Multi-objective optimization of an auto panel drawing die face design by mesh morphing

In order to facilitate the tryout or simulation process at the end of a manual auto panel drawing die face design process, we use finite element analysis (FEA) and a multi-objective genetic algorithm (MOGA) to find all the Pareto optimal solutions in one go and to achieve the optimal design of an au...

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Published inComputer aided design Vol. 39; no. 10; pp. 863 - 869
Main Authors Liu, Wei, Yang, Yuying
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.10.2007
Subjects
Online AccessGet full text
ISSN0010-4485
1879-2685
DOI10.1016/j.cad.2007.05.009

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Abstract In order to facilitate the tryout or simulation process at the end of a manual auto panel drawing die face design process, we use finite element analysis (FEA) and a multi-objective genetic algorithm (MOGA) to find all the Pareto optimal solutions in one go and to achieve the optimal design of an auto panel drawing die face instead of transforming multi-objective functions into a single objective function, and employ a novel mesh morphing technique to achieve fast modification of parametric or non-parametric addendum surfaces and binder surfaces on drawing die faces without going back to CAD for reconstruction of geometric models or to FEA for remodeling. We use an auto panel drawing die face design process as an example to illustrate the application and effectiveness of this proposed approach, and come to the conclusion that the proposed approach is more effective than the traditional manual FEA method and the ‘trial-and-error’ approach in optimizing an auto panel drawing die face design.
AbstractList In order to facilitate the tryout or simulation process at the end of a manual auto panel drawing die face design process, we use finite element analysis (FEA) and a multi-objective genetic algorithm (MOGA) to find all the Pareto optimal solutions in one go and to achieve the optimal design of an auto panel drawing die face instead of transforming multi-objective functions into a single objective function, and employ a novel mesh morphing technique to achieve fast modification of parametric or non-parametric addendum surfaces and binder surfaces on drawing die faces without going back to CAD for reconstruction of geometric models or to FEA for remodeling. We use an auto panel drawing die face design process as an example to illustrate the application and effectiveness of this proposed approach, and come to the conclusion that the proposed approach is more effective than the traditional manual FEA method and the ‘trial-and-error’ approach in optimizing an auto panel drawing die face design.
Author Liu, Wei
Yang, Yuying
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Cites_doi 10.1016/j.ijmachtools.2004.10.010
10.1007/s00158-002-0247-6
10.1007/s00158-003-0347-y
10.1007/s00158-004-0455-3
10.1016/0924-0136(96)02303-5
10.1016/S0045-7949(00)00095-X
10.1016/j.jmatprotec.2004.02.033
10.1016/S0007-8506(07)63246-6
10.1016/S0924-0136(00)00413-1
10.1002/nme.954
10.1016/S0890-6955(02)00043-3
10.3901/CJME.2004.03.389
10.1016/S0261-3069(02)00079-1
10.1016/j.compstruc.2004.03.055
10.1016/j.jmatprotec.2004.06.011
10.1016/j.jmatprotec.2003.11.015
10.1016/S0924-0136(02)00786-0
10.1016/j.jmatprotec.2004.04.253
10.1007/s001580100138
10.1016/0924-0136(96)02384-9
10.1016/S0924-0136(01)00727-0
10.1002/cnm.1630040603
10.1016/S0020-7403(98)00084-8
10.4271/2002-01-2778
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Issue 10
Keywords Multi-objective genetic algorithm
Auto panel
Mesh morphing
Finite element analysis (FEA)
Die face
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References Makinouchi, Teodosiu, Nakagawa (b15) 1998; 47
Makinouchi (b29) 1996; 60
Zhulin VI, Owen SJ, Ostergaard DF. Finite element based electrostatic-structural coupled analysis with automated mesh morphing. In: 2000 international conference on modeling and simulation of microsystems. p. 501–4
