Abstract
We develop a theoretical framework for constrained optimal control problems. Using an exact penalty method, the differential equation as well as the constraints are handled to obtain an abstract nonsmooth infinite dimensional optimization problem. By tools of nonsmooth analysis theory in infinite dimensional spaces, we investigate the relation between the stationary points of the obtained nondifferentiable optimization problem and those of the constrained optimal control problem. An algorithm to minimize the unconstrained problem combined the penalty function and the projection method is also given.
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References
Benharrat, M., Mokhtar-Kharroubi, H.: Exterior penalty in optimal control problem with state-control constraints. Rend. Circ. Mat. Palermo 59(3), 389–403 (2010)
Bonnans, J.F., Guilbaud, T.: Using logarithmic penalties in the shooting algorithm for optimal control problems. Opt. Control Appl. Methods 24, 257–278 (2003)
Clarke, F.H.: Optimization and Nonsmooth Analysis. Wiley-Interscience, New York (1983)
Courant, R.: Variational methods for the solution of problems of equilibrium and vibrations. Bull. Am. Math. Soc. 49, 1–23 (1943)
Cesari, L.: Optimization Theory and Application; Problems with Ordinary Differential Equations. Springer, Berlin (1983)
Dem’yanov, V.F.: Exact penalty functions problems of variation caculus. Autom. Remote Control 65(2), 280–290 (2004)
Demyanov, V.F., Di Pillo, G., Facchinei, F.: Exact penalization via dini and hadamard conditonal derivatives. Optim. Methods Softw. 9, 19–36 (1998)
Dem’yanov, V.F., Giannessi, F., Karelin, V.V.: Optimal control problems via exact penalty functions. J. Global Optim. 12, 215–223 (1998)
Fabien, B.C.: An extended penalty function approach to the numerical solution of constrained optimal control problems. Opt. Control Appl. Methods 17(5), 341–355 (1996)
Gerdts, M., Kunkel, M.: A nonsmooth Newton’s method for discretized optimal control problems with state and control constraints. J. Ind. Manag. Optim. 4(2), 247–270 (2008)
Graichen, K., Petit, N.: Incorporating a class of constraints into the dynamics of optimal control problems. Opt. Control Appl. Methods 30(6), 537–561 (2009)
Graichen, K., Petit N., Kugi, A.: Transformation of optimal control problems with a state constraint avoiding interior boundary conditions. In: Proceedings of the 47th IEEE Conferences on Decision and Control, pp. 913–920 (2008)
Graichen, K., Kugi, A., Petit, N., Chaplais, F.: Handling constraints in optimal control with saturation functions and system extension. Syst. Control Lett. 59(11), 671–679 (2010)
Gugat, M., Zuazua, E.: Exact penalization of terminal constraints for optimal control problems. Optim. Control Appl. Methods 37(6), 1329–1354 (2016)
Kaepernick, B., Graichen, K.: Nonlinear model predictive control based on constraint transformation. Opt. Control Appl. Methods 37(4), 807–828 (2016)
Karelin, V.V.: Penalty functions in a control problem. Autom. Remote Control 65(3), 483–492 (2004). (Translated from Avtomatika i Telemekhanika, No. 3, (2004), pp. 137–147)
Li, B., Yu, ChJ, Teo, K.L., Duan, G.R.: An exact penalty function method for continuous inequality constrained optimal control problem. J. Optim. Theory Appl. 151, 260–291 (2011)
Malisani, P., Chaplais, F., Petit, N.: A constructive interior penalty method for optimal control problems with state and input constraints. In: Proceedings of the American Control Conference, pp. 2669–2676 (2012)
Malisani, P., Chaplais, F., Petit, N.: An interior penalty method for optimal control problems with state and input constraints of non-linear systems. Opt. Control Appl. Methods 37(1), 3–33 (2014)
Lucchetti, R., Patrone, F.: On Nemytskii’s operator and its application to the lower semicontinuity of integral functionals. Indiana Univ. Math. J. 29(5), 703–713 (1980)
Mayne, D.Q., Polak, E.: An exact penalty function algorithm for control problems with state and control constraints. Autom. Control IEEE Trans. 32(5), 380–387 (1987)
Mayne, D.Q., Polak, E.: An exact penalty function algorithm for optimal control problems with control and terminal equality constraints, Part 1. J. Optim. Theory Appl. 32(2), 211–246 (1980)
Mayne, D.Q., Polak, E.: An exact penalty function algorithm for optimal control problems with control and terminal equality constraints, Part 2. J. Optim. Theory Appl. 32(3), 345–364 (1980)
Medhin, N.G.: Necessary conditions for optimal control problems with bounded state by a penalty method. J. Optim. Theory Appl. 52(1), 97–110 (1987)
Okamura, K.: Some mathematical theory of the penalty method for solving optimum control problems. SIAM J. Control 2, 317–331 (1965)
Robinson, S.M.: Stability theorems for systems of inequalities. Part II: Differentiable nonlinear systems. SIAM J. Numer. Anal. 13, 497–513 (1976)
Russell, D.L.: Penalty functions and bounded phase coordinate control. SIAM J. Control 2, 409–422 (1965)
Poljak, B.T.: Semicontinuity of integral functionals and existence theorems for extremai problems (in Russian). Math. Sb. 78, 65–84 (1969)
Xing, A.Q.: The exact penalty function method in constrained optimal control problems. J. Math. Anal. Appl. 186, 514–522 (1994)
Xing, A.Q., Chen, Z.H., Wang, C.L., Yao, Y.Y.: Exact penalty function approach to constrained optimal control problems. Opt. Control Appl. Methods 10(2), 173–180 (1989)
Zowe, J., Maurer, H.: Optimality conditions for the programming problem in infinite dimensions. In: Henn, R., Korte, B., Oettli, W. (eds.) Optimization and Operations Research. Lecture Notes in Economics and Mathematical Systems, vol. 157. Springer, Berlin, Heidelberg (1978)
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The authors are grateful to anonymous reviewers for valuable remarks and comments, which significantly contributed to the quality of the paper.
Funding
This work was supported by Laboratory of Fundamental and Applicable Mathematics of Oran (LMFAO) and the Algerian research Project: PRFU, No. C00L03ES310120180002.
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Hammoudi, A., Benharrat, M. An exact penalty method for constrained optimal control problems. Rend. Circ. Mat. Palermo, II. Ser 70, 275–293 (2021). https://doi.org/10.1007/s12215-020-00496-4
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DOI: https://doi.org/10.1007/s12215-020-00496-4