Abstract
The present work serves as a review of some current developments in optimal control of two-phase flows. We discuss the upcoming analytical and numerical challenges and illustrate adequate solution strategies. This includes, among other things, the existence proof of solutions to a coupled Cahn–Hilliard–Navier–Stokes system, the derivation of first order optimality conditions for the associated optimal control problem in the presence of a nonsmooth free energy density. Moreover, we study spatial mesh adaptivity concepts based on a dual weighted residual approach and address future research directions concerned with the derivation of stronger stationarity conditions and/or the design of more efficient numerical solution algorithms.
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Abels, H., Depner, D., Garcke, H.: Existence of weak solutions for a diffuse interface model for two-phase flows of incompressible fluids with different densities. J. Math. Fluid Mech. 15(3), 453–480 (2013). https://doi.org/10.1007/s00021-012-0118-x.
Abels, H., Garcke, H., Grün, G.: Thermodynamically consistent, frame indifferent diffuse interface models for incompressible two-phase flows with different densities. Math. Models Methods Appl. Sci. 22(3), 1150013, 40pp (2012). https://doi.org/10.1142/S0218202511500138.
Adams, R.A., Fournier, J.J.F.: Sobolev spaces, Pure and Applied Mathematics (Amsterdam), vol. 140, second edn. Elsevier/Academic Press, Amsterdam (2003).
Aland, S., Boden, S., Hahn, A., Klingbeil, F., Weismann, M., Weller, S.: Quantitative comparison of Taylor flow simulations based on sharp-interface and diffuse-interface models. International Journal for Numerical Methods in Fluids 73(4), 344–361 (2013)
Aland, S., Lowengrub, J., Voigt, A.: Particles at fluid-fluid interfaces: A new Navier-Stokes-Cahn-Hilliard surface-phase-field-crystal model. Physical Review E 86(4 Pt 2), 046321 (2012)
Aland, S., Voigt, A.: Benchmark computations of diffuse interface models for two-dimensional bubble dynamics. International Journal for Numerical Methods in Fluids 69, 747–761 (2012)
Aubin, J.P.: Applied functional analysis. John Wiley & Sons, New York-Chichester-Brisbane (1979). Translated from the French by Carole Labrousse, With exercises by Bernard Cornet and Jean-Michel Lasry
Baňas, L., Nürnberg, R.: Adaptive finite element methods for Cahn–Hilliard equations. Journal of Computational and Applied Mathematics 218, 2–11 (2008)
Baňas, L., Nürnberg, R.: A posteriori estimates for the Cahn–Hilliard equation. Mathematical Modelling and Numerical Analysis 43(5), 1003–1026 (2009)
Blank, L., Butz, M., Garcke, H.: Solving the Cahn–Hilliard variational inequality with a semi-smooth Newton method. ESAIM: Control, Optimisation and Calculus of Variations 17(4), 931–954 (2011)
Blowey, J.F., Elliott, C.M.: The Cahn–Hilliard gradient theory for phase separation with non-smooth free energy. Part I: Mathematical analysis. European Journal of Applied Mathematics 2, 233–280 (1991)
Boyer, F.: A theoretical and numerical model for the study of incompressible mixture flows. Computers & Fluids 31(1), 41–68 (2002)
Boyer, F., Chupin, L., Fabrie, P.: Numerical study of viscoelastic mixtures through a Cahn-Hilliard flow model. Eur. J. Mech. B Fluids 23(5), 759–780 (2004). https://doi.org/10.1016/j.euromechflu.2004.03.001
Brett, C., Elliott, C.M., Hintermüller, M., Löbhard, C.: Mesh adaptivity in optimal control of elliptic variational inequalities with point-tracking of the state. Interfaces Free Bound. 17(1), 21–53 (2015). https://doi.org/10.4171/IFB/332