Kasprzak, Lewis (b28) 2000; 22
Field (b27) 1998; 4
Liew, Tan, Ray, Tan (b25) 2004; 26
Chen, Yang, Lin (b17) 2002; 42
Katayama, Nakamachi, Nakamura, Ohata, Morishita, Murase (b6) 2004; 155–156
Yang (b14) 1996
Ghouati O, Lenoir H, Gelin JC. Optimization techniques for the drawing of sheet metal parts. In: Proceeding of NUMISHEET’99. 1999. p. 293–8
Gantar, Pepelnjak, Kuzman (b5) 2002; 130–131
Schenk, Hillmann (b11) 2004; 82
Kleiber, Knabel, Rojek (b9) 2004; 60
Guo, Batoz, Naceur, Bouabdallah, Mercier, Barlet (b7) 2000; 78
Chen, Ho (b18) 2005; 45
Li, Liu, Feng (b19) 2004; 17
Park, Yoon, Yang, Kim (b4) 1999; 41
Ohata, Nakamura, Katayama, Nakamachi, Nakano (b1) 1996; 60
Gunnarsson, Schedin (b23) 2001; 114
Tekkaya (b16) 2000; 103
Hiroyasu T, Miki M, Kamiura J, Watanabe S, Hiroyasu H. Multi-objective optimization of diesel engine emissions and fuel economy using genetic algorithms and phenomenological model. SAE paper. No. 2002-01-2778. 2002
Holmberg, Thilderkvist (b22) 2002; 23
Gelin JC, Ghouati O. Recent progresses in optimal design of metal forming processes through numerical simulation. In: Proceeding of the 6th ICTP. 1999. p. 2055–60
Naceur, Delamziere, Batoz, Guo, Knopf-Lenoir (b8) 2004; 146
Jakumeit, Herdy, Nitsche (b24) 2005; 29
Shi, Chen, Peng, Ruan (b13) 2004; 152
Jansson, Andersson, Nilsson (b10) 2005; 159
Farhang-Mehr, Azarm (b20) 2002; 24
Sun ZC, Debray K, Li YM, Guo YQ. Design-modeling-optimization of addendum surface in deep drawing. In: Proceeding of the 1st international conference on new forming technology. 2004. p. 6–9
Makinouchi (10.1016/j.cad.2007.05.009_b15) 1998; 47
10.1016/j.cad.2007.05.009_b21
Schenk (10.1016/j.cad.2007.05.009_b11) 2004; 82
Kleiber (10.1016/j.cad.2007.05.009_b9) 2004; 60
10.1016/j.cad.2007.05.009_b26
Katayama (10.1016/j.cad.2007.05.009_b6) 2004; 155–156
Makinouchi (10.1016/j.cad.2007.05.009_b29) 1996; 60
Shi (10.1016/j.cad.2007.05.009_b13) 2004; 152
Gantar (10.1016/j.cad.2007.05.009_b5) 2002; 130–131
Farhang-Mehr (10.1016/j.cad.2007.05.009_b20) 2002; 24
Kasprzak (10.1016/j.cad.2007.05.009_b28) 2000; 22
Naceur (10.1016/j.cad.2007.05.009_b8) 2004; 146
10.1016/j.cad.2007.05.009_b2
10.1016/j.cad.2007.05.009_b3
Liew (10.1016/j.cad.2007.05.009_b25) 2004; 26
10.1016/j.cad.2007.05.009_b12
Yang (10.1016/j.cad.2007.05.009_b14) 1996
Chen (10.1016/j.cad.2007.05.009_b18) 2005; 45
Holmberg (10.1016/j.cad.2007.05.009_b22) 2002; 23
Gunnarsson (10.1016/j.cad.2007.05.009_b23) 2001; 114
Li (10.1016/j.cad.2007.05.009_b19) 2004; 17
Guo (10.1016/j.cad.2007.05.009_b7) 2000; 78
Ohata (10.1016/j.cad.2007.05.009_b1) 1996; 60
Chen (10.1016/j.cad.2007.05.009_b17) 2002; 42
Field (10.1016/j.cad.2007.05.009_b27) 1998; 4
Jakumeit (10.1016/j.cad.2007.05.009_b24) 2005; 29
Tekkaya (10.1016/j.cad.2007.05.009_b16) 2000; 103
Jansson (10.1016/j.cad.2007.05.009_b10) 2005; 159
Park (10.1016/j.cad.2007.05.009_b4) 1999; 41
References_xml – reference: Gelin JC, Ghouati O. Recent progresses in optimal design of metal forming processes through numerical simulation. In: Proceeding of the 6th ICTP. 1999. p. 2055–60
– volume: 152
  start-page: 35
  year: 2004
  end-page: 42
  ident: b13
  article-title: A new approach of die shape optimization for sheet metal forming processes
  publication-title: J Mater Process Tech
– volume: 47
  start-page: 641
  year: 1998
  end-page: 649
  ident: b15
  article-title: Advance in FEM simulation and its related technologies in sheet metal forming
  publication-title: Ann CIRP
– volume: 60
  start-page: 543
  year: 1996
  end-page: 548
  ident: b1
  article-title: Development of optimum process design system by numerical simulation
  publication-title: J Mater Process Tech
– volume: 17
  start-page: 389
  year: 2004
  end-page: 393
  ident: b19
  article-title: Multi-objective optimization of a centrifugal impeller using evolutionary algorithms
  publication-title: Chinese J Mech Eng
– reference: Sun ZC, Debray K, Li YM, Guo YQ. Design-modeling-optimization of addendum surface in deep drawing. In: Proceeding of the 1st international conference on new forming technology. 2004. p. 6–9
