Skip to main content
Erschienen in: Computational Mechanics 6/2019

12.06.2019 | Original Paper

Quantification of uncertain macroscopic material properties resulting from variations of microstructure morphology based on statistically similar volume elements: application to dual-phase steel microstructures

verfasst von: Niklas Miska, Daniel Balzani

Erschienen in: Computational Mechanics | Ausgabe 6/2019

Einloggen

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

search-config
loading …

Abstract

A method to quantify uncertain macroscopic material properties resulting from variations of a material’s microstructure morphology is proposed. Basis is the computational homogenization of virtual experiments as part of a Monte-Carlo simulation to obtain the associated uncertain macroscopic material properties. A new general approach is presented to construct a set of artificial microstructures, which exhibits a statistically similar variation of the morphology as the real material’s microstructure. The individual artificial microstructures are directly constructed in a way that a lower discretization effort is required compared to real microstructures. The costs to perform the computational homogenization for all considered SSVEs are reduced by an adapted form of the Finite Cell concept and by applying the multilevel Monte-Carlo method. As an illustrative example, the proposed method is applied to a real Dual-Phase steel microstructure.

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!

Fußnoten
1
Note the distinction between the notions SSVE and SSRVE. The SSRVE is the artificially constructed microstructure whose statistical description of the morphology matches best the one of the real material’s microstructure. An SSVE indicates an artificial microstructure whose morphology statistics are within certain bounds of similarity compared with the real microstructure.
 
