Abstract
The evaluation of structural response derivatives with respect to design parameters, usually known as sensitivity analysis, is an issue of paramount importance in gradient-based optimization and reliability analyses in engineering. In the last 20 years, much research has been devoted to develop efficient strategies for the accurate evaluation of sensitivity information. A relatively new and promising procedure combines the semianalytical (SA) approach with the use of complex variables (CVSA). This method allows the use of diminutive perturbations, circumventing the weakness that the traditional SA approach shows when applied to shape design variables. In spite of the great potential of the CVSA, its formulation and application has been restricted to path independent problems. In this chapter we aim to extend the method to handle path dependent problems, emphasizing the treatment of internal variables, such as accumulated plastic strain and damage. In order to make the concept easy to understand, we use the method to evaluate the sensitivity of particular homogenized properties of a 2D periodic truss material (PTM). Optimization of PTMs has encountered great potential in tissue engineering, as well as in automotive and aeronautical applications. Generally PTMs are designed to operate in the linear geometrical and constitutive range. However, using sensitivity analysis we can obtain an insight about how these designed homogenized properties behave when geometrical and/or material nonlinearities are considered.
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Notes
- 1.
The use of the isoparametric approach presented in this work does not lead to a direct extension to continuum elements, but preserves the traditional integral form of the internal force vector and tangent matrix. The matrices and vectors obtained have an analogous in continuum elements and thus, the expressions obtained give a deeper insight into the analogous modifications that should be performed in the continuum elements case.
- 2.
Note that \(X_\ell \) with the “\(\ell \)” subscript stands for the initial value of \(x_\ell \), while X without the “\(\ell \)” subscript describes the global position in the XY system.
- 3.
A virtual displacement field is defined as an infinitesimal displacement that satisfies the boundary conditions of the original configuration of a given body.
- 4.
A given entity is said to be rotated if it is described in the corrotational system.
- 5.
The micro-cracks and voids are small if compared to RVE dimension, but large when compared to the atomic level.
- 6.
In favor of neatness, from this point on, the subscript \((.)_E\) is dropped because it is implicit that only the rotated engineering stress and strain tensors will be used throughout the text.
- 7.
This work focuses on direct analytical sensitivity, since this option offers more advantages than the adjoint approach in path dependent problems even when the number of design variables is smaller than the number of constraints [43].
- 8.
The material parameters adopted do not necessarily correspond to a real material, being chosen for purely academic purposes.
- 9.
The dimensions given to the cell are irrelevant provided the relative density is kept unchanged. This is because the cell size must tend to zero when compared to the macroscopic scale [48].
- 10.
In linear analysis the bulk modulus is constant, which does not occur when considering nonlinear behavior [49].
- 11.
Note that the formulation of bar elements presented in Sect. 2 keeps the area of the cross-sections unchanged, which does not occur strictly. In fact, the effect of the change of the cross-sections along the deformation of the bars can be very important. An extension to account for this effect can be found in the work of Crisfield [50].
References
Barthelemy, B., Haftka, R.T.: Accuracy analysis of the semi-analytical method for shape sensitivity calculation. Mech. Struct. Mach. 18, 407–432 (1990)
Vidal, C.A., Haber, R.B.: Design sensitivity analysis for rate-independent elastoplasticity. Comput. Method Appl. Mech. 107, 393–431 (1993)
Bletzinger, K.U., Firl, M., Daoud, F.: Approximation of derivatives in semi-analytical structural optimization. Comput. Struct. 86, 1404–1416 (2008)
