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Optimization of friction stir welding using space mapping and manifold mapping—an initial study of thermal aspects

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Abstract

The aim of this paper is to optimize a thermal model of a friction stir welding process by finding optimal welding parameters. The optimization is performed using space mapping and manifold mapping techniques in which a coarse model is used along with the fine model to be optimized. Different coarse models are applied and the results and computation time are compared to gradient based optimization using the full model. It is found that the use of space and manifold mapping reduces the computational cost significantly due to the fact that fewer function evaluations and no fine model gradient information is required.

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References

  • Bakr M, Bandler J, Madsen K, Søndergaard J (2001) An introduction to the space mapping technique. Optim Eng 2:369–384

    Article  MATH  MathSciNet  Google Scholar 

  • Bandler J, Biernacki R, Chen S, Grobelny P, Hemmers R (1994) Space mapping technique for electromagnetic optimization. IEEE Trans Microwave Theor Tech 42(12):2536–2544

    Article  Google Scholar 

  • Bandler J, Cheng Q, Dakroury S, Mohamed A, Bakr M, Madsen K, Søndergaard J (2004) Space mapping: the state of the art. IEEE Trans Microwave Theor Tech 52(1):337–361

    Article  Google Scholar 

  • Broyden C (1965) A class of methods for solving nonlinear simultaneous equations. Math Comput 19(92):577–593

    Article  MATH  MathSciNet  Google Scholar 

  • Chen C, Kovacevic R (2003) Finite element modeling of friction stir welding—thermal and thermomechanical analysis. Int J Mach Tools Manuf 43:1319–1326

    Article  Google Scholar 

  • Choi K, Kim NH (2005) Structural sensitivity analysis and optimization, vol 1 & 2. Springer, New York

    Google Scholar 

  • Colegrove P, Shercliff H, Threadgill P (2003) Modelling and development of the trivex(tm) friction stir welding tool. In: 4th International Symposium on Friction Stir Welding, Park City, 14–16 May 2003

  • Comsol (2006) Comsol website. www.comsol.com

  • Echeverria D (2007) Two new variants of the manifold-mapping technique. COMPEL 26(2):334–344

    MATH  Google Scholar 

  • Echeverria D, Hemker P (2005) Space mapping and defect correction. Comput Methods Appl Math 5(2):107–136

    MATH  MathSciNet  Google Scholar 

  • Echeverria D, Hemker P (2006) On the manifold-mapping optimization technique. Technical report mas-r0612, Centrum voor Wiskunde en Informatica (CWI), MAS

  • Gill P, Murray W, Saunders M (2006) User’s guide for snopt version 7: software for large-scale nonlinear programming

  • Jansson T, Nilsson L, Redhe M (2003) Using surrogate models and response surfaces in structural optimization - with application to crashworthiness design and sheet metal forming. Struct Multidisc Optim 25:129–140

    Article  Google Scholar 

  • Khandkar M, Khan J (2001) Thermal modeling of overlap friction stir welding for al-alloys. J Mater Process Manuf Sci 10:91–105

    Google Scholar 

  • Lahaye D, Canova A, Grusso G, Repetto M (2007) Adaptive manifold-mapping using multiquadric interpolation applied to linear actuator design. COMPEL 26(2):225–235

    MATH  Google Scholar 

  • Leary S, Bhaskar A, Keane A (2001) A constraint mapping approach to the structural optimization of an expensive model using surrogates. Optim Eng 2:385–398

    Article  MATH  MathSciNet  Google Scholar 

  • Olafsson P, Sanström R, Karlsson A (1997) Comparison of experimental, calculated and observed values for electrical and thermal conductivity of aluminium alloys. J Mater Sci 32:4383–4390

    Article  Google Scholar 

  • Redhe M, Nilsson L (2006) A multipoint version of space mapping optimization applied to vehicle crashworthiness design. Struct Multidisc Optim 31:134–146

    Article  Google Scholar 

  • Rosenthal D (1946) The theory of moving sources of heat and its application to metal treatments. Transactions of the ASME, November

  • Schmidt H, Hattel J (2005a) Cfd modelling of the shear layer around the tool probe in friction stir welding. Friction Stir Welding and Processing III, TMS, San Francisco, 13–17 February 2005

  • Schmidt H, Hattel J (2005b) A local model for the thermomechanical conditions in friction stir welding. J Mater Process Manuf Sci 13:77–93

    Google Scholar 

  • Schmidt H, Hattel J (2005c) Modelling heat flow around tool probe in friction stir welding. Sci Technol Weld Join 10(4):176–186

    Article  Google Scholar 

  • Schmidt H, Hattel J, Wert J (2004) An analytical model for the heat generation in friction stir welding. Model Simul Mater Sci Eng 12:143–157

    Article  Google Scholar 

  • Søndergaard J (1999) Non-linear optimization using space mapping. Master’s thesis, IMM, Technical University of Denmark

  • Svanberg K (2002) A class of globally convergent optimization methods based on conservative convex separable approximations. SIAM J Optim 12(2):555–573

    Article  MATH  MathSciNet  Google Scholar 

  • Tutum CC, Schmidt H, Hattel J, Bendsøe MP (2007) Estimation of the welding speed and heat input in friction stir welding using thermal models and optimization. In: Kwak BY et al. (eds) Proc 7th world congress on structural and multidisciplinary optimization. COEX Seoul, Korea, pp 2639–2646, 21–25 May 2007

    Google Scholar 

  • Walmag J, Delhez E (2005) A note on trust-region radius update. SIAM J Optim 16(2):548–562

    Article  MATH  MathSciNet  Google Scholar 

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Correspondence to Anders A. Larsen.

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Part of this work was presented at WCSMO7, Seoul, Korea.

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Larsen, A.A., Bendsøe, M., Hattel, J. et al. Optimization of friction stir welding using space mapping and manifold mapping—an initial study of thermal aspects. Struct Multidisc Optim 38, 289–299 (2009). https://doi.org/10.1007/s00158-008-0288-6

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  • DOI: https://doi.org/10.1007/s00158-008-0288-6

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