Skip to main content
Erschienen in: Optimization and Engineering 4/2016

21.07.2016

A fast first-order optimization approach to elastoplastic analysis of skeletal structures

verfasst von: Yoshihiro Kanno

Erschienen in: Optimization and Engineering | Ausgabe 4/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

It is classical that, when the small deformation is assumed, the incremental analysis problem of an elastoplastic structure with a piecewise-linear yield condition and a linear strain hardening model can be formulated as a convex quadratic programming problem. Alternatively, this paper presents a different formulation, an unconstrained nonsmooth convex optimization problem, and proposes to solve it with an accelerated gradient-like method. Specifically, we adopt an accelerated proximal gradient method, that has been developed for a regularized least squares problem. Numerical experiments show that the presented algorithm is effective for large-scale elastoplastic analysis. Also, a simple warm-start strategy can speed up the algorithm when the path-dependent incremental analysis is carried out.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
Conversion to SOCP is not unique.
 
Literatur
Zurück zum Zitat Acary V, Brogliato B (2008) Numerical methods for nonsmooth dynamical systems. Springer, BerlinMATH Acary V, Brogliato B (2008) Numerical methods for nonsmooth dynamical systems. Springer, BerlinMATH
Zurück zum Zitat Anjos MF, Lasserre JB (eds) (2012) Handbook on semidefinite, conic and polynomial optimization. Springer, New YorkMATH Anjos MF, Lasserre JB (eds) (2012) Handbook on semidefinite, conic and polynomial optimization. Springer, New YorkMATH
Zurück zum Zitat Beck A, Teboulle M (2009) A fast iterative shrinkage-thresholding algorithm for linear inverse problems. SIAM J Imaging Sci 2:183–202MathSciNetCrossRefMATH Beck A, Teboulle M (2009) A fast iterative shrinkage-thresholding algorithm for linear inverse problems. SIAM J Imaging Sci 2:183–202MathSciNetCrossRefMATH
Zurück zum Zitat Benson HY, Shanno DF (2007) An exact primal-dual penalty method approach to warm-starting interior-point methods for linear programming. Comput Optim Appl 38:371–399MathSciNetCrossRefMATH Benson HY, Shanno DF (2007) An exact primal-dual penalty method approach to warm-starting interior-point methods for linear programming. Comput Optim Appl 38:371–399MathSciNetCrossRefMATH
Zurück zum Zitat Ben-Tal A, Nemirovski A (2001) Lectures on modern convex optimization: analysis, algorithms, and engineering applications. SIAM, PhiladelphiaCrossRefMATH Ben-Tal A, Nemirovski A (2001) Lectures on modern convex optimization: analysis, algorithms, and engineering applications. SIAM, PhiladelphiaCrossRefMATH
Zurück zum Zitat Bergamaschi L, Gondzio J, Venturin M, Zilli G (2011) Inexact constraint preconditioners for linear systems arising in interior point methods. Comput Optim Appl 36:137–147. Erratum: Comput Optim Appl 49:401–406 Bergamaschi L, Gondzio J, Venturin M, Zilli G (2011) Inexact constraint preconditioners for linear systems arising in interior point methods. Comput Optim Appl 36:137–147. Erratum: Comput Optim Appl 49:401–406
Zurück zum Zitat Bisbos CD, Makrodimopoulos A, Pardalos PM (2005) Second-order cone programming approaches to static shakedown analysis in steel plasticity. Optim Methods Softw 20:25–52MathSciNetCrossRefMATH Bisbos CD, Makrodimopoulos A, Pardalos PM (2005) Second-order cone programming approaches to static shakedown analysis in steel plasticity. Optim Methods Softw 20:25–52MathSciNetCrossRefMATH
Zurück zum Zitat Calafiore G, El Ghaoui L (2014) Optimization models. Cambridge University Press, CambridgeMATH Calafiore G, El Ghaoui L (2014) Optimization models. Cambridge University Press, CambridgeMATH