Habibi, A., Moharrami, H.: Nonlinear sensitivity analysis of reinforced concrete frames. Finite Elem. Anal. Des. 46, 571–584 (2010)
Jin, W., Dennis, B.H., Wang, B.P.: Improved sensitivity analysis using a complex variable semi-analytical method. Struct. Multidiscip. Optim. 41, 433–439 (2010)
Barthelemy, B., Chon, C.T., Haftka, R.T.: Accuracy problems associated with semi-analytical derivatives of static response. Finite Elem. Anal. Des. 4, 249–265 (1988)
Cheng, G., Gu, Y., Zhou, Y.: Accuracy of semi-analytic sensitivity analysis. Finite Elem. Anal. Des. 6, 113–128 (1989)
Olhoff, N., Rasmussen, J., Lund, E.: A method of “exact" numerical differentiation for error elimination in finite element based semi-analytical shape sensitivity analysis. Mech. Struct. Mach. 21, 1–66 (1993)
Jin, W., Dennis, B.H., Wang, B.P.: Improved sensitivity and reability analysis of nonlinear Euler-Bernoulli beam using a complex variable semi-analytical method. In: ASME Proceedings (2009). doi:10.1115/DETC2009-87593
Cheng, G., Olhoff, N.: New method of error analysis and detection in semi-analytical sensitivity analysis. Report No. 36, Institute of Mechanical Engineering, Aalborg University, Denmark, 34pp (1991)
Cheng, G., Gu, Y., Wang, X.: Improvement of semi-analytic sensitivity analysis and MCADS. In: Eschenauer, H.A., Mattheck, C., Olhoff, N. (eds.) Engineering Optimization in Design Processes, vol. 63, pp. 211–223. Springer, Berlin (1991)
Mlejnek, H.P.: Accuracy of semi-analytical sensitivities and its improvement by the "natural method". Struct. Optim. 4, 128–131 (1992)
Parente, E., Vaz, L.E.: Improvement of semi-analytical design sensitivities of non-linear structures using equilibrium relations. Int. J. Numer. Methods Eng. 50, 2127–2142 (2001)
Tsay, J.J., Cardoso, J.E.B., Arora, J.S.: Nonlinear structural design sensitivity analysis for path dependent problems. Part 1: General theory. Comput. Method Appl. Mech. 81, 183–208 (1990)
Tsay, J.J., Cardoso, J.E.B., Arora, J.S.: Nonlinear structural design sensitivity analysis for path dependent problems. Part 2: Analytical examples. Comput. Method Appl. Mech. 81, 209–228 (1990)
Chen, X.: Nonlinear finite element sensitivity analysis for large deformation elastoplastic and contact problems, Ph.D. thesis, University of Tokyo, Japan (1994)
Ohsaki, M., Arora, J.S.: Design sensitivity analysis of elastoplastic structures. Int. J. Numer. Methods Eng. 37, 737–762 (1994)
Lee, T.H., Arora, J.S.: A computational method for design sensitivty analysis of elastoplastic structures. Comput. Methods Appl. Mech. Eng. 122, 27–50 (1995)
Vidal, C.A., Lee, H.S., Haber, R.B.: The consistent tangent operator for design sensitivity analysis of history-dependent response. Comput. Syst. Eng. 2, 509–523 (1991)
Kleiber, M., Hien, T.D., Postek, E.: Incremental finite element sensitivity analysis for non-linear mechanics applications. Int. J. Numer. Methods Eng. 37, 3291–3308 (1994)
Kleiber, M., Kowalczyk, P.: Constitutive parameter sensitivity in elasto-plasticity. Comput. Mech. 137, 36–48 (1995)
Kleiber, M., Kowalczyk, P.: Sensitivity analysis in plane stress elasto-plasticity and elasto-viscoplasticity. Comput. Methods Appl. Mech. Eng. 137, 395–409 (1996)
Bugeda, G., Gil, L.: Shape sensitivity analysis for structural problems with non-linear material behaviour. Int. J. Numer. Methods Eng. 46, 1385–1404 (1999)
Wisniewski, K., Kowalczyk, P., Turska, E.: On the computation of design derivatives for Huber-Mises plasticity with non-linear hardening. Int. J. Numer. Methods Eng. 57, 271–300 (2003)
Conte, J.P., Barbato, M., Spacone, E.: Finite element response sensitivity analysis using force-based frame models. Int. J. Numer. Methods Eng. 59, 1781–1820 (2004)
Chen, X., Nakamura, K., Mori, M., et al.: Sensitivity analysis for thermal stress and creep problems. JSME Int. J. 43, 252–258 (2000)
Haveroth, G., Stahlschmidt, J., Muñoz-Rojas, P.A.: Application of the complex variable semi-analytical method for improved sensitivity evaluation in geometrically nonlinear truss problems. Lat. Am. J. Solids Struct. 12, 980–1005 (2015)