2
In this paper, these will be macroscopic material properties.
 
Literatur
1.
Zurück zum Zitat Balzani D, Brands D, Schröder J (2013) Plasticity and beyond: microstructures, crystal-plasticity and phase transitions. In: Chapter construction of statistically similar representative volume elements. CISM Lecture Notes No. 550 Balzani D, Brands D, Schröder J (2013) Plasticity and beyond: microstructures, crystal-plasticity and phase transitions. In: Chapter construction of statistically similar representative volume elements. CISM Lecture Notes No. 550
2.
Zurück zum Zitat Balzani D, Scheunemann L, Brands D, Schröder J (2014) Construction of two- and three-dimensional statistically similar RVEs for coupled micro-macro simulations. Comput. Mech. 54:1269–1284CrossRef Balzani D, Scheunemann L, Brands D, Schröder J (2014) Construction of two- and three-dimensional statistically similar RVEs for coupled micro-macro simulations. Comput. Mech. 54:1269–1284CrossRef
3.
Zurück zum Zitat Brands D, Balzani D, Scheunemann L, Schröder J, Richter H, Raabe D (2016) Computational modeling of dual-phase steels based on representative three-dimensional microstructures obtained from EBSD data. Arch Appl Mech 86(3):575–598CrossRef Brands D, Balzani D, Scheunemann L, Schröder J, Richter H, Raabe D (2016) Computational modeling of dual-phase steels based on representative three-dimensional microstructures obtained from EBSD data. Arch Appl Mech 86(3):575–598CrossRef
4.
Zurück zum Zitat Deng H, Liu Y, Gai D, Dikin D, Putz KW, Chen W, Brinson LC, Burkhart C, Poldneff M, Jiang B, Papakonstantopoulos GJ (2012) Utilizing real and statistically reconstructed microstructures for the viscoelastic modeling of polymer nanocomposites. Compos Sci Technol 72:1725–1732CrossRef Deng H, Liu Y, Gai D, Dikin D, Putz KW, Chen W, Brinson LC, Burkhart C, Poldneff M, Jiang B, Papakonstantopoulos GJ (2012) Utilizing real and statistically reconstructed microstructures for the viscoelastic modeling of polymer nanocomposites. Compos Sci Technol 72:1725–1732CrossRef
5.
Zurück zum Zitat Düster A, Parvizian J, Yang Z, Rank E (2008) The finite cell method for three-dimensional problems of solid mechanics. Comput Methods Appl Mech Eng 197:3768–3782MathSciNetCrossRef Düster A, Parvizian J, Yang Z, Rank E (2008) The finite cell method for three-dimensional problems of solid mechanics. Comput Methods Appl Mech Eng 197:3768–3782MathSciNetCrossRef
6.
Zurück zum Zitat Feyel F, Chaboche J (2000) Fe\({}^2\) multiscale approach for modelling the elastoviscoplastic behaviour of long fibre SiC/Ti composite materials. Comput Methods Appl Mech Eng 183:309–330CrossRef Feyel F, Chaboche J (2000) Fe\({}^2\) multiscale approach for modelling the elastoviscoplastic behaviour of long fibre SiC/Ti composite materials. Comput Methods Appl Mech Eng 183:309–330CrossRef
7.
Zurück zum Zitat Fish J, Shek K (1999) Finite deformation plasticity for composite structures: computational models and adaptive strategies. Comput Methods Appl Mech Eng 172:145–174CrossRef Fish J, Shek K (1999) Finite deformation plasticity for composite structures: computational models and adaptive strategies. Comput Methods Appl Mech Eng 172:145–174CrossRef
8.
Zurück zum Zitat Geers M, Kouznetsova V, Brekelmans W (2003) Multi-scale first-order and second-order computational homogenization of microstructures towards continua. Int J Multiscale Comput Eng 1:371–386CrossRef Geers M, Kouznetsova V, Brekelmans W (2003) Multi-scale first-order and second-order computational homogenization of microstructures towards continua. Int J Multiscale Comput Eng 1:371–386CrossRef
9.
Zurück zum Zitat Geers M, Kouznetsova V, Brekelmans W (2010) Multi-scale computational homogenization: trends and challenges. J Comput Appl Math 234:2175–2182CrossRef Geers M, Kouznetsova V, Brekelmans W (2010) Multi-scale computational homogenization: trends and challenges. J Comput Appl Math 234:2175–2182CrossRef
11.
Zurück zum Zitat Golanski D, Terada K, Kikuchi N (1997) Macro and micro scale modeling of thermal residual stresses in metal matrix composite surface layers by the homogenization method. Comput Mech 19:188–201CrossRef Golanski D, Terada K, Kikuchi N (1997) Macro and micro scale modeling of thermal residual stresses in metal matrix composite surface layers by the homogenization method. Comput Mech 19:188–201CrossRef
12.
Zurück zum Zitat Heinrich S (2001) Multilevel Monte Carlo methods. Lect Notes Comput Sc 2179:58–67CrossRef Heinrich S (2001) Multilevel Monte Carlo methods. Lect Notes Comput Sc 2179:58–67CrossRef