Zurück zum Zitat Capurso M, Maier G (1970) Incremental elastoplastic analysis and quadratic optimization. Meccanica 5:107–116CrossRefMATH Capurso M, Maier G (1970) Incremental elastoplastic analysis and quadratic optimization. Meccanica 5:107–116CrossRefMATH
Zurück zum Zitat Čermák M, Kozubek T, Sysala S, Valdman J (2014) A TFETI domain decomposition solver for elastoplastic problems. Appl Math Comput 231:634–653MathSciNet Čermák M, Kozubek T, Sysala S, Valdman J (2014) A TFETI domain decomposition solver for elastoplastic problems. Appl Math Comput 231:634–653MathSciNet
Zurück zum Zitat Chambolle A, DeVore RA, Lee N-Y, Lucier BJ (1998) Nonlinear wavelet image processing: variational problems, compression, and noise removal through wavelet shrinkage. IEEE Trans Image Process 7:319–335MathSciNetCrossRefMATH Chambolle A, DeVore RA, Lee N-Y, Lucier BJ (1998) Nonlinear wavelet image processing: variational problems, compression, and noise removal through wavelet shrinkage. IEEE Trans Image Process 7:319–335MathSciNetCrossRefMATH
Zurück zum Zitat Daubechies I, Defrise M, De Mol C (2004) An iterative thresholding algorithm for linear inverse problems with a sparsity constraint. Commun Pure Appl Math 57:1413–1457MathSciNetCrossRefMATH Daubechies I, Defrise M, De Mol C (2004) An iterative thresholding algorithm for linear inverse problems with a sparsity constraint. Commun Pure Appl Math 57:1413–1457MathSciNetCrossRefMATH
Zurück zum Zitat De Donato O, Maier G (1976) Historical deformation analysis of elastoplastic structures as a parametric linear complementarity problem. Meccanica 11:166–171CrossRefMATH De Donato O, Maier G (1976) Historical deformation analysis of elastoplastic structures as a parametric linear complementarity problem. Meccanica 11:166–171CrossRefMATH
Zurück zum Zitat de Souza Neto EA, Perić D, Owen DRJ (2008) Computational methods for plasticity: theory and applications. Wiley, ChichesterCrossRef de Souza Neto EA, Perić D, Owen DRJ (2008) Computational methods for plasticity: theory and applications. Wiley, ChichesterCrossRef
Zurück zum Zitat Dirkse SP, Ferris MC (1995) The PATH solver: a nommonotone stabilization scheme for mixed complementarity problems. Optim Methods Softw 5:123–156CrossRef Dirkse SP, Ferris MC (1995) The PATH solver: a nommonotone stabilization scheme for mixed complementarity problems. Optim Methods Softw 5:123–156CrossRef
Zurück zum Zitat Goldstein T, O’Donoghue B, Setzer S, Baraniuk R (2014) Fast alternating direction optimization methods. SIAM J Imaging Sci 7:1588–1623MathSciNetCrossRefMATH Goldstein T, O’Donoghue B, Setzer S, Baraniuk R (2014) Fast alternating direction optimization methods. SIAM J Imaging Sci 7:1588–1623MathSciNetCrossRefMATH
Zurück zum Zitat Grierson DE, Franchi A, DeDonato O, Corradi L (1979) Mathematical programming and nonlinear finite element analysis. Comput Methods Appl Mech Eng 17–18:497–518CrossRefMATH Grierson DE, Franchi A, DeDonato O, Corradi L (1979) Mathematical programming and nonlinear finite element analysis. Comput Methods Appl Mech Eng 17–18:497–518CrossRefMATH
Zurück zum Zitat Horn RA, Johnson CR (2013) Matrix analysis, 2nd edn. Cambridge University Press, CambridgeMATH Horn RA, Johnson CR (2013) Matrix analysis, 2nd edn. Cambridge University Press, CambridgeMATH
Zurück zum Zitat John E, Yıldırım EA (2008) Implementation of warm-start strategies in interior-point methods for linear programming in fixed dimension. Comput Optim Appl 41:151–183MathSciNetCrossRefMATH John E, Yıldırım EA (2008) Implementation of warm-start strategies in interior-point methods for linear programming in fixed dimension. Comput Optim Appl 41:151–183MathSciNetCrossRefMATH
Zurück zum Zitat Johnson CA, Seidel J, Sofer A (2000) Interior-point methodology for 3-D PET reconstruction. IEEE Trans Med Imaging 19:271–285CrossRef Johnson CA, Seidel J, Sofer A (2000) Interior-point methodology for 3-D PET reconstruction. IEEE Trans Med Imaging 19:271–285CrossRef
