinson,et al.  Skeleton based shape matching and retrieval , 2003, 2003 Shape Modeling International..

[21]  Yu Ying Yang,et al.  Study on Process Decision Methodology for Sheet Metal Stamping by Case Based Technology , 2004 .

[22]  William C. Regli,et al.  Using shape distributions to compare solid models , 2002, SMA '02.

[23]  Jahau Lewis Chen,et al.  A fixture design system using case-based reasoning , 1996 .

[24]  Liu Wei,et al.  Representation and retrieval of 3D CAD models in parts library , 2008 .

[25]  Ian D. Watson,et al.  Case-based reasoning is a methodology not a technology , 1999, Knowl. Based Syst..

[26]  Remco C. Veltkamp,et al.  A survey of content based 3D shape retrieval methods , 2004, Proceedings Shape Modeling Applications, 2004..

[27]  Rakesh Nagi,et al.  Automated retrieval and ranking of similar parts in agile manufacturing , 1997 .

[28]  G. A. Britton,et al.  Indexing and Retrieval in Metal Stamping Die Design Using Case-based Reasoning , 2003, J. Comput. Inf. Sci. Eng..

[29]  Bernard Chazelle,et al.  Matching 3D models with shape distributions , 2001, Proceedings International Conference on Shape Modeling and Applications.

[30]  Katia Sycara,et al.  CADET: a case-based synthesis tool for engineering design , 1991 .

[31]  R. Allen Miller,et al.  A database system of mechanical components based on geometric and topological similarity. Part II: indexing, retrieval, matching, and similarity assessment , 2003, Comput. Aided Des..

[32]  Debasish Dutta,et al.  Feature Based Shape Similarity Measurement for Retrieval of Mechanical Parts , 2001, J. Comput. Inf. Sci. Eng..

[33]  Ming Ouhyoung,et al.  A 3D Object Retrieval System Based on Multi-Resolution Reeb Graph , 2002 .

[34]  Xueyu Ruan,et al.  Applying case-based reasoning to cold forging process planning , 2001 .

[35]  Chieh-Yuan Tsai,et al.  A two-stage fuzzy approach to feature-based design retrieval , 2005, Comput. Ind..

[36]  Sunil Prabhakar,et al.  A Reconfigurable 3D Engineering Shape Search System: Part II — Database Indexing, Retrieval, and Clustering , 2003 .

[37]  R. Allen Miller,et al.  A database system of mechanical components based on geometric and topological similarity. Part I: representation , 2003, Comput. Aided Des..

[38]  Vijay K. Jain,et al.  Characterization and identification of forming features for 3-D sheet metal components , 2001 .

[39]  Ali Shokoufandeh,et al.  Local feature extraction and matching partial objects , 2006, Comput. Aided Des..

[40]  David Leake,et al.  Integrating diverse information resources in a case-based design environment , 1999 .

[41]  Karthik Ramani,et al.  Three-dimensional shape searching: state-of-the-art review and future trends , 2005, Comput. Aided Des..

[42]  Chun-Fong You,et al.  Multilayer Architecture in Collaborative Environment , 2006, Concurr. Eng. Res. Appl..

[43]  Edwin R. Hancock,et al.  Structural, Syntactic, and Statistical Pattern Recognition, Joint IAPR International Workshop, SSPR&SPR 2010, Cesme, Izmir, Turkey, August 18-20, 2010. Proceedings , 2010, SSPR/SPR.

[44]  Ali Shokoufandeh,et al.  REEB GRAPH BASED SHAPE RETRIEVAL FOR CAD , 2003 .

[45]  Xueyu Ruan,et al.  An object-oriented hierarchical case representation of automotive panels in a computer-aided process planning system , 2005 .

[46]  Satyandra K. Gupta,et al.  Machining feature-based similarity assessment algorithms for prismatic machined parts , 2006, Comput. Aided Des..

[47]  Taku Komura,et al.  Topology matching for fully automatic similarity estimation of 3D shapes , 2001, SIGGRAPH.

[48]  Chun-Fong You,et al.  3D solid model retrieval for engineering reuse based on local feature correspondence , 2010 .

[49]  William C. Regli,et al.  Machining feature-based comparisons of mechanical parts , 2001, Proceedings International Conference on Shape Modeling and Applications.

[50]  C.K.Kwong A case-based system for process design of injection moulding , 2001 .