Haveroth, G.: Complex semianalytical sensitivity analysis applied to trusses with geometric nonlinearity and coupled elastoplastic behavior, Master thesis (in portuguese), Santa Catarina State University, Brazil (2015)
Hughes, T.J.R., Hinton, E.: Finite Element Methods for Plate and Shell Structures: Formulation and Algorithms, vol. 2. Pineridge Press International (1986)
Stahlschimidt, J.: Sensitivity analysis for nonlinear problems via complex variables semi-analytical Method: Shape and material parameter application, Master thesis (in portuguese). Santa Catarina State University, Brazil (2013)
Lemaitre, J., Desmorat, R.: Engineering Damage Mechanics: Ductile, Creep, Fatigue and Brittle Failures. Springer, Berlin (2005)
Lemaitre, J., Chaboche, J.L.: Mechanics of Solid Materials. Cambridge University Press (1990)
Simo, J.C., Hughes, T.J.R.: Computational Inelasticity. Springer, New York (1998)
Esmaeili, M., Öchsner, A.: A one-dimensional implementation of a coupled elasto-plastic model for ductile damage. Mat. -wiss. u. Werkstofftech 42, 444–451 (2011)
Tanaka, M., Fujikawa, M., Balzani, D., Schröder, J.: Robust numerical calculation of tangent module at finite strains based on complex-step derivative approximation and its application to localization analysis. Comput. Methods Appl. Mech. Eng. 269, 454–470 (2014)
Tortorelli, D.A., Michaleris, P.: Design sensitivity analysis: overview and review. Inverse Probl. Eng. 1, 71–105 (1994)
Muñoz-Rojas, P.A., Fonseca, J.S.O., Creus, G.J.: A modified finite difference sensitivity analysis method allowing remeshing in large strain path-dependent problems. Int. J. Numer. Methods Eng. 61, 1049–1071 (2004)
Lyness, J.N., Moler, C.B.: Numerical differentiation of analytic functions. SIAM J. Numer. Anal. 4, 202–210 (1967)
Lyness, J.N.: Numerical algorithms based on the theory of complex variable. In: ACM Proceedings (1967). doi:10.1145/800196.805983
Squire, W., Trapp, G.: Using complex variables to estimate derivatives of real functions. SIAM J. Numer. Anal. 1, 110–112 (1998)
Martins, J., Sturdza, P., Alonso, J.J.: The complex-step derivative approximation. ACM Trans. Math. Softw. 29, 245–262 (2003)
Montoya, A., Fielder, R., Gomez-Farias, A., Millwater, H.: Finite-element sensitivity for plasticity using complex variable methods. J. Eng. Mech. 141, 04014118 (2015)
Kleiber, M., Hien, T.D., Antúnez, H., et al.: Parameter Sensitivity in Nonlinear Mechanics: Theory and Finite Element Computations. Wiley, New York (1997)
Conte, J., Vijalapura, P., Meghella, M.: Consistent finite-element response sensitivity analysis. J. Eng. Mech. 129, 1380–1393 (2003)
Guth, D.C.: Optimization of lattice cells materials aiming at thermomechanical applications including isotropy constraints, Master thesis (in portuguese), Santa Catarina State University, Brazil (2012)
Guth, D.C., Luersen, M.A., Muñoz-Rojas, P.A.: Optimization of three-dimensional truss-like periodic materials considering isotropy constraints. Multidiscip. Optim. Struct. (2015). doi:10.1007/s00158-015-1282-4
Guth, D.C., Luersen, M.A., Muñoz-Rojas, P.A.: Optimization of periodic truss materials including constitutive symmetry constraints. Mat. wiss. u.Werkstofftech. 43, 447–456 (2012)
Hassani, B., Hinton, E.: A review of homogenization and topology optimization I-homogenization theory for media with periodic structure. Comput. Struct. 69, 707–717 (1998)
Penn, R.W.: Volume changes accompanying the extension of rubber. Trans. Soc. Rheol. 14, 509–517 (1970)
Crisfield, M.A.: Non-linear Finite Element Analysis of Solids and Structures. Wiley, New York (1991)
Acknowledgments
The authors wish to express their gratitude to CNPq and CAPES (Brazilian research supporting agencies), and to UDESC for the concession of Master’s scholarships associated to this work.
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Haveroth, G.A., Muñoz-Rojas, P.A. (2016). Complex Variable Semianalytical Method for Sensitivity Evaluation in Nonlinear Path Dependent Problems: Applications to Periodic Truss Materials. In: Muñoz-Rojas, P. (eds) Computational Modeling, Optimization and Manufacturing Simulation of Advanced Engineering Materials. Advanced Structured Materials, vol 49. Springer, Cham. https://doi.org/10.1007/978-3-319-04265-7_9
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