Zurück zum Zitat Kaneko I (1979) Piecewise linear elastic-plastic analysis. Int J Numer Meth Eng 14:757–767CrossRefMATH Kaneko I (1979) Piecewise linear elastic-plastic analysis. Int J Numer Meth Eng 14:757–767CrossRefMATH
Zurück zum Zitat Kanno Y, Martins JAC, Pinto da Costa A (2006) Three-dimensional quasi-static frictional contact by using second-order cone linear complementarity problem. Int J Numer Meth Eng 65:62–83MathSciNetCrossRefMATH Kanno Y, Martins JAC, Pinto da Costa A (2006) Three-dimensional quasi-static frictional contact by using second-order cone linear complementarity problem. Int J Numer Meth Eng 65:62–83MathSciNetCrossRefMATH
Zurück zum Zitat Kanno Y, Ohsaki M, Ito J (2002) Large-deformation and friction analysis of nonlinear elastic cable networks by second-order cone programming. Int J Numer Methods Eng 55:1079–1114MathSciNetCrossRefMATH Kanno Y, Ohsaki M, Ito J (2002) Large-deformation and friction analysis of nonlinear elastic cable networks by second-order cone programming. Int J Numer Methods Eng 55:1079–1114MathSciNetCrossRefMATH
Zurück zum Zitat Kim S-J, Koh K, Lustig M, Boyd S, Gorinevsky D (2007) An interior-point method for large-scale \(\ell _{1}\)-regularized least squares. IEEE J Select Topics Signal Process 1:606–617CrossRef Kim S-J, Koh K, Lustig M, Boyd S, Gorinevsky D (2007) An interior-point method for large-scale \(\ell _{1}\)-regularized least squares. IEEE J Select Topics Signal Process 1:606–617CrossRef
Zurück zum Zitat Krabbenhøft K, Lyamin AV (2012) Computational Cam clay plasticity using second-order cone programming. Comput Methods Appl Mech Eng 209–212:239–249MathSciNetCrossRefMATH Krabbenhøft K, Lyamin AV (2012) Computational Cam clay plasticity using second-order cone programming. Comput Methods Appl Mech Eng 209–212:239–249MathSciNetCrossRefMATH
Zurück zum Zitat Krabbenhøft K, Lyamin AV, Sloan SW (2007a) Formulation and solution of some plasticity problems as conic programs. Int J Solids Struct 44:1533–1549CrossRefMATH Krabbenhøft K, Lyamin AV, Sloan SW (2007a) Formulation and solution of some plasticity problems as conic programs. Int J Solids Struct 44:1533–1549CrossRefMATH
Zurück zum Zitat Krabbenhøft K, Lyamin AV, Sloan SW, Wriggers P (2007b) An interior-point algorithm for elastoplasticity. Int J Numer Methods Eng 69:592–626MathSciNetCrossRefMATH Krabbenhøft K, Lyamin AV, Sloan SW, Wriggers P (2007b) An interior-point algorithm for elastoplasticity. Int J Numer Methods Eng 69:592–626MathSciNetCrossRefMATH
Zurück zum Zitat Krichene W, Bayen AM, Bartlett PL (2015) Accelerated mirror descent in continuous and discrete time. In: Cortes C, Lawrence ND, Lee DD, Sugiyama M, Garnett R (eds) Advances in neural information processing systems 28 (NIPS 2015). Curran Associates, Red Hook, pp 2845–2853 Krichene W, Bayen AM, Bartlett PL (2015) Accelerated mirror descent in continuous and discrete time. In: Cortes C, Lawrence ND, Lee DD, Sugiyama M, Garnett R (eds) Advances in neural information processing systems 28 (NIPS 2015). Curran Associates, Red Hook, pp 2845–2853
Zurück zum Zitat Li H, Lin Z (2015) Accelerated proximal gradient methods for nonconvex programming. In: Cortes C, Lawrence ND, Lee DD, Sugiyama M, Garnett R (eds) Advances in neural information processing systems 28 (NIPS 2015). Curran Associates, Red Hook, pp 379–387 Li H, Lin Z (2015) Accelerated proximal gradient methods for nonconvex programming. In: Cortes C, Lawrence ND, Lee DD, Sugiyama M, Garnett R (eds) Advances in neural information processing systems 28 (NIPS 2015). Curran Associates, Red Hook, pp 379–387