Cahn, J.W., Hilliard, J.E.: Free energy of a nonuniform system. I. Interfacial free energy. The Journal of Chemical Physics 28(2), 258–267 (1958)
Casas, E.: Control of an elliptic problem with pointwise state constraints. SIAM J. Control Optim. 24(6), 1309–1318 (1986). https://doi.org/10.1137/0324078
Colli, P., Farshbaf-Shaker, M.H., Gilardi, G., Sprekels, J.: Optimal boundary control of a viscous Cahn-Hilliard system with dynamic boundary condition and double obstacle potentials. SIAM J. Control Optim. 53(4), 2696–2721 (2015). https://doi.org/10.1137/140984749
Colli, P., Gilardi, G., Sprekels, J.: A boundary control problem for the viscous cahn–hilliard equation with dynamic boundary conditions. Applied Mathematics & Optimization 73(2), 195–225 (2016). https://doi.org/10.1007/s00245-015-9299-z
Ding, H., Spelt, P.D., Shu, C.: Diffuse interface model for incompressible two-phase flows with large density ratios. Journal of Computational Physics 226(2), 2078–2095 (2007)
Eckert, S., Nikrityuk, P.A., Willers, B., Räbiger, D., Shevchenko, N., Neumann-Heyme, H., Travnikov, V., Odenbach, S., Voigt, A., Eckert, K.: Electromagnetic melt flow control during solidification of metallic alloys. The European Physical Journal Special Topics 220(1), 123–137 (2013)
Elliott, C.M., Songmu, Z.: On the Cahn-Hilliard equation. Arch. Rational Mech. Anal. 96(4), 339–357 (1986). https://doi.org/10.1007/BF00251803
Frigeri, S., Rocca, E., Sprekels, J.: Optimal distributed control of a nonlocal Cahn-Hilliard/Navier-Stokes system in two dimensions. SIAM J. Control Optim. 54(1), 221–250 (2016). https://doi.org/10.1137/140994800
Gal, C.G., Grasselli, M.: Asymptotic behavior of a Cahn-Hilliard-Navier-Stokes system in 2D. Ann. Inst. H. Poincaré Anal. Non Linéaire 27(1), 401–436 (2010). https://doi.org/10.1016/j.anihpc.2009.11.013
Garcke, H., Hinze, M., Kahle, C.: A stable and linear time discretization for a thermodynamically consistent model for two-phase incompressible flow. Applied Numerical Mathematics 99, 151–171 (2016). https://doi.org/10.1016/j.apnum.2015.09.002; http://www.sciencedirect.com/science/article/pii/S0168927415001324
Girault, V., Raviart, P.A.: Finite element methods for Navier-Stokes equations: Theory and algorithms, Springer Series in Computational Mathematics, vol. 5. Springer, Berlin (1986). https://doi.org/10.1007/978-3-642-61623-5.
Grün, G., Klingbeil, F.: Two-phase flow with mass density contrast: Stable schemes for a thermodynamic consistent and frame indifferent diffuse interface model. Journal of Computational Physics 257(A), 708–725 (2014)
Guillén-Gonzáles, F., Tierra, G.: Splitting schemes for a Navier–Stokes–Cahn–Hilliard model for two fluids with different densities. Journal of Computational Mathematics 32(6), 643–664 (2014)
Héron, B.: Quelques propriétés des applications de trace dans des espaces de champs de vecteurs à divergence nulle. Comm. Partial Differential Equations 6(12), 1301–1334 (1981). https://doi.org/10.1080/03605308108820212
Hintermüller, M., Hinze, M., Kahle, C., Keil, T.: A goal-oriented dual-weighted adaptive finite element approach for the optimal control of a nonsmooth Cahn–Hilliard–Navier–Stokes system. Optimization and Engineering (2018). https://doi.org/10.1007/s11081-018-9393-6
Hintermüller, M., Hinze, M., Kahle, C.: An adaptive finite element Moreau–Yosida-based solver for a coupled Cahn–Hilliard/Navier–Stokes system. Journal of Computational Physics 235, 810–827 (2013)