– volume: 41
  start-page: 1217
  year: 1999
  end-page: 1232
  ident: b4
  article-title: Optimum blank design in sheet metal forming by the deformation path iteration method
  publication-title: Int J Mech Sci
– volume: 24
  start-page: 351
  year: 2002
  end-page: 361
  ident: b20
  article-title: Entropy-based multi-objective genetic algorithm for design optimization
  publication-title: Struct Multidiscip Optim
– volume: 4
  start-page: 709
  year: 1998
  end-page: 712
  ident: b27
  article-title: Laplacain smoothing and Delaunary triangulations
  publication-title: Commun Appl Numer Methods
– volume: 26
  start-page: 284
  year: 2004
  end-page: 294
  ident: b25
  article-title: Optimal process design of sheet metal forming for minimum springback via an integrated neural network evolutionary algorithm
  publication-title: Struct Multidiscip Optim
– volume: 155–156
  start-page: 1564
  year: 2004
  end-page: 1570
  ident: b6
  article-title: Development of process design system for press forming—multi-objective optimization of intermediate die shape in transfer forming
  publication-title: J Mater Process Tech
– volume: 60
  start-page: 51
  year: 2004
  end-page: 67
  ident: b9
  article-title: Response surface method for probabilistic assessment of metal forming failures
  publication-title: Int J Numer Methods Eng
– reference: Hiroyasu T, Miki M, Kamiura J, Watanabe S, Hiroyasu H. Multi-objective optimization of diesel engine emissions and fuel economy using genetic algorithms and phenomenological model. SAE paper. No. 2002-01-2778. 2002
– volume: 159
  start-page: 426
  year: 2005
  end-page: 434
  ident: b10
  article-title: Optimization of draw-in for an automotive sheet metal part: An evaluation using surrogate models and response surfaces
  publication-title: J Mater Process Tech
– reference: Ghouati O, Lenoir H, Gelin JC. Optimization techniques for the drawing of sheet metal parts. In: Proceeding of NUMISHEET’99. 1999. p. 293–8
– year: 1996
  ident: b14
  article-title: Forming technologies for large sheet metal
– volume: 42
  start-page: 1195
  year: 2002
  end-page: 1202
  ident: b17
  article-title: Expansion ratio analysis for initial die-face design of panel drawing dies
  publication-title: Int J Mach Tool Manuf
– volume: 103
  start-page: 14
  year: 2000
  end-page: 22
  ident: b16
  article-title: State-of-the-art of simulation of sheet metal forming
  publication-title: J Mater Process Tech
– volume: 114
  start-page: 168
  year: 2001
  end-page: 173
  ident: b23
  article-title: Improving the properties of exterior body panels in automobiles using variable blank holder force
  publication-title: J Mater Process Tech
– volume: 60
  start-page: 19
  year: 1996
  end-page: 26
  ident: b29
  article-title: Sheet metal forming simulation in industry
  publication-title: J Mater Process Tech
– volume: 82
  start-page: 1695
  year: 2004
  end-page: 1705
  ident: b11
  article-title: Optimal design of metal forming die surfaces with evolution strategies
  publication-title: Comput Struct
– volume: 23
  start-page: 681
  year: 2002
  end-page: 691
  ident: b22
  article-title: Influence of material properties and stamping conditions on the stiffness and static dent resistance of automotive panels
  publication-title: Mater Design
– volume: 146
  start-page: 250
  year: 2004
  end-page: 262
  ident: b8
  article-title: Some improvements on the optimum process design in deep drawing using the inverse approach
  publication-title: J Mater Process Tech
– volume: 45
  start-page: 949
  year: 2005
  end-page: 957
  ident: b18
  article-title: A novel approach to production planning of flexible manufacturing systems using an efficient multi-objective genetic algorithm
  publication-title: Int J Mach Tool Manuf
– volume: 29
  start-page: 498
  year: 2005
  end-page: 507
  ident: b24
  article-title: Parameter optimization of the sheet metal forming process using an iterative parallel Kriging algorithm