Zurück zum Zitat Maier G (1970) A matrix structural theory of piecewise linear elastoplasticity with interacting yield planes. Meccanica 5:54–66CrossRefMATH Maier G (1970) A matrix structural theory of piecewise linear elastoplasticity with interacting yield planes. Meccanica 5:54–66CrossRefMATH
Zurück zum Zitat Maier G (1984) Mathematical programming applications to structural mechanics: some introductory thoughts. Eng Struct 6:2–6CrossRef Maier G (1984) Mathematical programming applications to structural mechanics: some introductory thoughts. Eng Struct 6:2–6CrossRef
Zurück zum Zitat Maier G, Munro J (1982) Mathematical programming applications to engineering plastic analysis. Appl Mech Rev (ASME) 35:1631–1643 Maier G, Munro J (1982) Mathematical programming applications to engineering plastic analysis. Appl Mech Rev (ASME) 35:1631–1643
Zurück zum Zitat Makrodimopoulos A (2006) Computational formulation of shakedown analysis as a conic quadratic optimization problem. Mech Res Commun 33:72–83CrossRefMATH Makrodimopoulos A (2006) Computational formulation of shakedown analysis as a conic quadratic optimization problem. Mech Res Commun 33:72–83CrossRefMATH
Zurück zum Zitat Mitchell JE (2001) Restarting after branching in the SDP approach to MAX-CUT and similar combinatorial optimization problem. J Combin Optim 5:151–166CrossRefMATH Mitchell JE (2001) Restarting after branching in the SDP approach to MAX-CUT and similar combinatorial optimization problem. J Combin Optim 5:151–166CrossRefMATH
Zurück zum Zitat Nesterov Y (2004) Introductory lectures on convex optimization: a basic course. Kluwer Academic Publishers, DordrechtCrossRefMATH Nesterov Y (2004) Introductory lectures on convex optimization: a basic course. Kluwer Academic Publishers, DordrechtCrossRefMATH
Zurück zum Zitat Nineb S, Alart P, Dureisseix D (2007) Domain decomposition approach for non-smooth discrete problems, example of a tensegrity structure. Comput Struct 85:499–511CrossRef Nineb S, Alart P, Dureisseix D (2007) Domain decomposition approach for non-smooth discrete problems, example of a tensegrity structure. Comput Struct 85:499–511CrossRef
Zurück zum Zitat Parikh N, Boyd S (2014) Proximal algorithms. Found Trends Optim 1:127–239CrossRef Parikh N, Boyd S (2014) Proximal algorithms. Found Trends Optim 1:127–239CrossRef
Zurück zum Zitat Portugal LF, Resende MGC, Veiga G, Júdice JJ (2000) A truncated primal-infeasible dual-feasible network interior point method. Networks 35:91–108MathSciNetCrossRefMATH Portugal LF, Resende MGC, Veiga G, Júdice JJ (2000) A truncated primal-infeasible dual-feasible network interior point method. Networks 35:91–108MathSciNetCrossRefMATH
Zurück zum Zitat Simo JC, Hughes TJR (1998) Computational inelasticity. Springer, New YorkMATH Simo JC, Hughes TJR (1998) Computational inelasticity. Springer, New YorkMATH
Zurück zum Zitat Smith DL (1978) The Wolfe–Markowitz algorithm for nonholonomic elastoplastic analysis. Eng Struct 1:8–16CrossRef Smith DL (1978) The Wolfe–Markowitz algorithm for nonholonomic elastoplastic analysis. Eng Struct 1:8–16CrossRef
Zurück zum Zitat Spiliopoulos KV, Patsios TN (2010) An efficient mathematical programming method for the elastoplastic analysis of frames. Eng Struct 32:1199–1214CrossRef Spiliopoulos KV, Patsios TN (2010) An efficient mathematical programming method for the elastoplastic analysis of frames. Eng Struct 32:1199–1214CrossRef
Zurück zum Zitat Su W, Boyd S, Candès EJ (2014) A differential equation for modeling Nesterov’s accelerated gradient method: theory and insights. In: Ghahramani Z, Welling M, Cortes C, Lawrence ND, Weinberger KQ (eds) Advances in neural information processing systems 27 (NIPS 2014). Curran Associates, Red Hook, pp 2510–2518 Su W, Boyd S, Candès EJ (2014) A differential equation for modeling Nesterov’s accelerated gradient method: theory and insights. In: Ghahramani Z, Welling M, Cortes C, Lawrence ND, Weinberger KQ (eds) Advances in neural information processing systems 27 (NIPS 2014). Curran Associates, Red Hook, pp 2510–2518