13.
Zurück zum Zitat Hill R (1963) Elastic properties of reinforced solids: some theorethical principles. J Mech Phys Solids 11:357–372CrossRef Hill R (1963) Elastic properties of reinforced solids: some theorethical principles. J Mech Phys Solids 11:357–372CrossRef
14.
Zurück zum Zitat Hiriyur B, Waisman H, Deodatis G (2011) Uncertainty quantification in homogenization of heterogeneous microstructures modeled by XFEM. Int J Numer Meth Eng 88:257–278MathSciNetCrossRef Hiriyur B, Waisman H, Deodatis G (2011) Uncertainty quantification in homogenization of heterogeneous microstructures modeled by XFEM. Int J Numer Meth Eng 88:257–278MathSciNetCrossRef
15.
Zurück zum Zitat Klinkel S (2000) Theorie und Numerik eines Volumen-Schalen-Elementes bei finiten elastischen und plastischen Verzerrungen. Dissertation thesis, Institut für Baustatik, Universität Karlsruhe Klinkel S (2000) Theorie und Numerik eines Volumen-Schalen-Elementes bei finiten elastischen und plastischen Verzerrungen. Dissertation thesis, Institut für Baustatik, Universität Karlsruhe
16.
Zurück zum Zitat Kouchmeshky B, Zabaras N (2010) Microstructure model reduction and uncertainty quantification in multiscale deformation processes. Comput Mater Sci 48:213–227CrossRef Kouchmeshky B, Zabaras N (2010) Microstructure model reduction and uncertainty quantification in multiscale deformation processes. Comput Mater Sci 48:213–227CrossRef
17.
Zurück zum Zitat Liu Y, Greene MS, Chen W, Dikin D, Liu WK (2013) Computational microstructure characterization and reconstruction for stochastic multiscale material design. Comput Aided Des 45:65–76CrossRef Liu Y, Greene MS, Chen W, Dikin D, Liu WK (2013) Computational microstructure characterization and reconstruction for stochastic multiscale material design. Comput Aided Des 45:65–76CrossRef
18.
Zurück zum Zitat Ma H, Wenxiang X, Li Y (2016) Random aggregate model for mesoscopic structures and mechanical analysis of fully-graded concrete. Comput Struct 177:103–113CrossRef Ma H, Wenxiang X, Li Y (2016) Random aggregate model for mesoscopic structures and mechanical analysis of fully-graded concrete. Comput Struct 177:103–113CrossRef
20.
Zurück zum Zitat McKerns M, Strand L, Sullivan T, Fang A, and Aivazis M (2011) Building a framework for predictive science. In: Proceedings of the 10th python in science conference McKerns M, Strand L, Sullivan T, Fang A, and Aivazis M (2011) Building a framework for predictive science. In: Proceedings of the 10th python in science conference
21.
Zurück zum Zitat Miehe C, Schröder J, Schotte J (1999) Computational homogenization analysis in finite plasticity, simulation of texture development in polycrystalline materials. Comput Method Appl Mech Eng 171:387–418MathSciNetCrossRef Miehe C, Schröder J, Schotte J (1999) Computational homogenization analysis in finite plasticity, simulation of texture development in polycrystalline materials. Comput Method Appl Mech Eng 171:387–418MathSciNetCrossRef
22.
Zurück zum Zitat Moulinec H, Suquet P (1998) A numerical method for computing the overall response of nonlinear composites with complex microstructure. Comput Method Appl Mech Eng 157:69–94MathSciNetCrossRef Moulinec H, Suquet P (1998) A numerical method for computing the overall response of nonlinear composites with complex microstructure. Comput Method Appl Mech Eng 157:69–94MathSciNetCrossRef
23.
Zurück zum Zitat Savvas D, Stefanou G, Papadrakakis M, Deodatis G (2014) Homogenization of random heterogeneous media with inclusions of arbitrary shape modeled by XFEM. Comput Mech 54:1221–1235MathSciNetCrossRef Savvas D, Stefanou G, Papadrakakis M, Deodatis G (2014) Homogenization of random heterogeneous media with inclusions of arbitrary shape modeled by XFEM. Comput Mech 54:1221–1235MathSciNetCrossRef
24.
Zurück zum Zitat Scheunemann L, Balzani D, Brands D, and Schröder J (2015) Construction of statistically similar RVEs. In: Conti S, Hackl K (eds) Analysis and computation of microstructure in finite plasticity (Lecture notes in applied and computational mechanics 78). Springer, BerlinMATH Scheunemann L, Balzani D, Brands D, and Schröder J (2015) Construction of statistically similar RVEs. In: Conti S, Hackl K (eds) Analysis and computation of microstructure in finite plasticity (Lecture notes in applied and computational mechanics 78). Springer, BerlinMATH
25.