  publication-title: Struct Multidiscip Optim
– reference: Zhulin VI, Owen SJ, Ostergaard DF. Finite element based electrostatic-structural coupled analysis with automated mesh morphing. In: 2000 international conference on modeling and simulation of microsystems. p. 501–4
– volume: 78
  start-page: 133
  year: 2000
  end-page: 148
  ident: b7
  article-title: Recent developments on the analysis and optimum design of sheet metal forming parts using a simplified inverse approach
  publication-title: Comput Struct
– volume: 22
  start-page: 208
  year: 2000
  end-page: 218
  ident: b28
  article-title: Pareto analysis in multiobjective optimization using the collinearity theorem and scaling method
  publication-title: Struct Multidiscip Optim
– volume: 130–131
  start-page: 54
  year: 2002
  end-page: 59
  ident: b5
  article-title: Optimization of sheet metal forming processes by the use of numerical simulations
  publication-title: J Mater Process Tech
– ident: 10.1016/j.cad.2007.05.009_b2
– volume: 45
  start-page: 949
  year: 2005
  ident: 10.1016/j.cad.2007.05.009_b18
  article-title: A novel approach to production planning of flexible manufacturing systems using an efficient multi-objective genetic algorithm
  publication-title: Int J Mach Tool Manuf
  doi: 10.1016/j.ijmachtools.2004.10.010
– volume: 24
  start-page: 351
  year: 2002
  ident: 10.1016/j.cad.2007.05.009_b20
  article-title: Entropy-based multi-objective genetic algorithm for design optimization
  publication-title: Struct Multidiscip Optim
  doi: 10.1007/s00158-002-0247-6
– volume: 26
  start-page: 284
  year: 2004
  ident: 10.1016/j.cad.2007.05.009_b25
  article-title: Optimal process design of sheet metal forming for minimum springback via an integrated neural network evolutionary algorithm
  publication-title: Struct Multidiscip Optim
  doi: 10.1007/s00158-003-0347-y
– volume: 29
  start-page: 498
  year: 2005
  ident: 10.1016/j.cad.2007.05.009_b24
  article-title: Parameter optimization of the sheet metal forming process using an iterative parallel Kriging algorithm
  publication-title: Struct Multidiscip Optim
  doi: 10.1007/s00158-004-0455-3
– volume: 60
  start-page: 19
  year: 1996
  ident: 10.1016/j.cad.2007.05.009_b29
  article-title: Sheet metal forming simulation in industry
  publication-title: J Mater Process Tech
  doi: 10.1016/0924-0136(96)02303-5
– volume: 78
  start-page: 133
  year: 2000
  ident: 10.1016/j.cad.2007.05.009_b7
  article-title: Recent developments on the analysis and optimum design of sheet metal forming parts using a simplified inverse approach
  publication-title: Comput Struct
  doi: 10.1016/S0045-7949(00)00095-X
– volume: 152
  start-page: 35
  year: 2004
  ident: 10.1016/j.cad.2007.05.009_b13
  article-title: A new approach of die shape optimization for sheet metal forming processes
  publication-title: J Mater Process Tech
  doi: 10.1016/j.jmatprotec.2004.02.033
– ident: 10.1016/j.cad.2007.05.009_b26
– volume: 47
  start-page: 641
  year: 1998
  ident: 10.1016/j.cad.2007.05.009_b15
  article-title: Advance in FEM simulation and its related technologies in sheet metal forming
  publication-title: Ann CIRP
  doi: 10.1016/S0007-8506(07)63246-6
– ident: 10.1016/j.cad.2007.05.009_b12
– volume: 103
  start-page: 14
  year: 2000
  ident: 10.1016/j.cad.2007.05.009_b16
  article-title: State-of-the-art of simulation of sheet metal forming
  publication-title: J Mater Process Tech
  doi: 10.1016/S0924-0136(00)00413-1
– volume: 60
  start-page: 51
  year: 2004
  ident: 10.1016/j.cad.2007.05.009_b9
  article-title: Response surface method for probabilistic assessment of metal forming failures
  publication-title: Int J Numer Methods Eng
  doi: 10.1002/nme.954
– volume: 42
  start-page: 1195
  year: 2002
  ident: 10.1016/j.cad.2007.05.009_b17
  article-title: Expansion ratio analysis for initial die-face design of panel drawing dies
  publication-title: Int J Mach Tool Manuf
  doi: 10.1016/S0890-6955(02)00043-3
