Abstract
The main focus of this article is on the development of a posteriori error estimates for an optimal control problem of laser surface hardening of steel, governed by a dynamical system consisting of a semi-linear parabolic equation and an ordinary differential equation. A posteriori error estimators are developed for the variables representing temperature, formation of austenite, and laser energy using residual method when a continuous piecewise linear discretization has been used for the finite element approximation of space variables and a discontinuous Galerkin method has been used for time and control discretizations. The error indicators are used in the implementation and numerical results are obtained.
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Arada, N., Casas, E., Troltzsch, F.: Error estimates for numerical approximation of a semilinear elliptic control problem. Comput. Optim. Appl. 23, 201–209 (2002)
Arnăutu, V., Hömberg, D., Sokołowski, J.: C onvergence results for a nonlinear parabolic control problem. Numer. Funct. Anal. Optim. 20, 805–824 (1999)
Babuška, I., Rheinboldt, W.C.: A posteriori error estimates for finite element methods. Int. J. Numer. Methods Eng. 12, 1597–1615 (1978)
Bank, R.E., Weiser, A.: Some a posteriori error estimators for elliptic partial differential equations. Math. Comput. 44, 283–301 (1985)
Bangerth, W., Hartmann, R., Kanschat, G.: Deal.II–a general-purpose object-oriented finite element library. ACM Trans. Math. Softw. 33(4), 1–27 (2007)
Bangerth, W., Herold, O.K.: Data structures and requirements for hp finite element software. ACM Trans. Math. Softw. 36(1), 1–31 (2006)
Bangerth, W., Rannacher, R.: Adaptive finite element methods for differential equations. In: Lectures in Mathematics. ETH Zurich, Birkhäuser Verlag, Basel (2003)
Becker, R., Kapp, H.: Optimization in PDE models with adaptive finite element discretization. Report 98-20(SFB 359). University of Heidelberg, Heidelberg (1998)
Becker, R., Kapp, H., Rannacher, R.: Adaptive finite element methods for optimal control of partial differential equations: basic concepts. SIAM J. Control Optim. 39, 113–132 (2000)
Becker, R., Rannacher, R.: A feed-back approach to error control in finite element methods: basic analysis and examples. East-West J. Numer. Anal. 4, 237–264 (1996)
Becker, R., Rannacher, R.: An optimal control approach to error estimation and mesh adaptation in finite element methods. In: Iserles, A. (ed.) Acta Numerica 2000, pp. 1–102. Cambridge University Press (2001)
Casas, E., Herzog, R., Wachsmuth, G.: Analysis of an elliptic control problem with non-differentiable cost functional. Technical report, Chemnitz University of Technology (2010)
Eriksson, K., Johnson, C.: Adaptive finite element methods for parabolic problems I: a linear model problem. SIAM J. Numer. Anal. 28, 43–77 (1991)
Eriksson, K., Johnson, C.: Adaptive finite element methods for parabolic problems II: optimal error estimates in L ∞ L 2 and L ∞ L ∞. SIAM J. Numer. Anal. 32, 706–740 (1995)
Evans, L.C.: Partial Differential Equations. AMS (1998)
Leblond, J.B., Devaux, J.: A new kinetic model for anisothermal metallurgical transformations in steels including effect of austenite grain size. Acta Metall. 32, 137–146 (1984)
Gupta, N., Nataraj, N., Pani, A.K.: An optimal control problem of laser surface hardening of steel. Int. J. Numer. Anal. Model. 7, 667–680 (2010)
Gupta, N.: Finite element methods for the optimal control problem of laser surface hardening of steel. Ph.D. thesis, Department of Mathematics, Indian Institute of Technology Bombay (2009)
Gupta, N., Nataraj, N.: An hp-discontinuous Galerkin method for the optimal control problem of laser surface hardening of steel. M 2 AN 45, 1081–1113 (2011)
Hömberg, D., Sokolowski, J.: Optimal control of laser hardening. Adv. Math. Sci. 8, 911–928 (1998)
Hömberg, D., Fuhrmann, J., Numerical simulation of surface hardening of steel. Inter. J. Numer. Methods in Heat Fluid Flow 9, 705–724 (1999)
Hömberg, D., Volkwein, S.: Control of laser surface hardening by a reduced-order approach using proper orthogonal decomposition. Math. Comput. Model. 37, 1003–1028 (2003)
Houston, P., Süli, E.: A posteriori error analysis for linear convection-diffusion problems under weak mesh regularity assumptions. Report 97/03, Oxford University Computing Laboratory, Oxford (1997)
Li, R., Liu, W.B., Ma, H.P., Tang, T.: Adaptive finite element approximation for distributed elliptic optimal control problems. SIAM J. Control Optim. 41, 1321–1349 (2002)
Li, R., Liu, W.B., Ma, H.P., Tang, T.: A posteriori error estimates for discontinuous Galerkin time-stepping method for optimal control problems governed by parabolic equations. SIAM J. Numer. Anal. 42, 1032–1061 (2004)
Liu, W.B., Yan, N.: A posteriori error estimates for distributed convex optimal control problems. Adv. Comput. Math. 15, 285–309 (2001)
Liu, W.B., Yan, N.: A posteriori error estimates for convex boundary control problems. SIAM J. Numer. Anal. 39, 100–127 (2001)
Liu, W.B., Yan, N.: A posteriori error estimates for optimal control problems governed by parabolic equations. Numer. Math. 93, 497–521 (2003)
Mazhukin, V.I., Samarskii, A.A.: Mathematical modelling in the technology of laser treatments of materials. Surv. Math. Ind. 4, 85–149 (1994)
Meidner, D.: Adaptive finite element methods for optimization problems goverened by non-linear parabolic systems. Ph.D. Dissertation, University of Heidelberg (2008)
Meidner, D., Vexler, B.: Adaptive space-time finite element methods for parabolic optimization problems. SIAM J. Control Optim. 46, 116–142 (2007)
Rannacher, R.: Adaptive Finite Element Methods for PDE-constrained Optimal Control Problems. Reactive Flows, Diffusion and Transport. Abschlussband SFB 359, Universitt Heidelberg, Springer, Heidelberg (2005)
Verfürth, R.: A Review of a Posteriori Error Estimation and Adaptive Mesh Refinement Techniques. Wiley-Teubner, New York (1996)
Volkwein, S.: Non-linear conjugate method for the optimal control of laser surface hardening. Optim. Methods Softw. 19, 179–199 (2004)
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Communicated by Aihui Zhou.
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Gupta, N., Nataraj, N. A posteriori error estimates for an optimal control problem of laser surface hardening of steel. Adv Comput Math 39, 69–99 (2013). https://doi.org/10.1007/s10444-011-9270-8
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DOI: https://doi.org/10.1007/s10444-011-9270-8
Keywords
- Laser surface hardening of steel problem
- Adaptive finite element method
- Residual type estimators
- A posteriori error estimates