Zurück zum Zitat Schillinger D, Ruess M, Zander N, Bazilevs Y, Düster A, Rank E (2012) Small and large deformation analysis with the p- and B-spline versions of the finite cell method. Comput Mech 50:445–478MathSciNetCrossRef Schillinger D, Ruess M, Zander N, Bazilevs Y, Düster A, Rank E (2012) Small and large deformation analysis with the p- and B-spline versions of the finite cell method. Comput Mech 50:445–478MathSciNetCrossRef
26.
Zurück zum Zitat Schneider K, Klusemann B, Bargmann S (2016) Automatic three-dimensional geometry and mesh generation of periodic representative volume elements for matrix-inclusion composites. Adv Eng Softw 99:177–188CrossRef Schneider K, Klusemann B, Bargmann S (2016) Automatic three-dimensional geometry and mesh generation of periodic representative volume elements for matrix-inclusion composites. Adv Eng Softw 99:177–188CrossRef
27.
Zurück zum Zitat Schröder J (2014) Plasticity and beyond–microstructures, crystal-plasticity and phase transitions. In: Chapter A numerical two-scale homogenization scheme: the FE2-method, CISM Lecture Notes No. 550, pp 1–64CrossRef Schröder J (2014) Plasticity and beyond–microstructures, crystal-plasticity and phase transitions. In: Chapter A numerical two-scale homogenization scheme: the FE2-method, CISM Lecture Notes No. 550, pp 1–64CrossRef
28.
Zurück zum Zitat Simo J (1992) Algorithms for static and dynamic multiplicative plasticity that preserve the classical return mapping schemes of the infinitesimal theory. Comput Method Appl Mech Eng 99:61–112MathSciNetCrossRef Simo J (1992) Algorithms for static and dynamic multiplicative plasticity that preserve the classical return mapping schemes of the infinitesimal theory. Comput Method Appl Mech Eng 99:61–112MathSciNetCrossRef
29.
Zurück zum Zitat Smit R, Brekelmans W, Meijer H (1998) Prediction of the mechanical behavior of nonlinear heterogeneous systems by multi-level finite element modeling. Comput Method Appl Mech Eng 155:181–192CrossRef Smit R, Brekelmans W, Meijer H (1998) Prediction of the mechanical behavior of nonlinear heterogeneous systems by multi-level finite element modeling. Comput Method Appl Mech Eng 155:181–192CrossRef
30.
Zurück zum Zitat Storn R, Price K (1997) Differential evolution–a simple and efficient heuristic for global optimization over continuous spaces. J Global Optim 11:341–359MathSciNetCrossRef Storn R, Price K (1997) Differential evolution–a simple and efficient heuristic for global optimization over continuous spaces. J Global Optim 11:341–359MathSciNetCrossRef
31.
Zurück zum Zitat Tal D, Fish J (2018) Stochastic multiscale modeling and simulation framework for concrete. Cement Concr Compos 90:61–81CrossRef Tal D, Fish J (2018) Stochastic multiscale modeling and simulation framework for concrete. Cement Concr Compos 90:61–81CrossRef
32.
Zurück zum Zitat Torquato S (2002) Random heterogeneous materials microstructure and macroscopic properties. Springer, BerlinCrossRef Torquato S (2002) Random heterogeneous materials microstructure and macroscopic properties. Springer, BerlinCrossRef
33.
Zurück zum Zitat Vel SS, Goupee AJ (2010) Multiscale thermoelastic analysis of random heterogeneous materials Part I: microstructure characterization and homogenization of material properties . Comput Mater Sci 48:22–38CrossRef Vel SS, Goupee AJ (2010) Multiscale thermoelastic analysis of random heterogeneous materials Part I: microstructure characterization and homogenization of material properties . Comput Mater Sci 48:22–38CrossRef
34.
Zurück zum Zitat Wen P, Takano N, Kurita D (2016) Probabilistic multiscale analysis of three-phase composite material considering uncertainties in both physical and geometrical parameters at microscale. Acta Mech 227:2735–2747MathSciNetCrossRef Wen P, Takano N, Kurita D (2016) Probabilistic multiscale analysis of three-phase composite material considering uncertainties in both physical and geometrical parameters at microscale. Acta Mech 227:2735–2747MathSciNetCrossRef
Metadaten
Titel
Quantification of uncertain macroscopic material properties resulting from variations of microstructure morphology based on statistically similar volume elements: application to dual-phase steel microstructures
verfasst von
Niklas Miska
Daniel Balzani
Publikationsdatum
12.06.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Computational Mechanics / Ausgabe 6/2019
Print ISSN: 0178-7675
Elektronische ISSN: 1432-0924
DOI
https://doi.org/10.1007/s00466-019-01738-8

Weitere Artikel der Ausgabe 6/2019

Computational Mechanics 6/2019 Zur Ausgabe

Neuer Inhalt