Hintermüller, M., Hinze, M., Tber, M.H.: An adaptive finite-element Moreau-Yosida-based solver for a non-smooth Cahn-Hilliard problem. Optim. Methods Softw. 26(4–5), 777–811 (2011). https://doi.org/10.1080/10556788.2010.549230
Hintermüller, M., Keil, T., Wegner, D.: Optimal control of a semidiscrete Cahn-Hilliard-Navier-Stokes system with nonmatched fluid densities. SIAM J. Control Optim. 55(3), 1954–1989 (2017). https://doi.org/10.1137/15M1025128
Hintermüller, M., Kopacka, I.: Mathematical programs with complementarity constraints in function space: C- and strong stationarity and a path-following algorithm. SIAM J. Optim. 20(2), 868–902 (2009). https://doi.org/10.1137/080720681
Hintermüller, M., Mordukhovich, B.S., Surowiec, T.M.: Several approaches for the derivation of stationarity conditions for elliptic MPECs with upper-level control constraints. Math. Program. 146(1–2, Ser. A), 555–582 (2014). https://doi.org/10.1007/s10107-013-0704-6
Hintermüller, M., Surowiec, T.: A bundle-free implicit programming approach for a class of elliptic MPECs in function space. Mathematical Programming 160(1), 271–305 (2016). https://doi.org/10.1007/s10107-016-0983-9
Hintermüller, M., Wegner, D.: Distributed optimal control of the Cahn-Hilliard system including the case of a double-obstacle homogeneous free energy density. SIAM J. Control Optim. 50(1), 388–418 (2012). https://doi.org/10.1137/110824152
Hintermüller, M., Wegner, D.: Optimal control of a semidiscrete Cahn-Hilliard-Navier-Stokes system. SIAM J. Control Optim. 52(1), 747–772 (2014). https://doi.org/10.1137/120865628
Hintermüller, M., Wegner, D.: Distributed and boundary control problems for the semidiscrete Cahn-Hilliard/Navier-Stokes system with nonsmooth Ginzburg-Landau energies. In: U. Langer, H. Albrecher, H. Engl, R. Hoppe, K. Kunisch, H. Niederreiter, C. Schmeisser (eds.) Topological Optimization and Optimal Transport, Radon Series on Computational and Applied Mathematics, vol. 17. De Gruyter (2017)
Hohenberg, P.C., Halperin, B.I.: Theory of dynamic critical phenomena. Reviews of Modern Physics 49(3), 435 (1977)
Hysing, S., Turek, S., Kuzmin, D., Parolini, N., Burman, E., Ganesan, S., Tobiska, L.: Quantitative benchmark computations of two-dimensional bubble dynamics. International Journal for Numerical Methods in Fluids 60(11), 1259–1288 (2009). https://doi.org/10.1002/fld.1934; http://onlinelibrary.wiley.com/doi/10.1002/fld.1934/abstract
Jarušek, J., Krbec, M., Rao, M., Sokołowski, J.: Conical differentiability for evolution variational inequalities. J. Differential Equations 193(1), 131–146 (2003). https://doi.org/10.1016/S0022-0396(03)00136-0
Kay, D., Styles, V., Welford, R.: Finite element approximation of a Cahn–Hilliard–Navier–Stokes system. Interfaces and Free Boundaries 10(1), 15–43 (2008). http://www.ems-ph.org/journals/show_issue.php?issn=1463-9963&vol=10&iss=1
Kay, D., Welford, R.: A multigrid finite element solver for the Cahn–Hilliard equation. Journal of Computational Physics 212, 288–304 (2006)
Kim, J., Kang, K., Lowengrub, J.: Conservative multigrid methods for Cahn-Hilliard fluids. J. Comput. Phys. 193(2), 511–543 (2004). https://doi.org/10.1016/j.jcp.2003.07.035
Kim, J., Lowengrub, J.: Interfaces and multicomponent fluids. Encyclopedia of Mathematical Physics pp. 135–144 (2004)
Kinderlehrer, D., Stampacchia, G.: An introduction to variational inequalities and their applications, Classics in Applied Mathematics, vol. 31. Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA (2000). https://doi.org/10.1137/1.9780898719451. Reprint of the 1980 original