– volume: 17
  start-page: 389
  year: 2004
  ident: 10.1016/j.cad.2007.05.009_b19
  article-title: Multi-objective optimization of a centrifugal impeller using evolutionary algorithms
  publication-title: Chinese J Mech Eng
  doi: 10.3901/CJME.2004.03.389
– volume: 23
  start-page: 681
  year: 2002
  ident: 10.1016/j.cad.2007.05.009_b22
  article-title: Influence of material properties and stamping conditions on the stiffness and static dent resistance of automotive panels
  publication-title: Mater Design
  doi: 10.1016/S0261-3069(02)00079-1
– ident: 10.1016/j.cad.2007.05.009_b3
– year: 1996
  ident: 10.1016/j.cad.2007.05.009_b14
– volume: 82
  start-page: 1695
  year: 2004
  ident: 10.1016/j.cad.2007.05.009_b11
  article-title: Optimal design of metal forming die surfaces with evolution strategies
  publication-title: Comput Struct
  doi: 10.1016/j.compstruc.2004.03.055
– volume: 159
  start-page: 426
  year: 2005
  ident: 10.1016/j.cad.2007.05.009_b10
  article-title: Optimization of draw-in for an automotive sheet metal part: An evaluation using surrogate models and response surfaces
  publication-title: J Mater Process Tech
  doi: 10.1016/j.jmatprotec.2004.06.011
– volume: 146
  start-page: 250
  year: 2004
  ident: 10.1016/j.cad.2007.05.009_b8
  article-title: Some improvements on the optimum process design in deep drawing using the inverse approach
  publication-title: J Mater Process Tech
  doi: 10.1016/j.jmatprotec.2003.11.015
– volume: 130–131
  start-page: 54
  year: 2002
  ident: 10.1016/j.cad.2007.05.009_b5
  article-title: Optimization of sheet metal forming processes by the use of numerical simulations
  publication-title: J Mater Process Tech
  doi: 10.1016/S0924-0136(02)00786-0
– volume: 155–156
  start-page: 1564
  year: 2004
  ident: 10.1016/j.cad.2007.05.009_b6
  article-title: Development of process design system for press forming—multi-objective optimization of intermediate die shape in transfer forming
  publication-title: J Mater Process Tech
  doi: 10.1016/j.jmatprotec.2004.04.253
– volume: 22
  start-page: 208
  year: 2000
  ident: 10.1016/j.cad.2007.05.009_b28
  article-title: Pareto analysis in multiobjective optimization using the collinearity theorem and scaling method
  publication-title: Struct Multidiscip Optim
  doi: 10.1007/s001580100138
– volume: 60
  start-page: 543
  year: 1996
  ident: 10.1016/j.cad.2007.05.009_b1
  article-title: Development of optimum process design system by numerical simulation
  publication-title: J Mater Process Tech
  doi: 10.1016/0924-0136(96)02384-9
– volume: 114
  start-page: 168
  year: 2001
  ident: 10.1016/j.cad.2007.05.009_b23
  article-title: Improving the properties of exterior body panels in automobiles using variable blank holder force
  publication-title: J Mater Process Tech
  doi: 10.1016/S0924-0136(01)00727-0
– volume: 4
  start-page: 709
  year: 1998
  ident: 10.1016/j.cad.2007.05.009_b27
  article-title: Laplacain smoothing and Delaunary triangulations
  publication-title: Commun Appl Numer Methods
  doi: 10.1002/cnm.1630040603
– volume: 41
  start-page: 1217
  year: 1999
  ident: 10.1016/j.cad.2007.05.009_b4
  article-title: Optimum blank design in sheet metal forming by the deformation path iteration method
  publication-title: Int J Mech Sci
  doi: 10.1016/S0020-7403(98)00084-8
– ident: 10.1016/j.cad.2007.05.009_b21
  doi: 10.4271/2002-01-2778
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Snippet In order to facilitate the tryout or simulation process at the end of a manual auto panel drawing die face design process, we use finite element analysis (FEA)...
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SubjectTerms Auto panel
Die face
Finite element analysis (FEA)
Mesh morphing
Multi-objective genetic algorithm
Title Multi-objective optimization of an auto panel drawing die face design by mesh morphing
URI https://dx.doi.org/10.1016/j.cad.2007.05.009
https://www.proquest.com/docview/30116777
Volume 39
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