Zurück zum Zitat Tangaramvong S, Tin-Loi F (2007) A complementarity approach for elastoplastic analysis of strain softening frames under combined bending and axial force. Eng Struct 29:742–753CrossRef Tangaramvong S, Tin-Loi F (2007) A complementarity approach for elastoplastic analysis of strain softening frames under combined bending and axial force. Eng Struct 29:742–753CrossRef
Zurück zum Zitat Tangaramvong S, Tin-Loi F (2008) Simultaneous ultimate load and deformation analysis of strain softening frames under combined stresses. Eng Struct 30:664–674CrossRef Tangaramvong S, Tin-Loi F (2008) Simultaneous ultimate load and deformation analysis of strain softening frames under combined stresses. Eng Struct 30:664–674CrossRef
Zurück zum Zitat Tangaramvong S, Tin-Loi F, Song C (2012) A direct complementarity approach for the elastoplastic analysis of plane stress and plane strain structures. Int J Numer Methods Eng 90:838–866MathSciNetCrossRefMATH Tangaramvong S, Tin-Loi F, Song C (2012) A direct complementarity approach for the elastoplastic analysis of plane stress and plane strain structures. Int J Numer Methods Eng 90:838–866MathSciNetCrossRefMATH
Zurück zum Zitat Tin-Loi F, Xia SH (2001) Nonholonomic elastoplastic analysis involving unilateral frictionless contact as a mixed complementarity problem. Comput Methods Appl Mech Eng 190:4551–4568CrossRefMATH Tin-Loi F, Xia SH (2001) Nonholonomic elastoplastic analysis involving unilateral frictionless contact as a mixed complementarity problem. Comput Methods Appl Mech Eng 190:4551–4568CrossRefMATH
Zurück zum Zitat Tibshirani R (1996) Regression shrinkage and selection via the lasso. J R Stat Soc Ser B (Methodol) 58:267–288MathSciNetMATH Tibshirani R (1996) Regression shrinkage and selection via the lasso. J R Stat Soc Ser B (Methodol) 58:267–288MathSciNetMATH
Zurück zum Zitat Tibshirani R (2011) Regression shrinkage and selection via the lasso: a retrospective. J R Stat Soc Ser B (Methodol) 73:273–282MathSciNetCrossRef Tibshirani R (2011) Regression shrinkage and selection via the lasso: a retrospective. J R Stat Soc Ser B (Methodol) 73:273–282MathSciNetCrossRef
Zurück zum Zitat Wächter A, Biegler LT (2006) On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming. Math Program 106:25–57MathSciNetCrossRefMATH Wächter A, Biegler LT (2006) On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming. Math Program 106:25–57MathSciNetCrossRefMATH
Zurück zum Zitat Wakefield RR, Tin-Loi F (1990) Large scale nonholonomic elastoplastic analysis using a linear complementarity formulation. Comput Methods Appl Mech Eng 84:229–242CrossRefMATH Wakefield RR, Tin-Loi F (1990) Large scale nonholonomic elastoplastic analysis using a linear complementarity formulation. Comput Methods Appl Mech Eng 84:229–242CrossRefMATH
Zurück zum Zitat Yonekura K, Kanno Y (2012) Second-order cone programming with warm start for elastoplastic analysis with von Mises yield criterion. Optim Eng 13:181–218MathSciNetCrossRefMATH Yonekura K, Kanno Y (2012) Second-order cone programming with warm start for elastoplastic analysis with von Mises yield criterion. Optim Eng 13:181–218MathSciNetCrossRefMATH
Metadaten
Titel
A fast first-order optimization approach to elastoplastic analysis of skeletal structures
verfasst von
Yoshihiro Kanno
Publikationsdatum
21.07.2016
Verlag
Springer US
Erschienen in
Optimization and Engineering / Ausgabe 4/2016
Print ISSN: 1389-4420
Elektronische ISSN: 1573-2924
DOI
https://doi.org/10.1007/s11081-016-9326-1

Weitere Artikel der Ausgabe 4/2016

Optimization and Engineering 4/2016 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.