Lions, J., Magenes, E.: Non-Homogeneous Boundary Value Problems and Applications. Springer, Berlin (1972). https://doi.org/10.1007/978-3-642-65161-8
Lowengrub, J., Truskinovsky, L.: Quasi-incompressible Cahn-Hilliard fluids and topological transitions. R. Soc. Lond. Proc. Ser. A Math. Phys. Eng. Sci. 454(1978), 2617–2654 (1998). https://doi.org/10.1098/rspa.1998.0273
Luo, Z.Q., Pang, J.S., Ralph, D.: Mathematical programs with equilibrium constraints. Cambridge University Press, Cambridge (1996). https://doi.org/10.1017/CBO9780511983658
Mignot, F.: Contrôle dans les inéquations variationelles elliptiques. J. Functional Analysis 22(2), 130–185 (1976)
Oono, Y., Puri, S.: Study of phase-separation dynamics by use of cell dynamical systems. I. Modeling. Physical Review A 38(1), 434 (1988)
Outrata, J., Kočvara, M., Zowe, J.: Nonsmooth approach to optimization problems with equilibrium constraints: Theory, applications and numerical results, Nonconvex Optimization and its Applications, vol. 28. Kluwer Academic Publishers, Dordrecht (1998). https://doi.org/10.1007/978-1-4757-2825-5.
Praetorius, S., Voigt, A.: A phase field crystal model for colloidal suspensions with hydrodynamic interactions. arXiv preprint arXiv:1310.5495 (2013)
Scheel, H., Scholtes, S.: Mathematical programs with complementarity constraints: stationarity, optimality, and sensitivity. Math. Oper. Res. 25(1), 1–22 (2000). https://doi.org/10.1287/moor.25.1.1.15213
Tachim Medjo, T.: Optimal control of a Cahn-Hilliard-Navier-Stokes model with state constraints. J. Convex Anal. 22(4), 1135–1172 (2015)
Temam, R.: Navier-Stokes equations. Theory and numerical analysis. North-Holland Publishing Co., Amsterdam-New York-Oxford (1977). Studies in Mathematics and its Applications, Vol. 2
Verfürth, R.: A posteriori error analysis of space-time finite element discretizations of the time-dependent Stokes equations. Calcolo 47(3), 149–167 (2010). https://doi.org/10.1007/s10092-010-0018-5
Wang, Q.F., Nakagiri, S.I.: Weak solutions of Cahn-Hilliard equations having forcing terms and optimal control problems. Sūrikaisekikenkyūsho Kōkyūroku (1128), 172–180 (2000). Mathematical models in functional equations (Japanese) (Kyoto, 1999)
Yong, J.M., Zheng, S.M.: Feedback stabilization and optimal control for the Cahn-Hilliard equation. Nonlinear Anal. 17(5), 431–444 (1991). https://doi.org/10.1016/0362-546X(91)90138-Q
Zhou, B., et al.: Simulations of polymeric membrane formation in 2D and 3D. Ph.D. thesis, Massachusetts Institute of Technology (2006)
Zowe, J., Kurcyusz, S.: Regularity and stability for the mathematical programming problem in Banach spaces. Appl. Math. Optim. 5(1), 49–62 (1979). https://doi.org/10.1007/BF01442543
Acknowledgements
The authors gratefully acknowledge the support of the DFG through the priority program 1506 “Transport processes at fluidic interfaces” under the grant HI 1466/2-1 and the DFG-AIMS Workshop in Mbour, Sénégal. This research was further supported by the Research Center MATHEON through project C-SE5 and D-OT1 funded by the Einstein Center for Mathematics Berlin. In addition, this research was partly supported by the Berlin Mathematical School.
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Hintermüller, M., Keil, T. (2018). Some Recent Developments in Optimal Control of Multiphase Flows. In: Schulz, V., Seck, D. (eds) Shape Optimization, Homogenization and Optimal Control . International Series of Numerical Mathematics, vol 169. Birkhäuser, Cham. https://doi.org/10.1007/978-3-319-90469-6_7
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