Abstract
The Name “variational principle” is traditionally attached to a law of nature asserting that some quantity is minimized. Examples are Dirichlet’s Principle (the spatial distribution of an electrostatic field minimizes some quadratic functional), Fermat’s Principle (a light ray follows a shortest path), or Hamilton’s Principle of Least Action (the evolution of a dynamical system is an “extremum” for the action functional). These principles are called “variational” because working through their detailed implications entails solving problems in the Calculus of Variations.
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References
L. Ambrosio, O. Ascenti, and G. BUTAZZO, Lipschitz regularity for minimizers of integral functionals with highly discontinuous integrands, J. Math. An. Appl., 142, 1989, pp. 301–316.
A. V. Arutyunov and S. M. Aseev, Investigation of the degeneracy phenomenon of the maximum principle for optimal control problems with state constraints, SIAM J. Control Optim., 35, 1977, pp. 930–952.
A. V. Arutyunov, S. M. Aseev, and V. I. Blagodatskikh, First order necessary conditions in the problem of optimal control of a differential inclusion with phase constraints, Russian Acad. Sci. Sb. Math., 79, 1994, pp. 117–139.
S.M. Aseev, Method of smooth approximations in the theory of necessary conditions for differential inclusions, preprint.
H. Attouch, Variational Convergence for Functions and Operators, Applicable Mathematics Series, Pitman, London, 1984.
J.-P. Aubin, Applied Functional Analysis, Wiley Interscience, New York, 1978.
J.-P. Aubin, Contingent derivatives of set-valued maps and existence of solutions to nonlinear inclusions and differential inclusions, in Advances in Mathematics, Supplementary Studies, Ed. L. Nachbin, 1981, pp. 160–232.
J.-P. Aubin, Viability Theory, Birkhauser, Boston, 1991.
J.-P. Aubin and A. Cellina, Differential Inclusions, Springer Verlag, Berlin, 1984.
J.-P. Aubin and F. H. Clarke, Monotone invariant solutions to differential inclusions, J. London Math. Soc., 16, 1977, pp. 357–366.
J.-P. Aubin and I. Ekeland, Applied Nonlinear Analysis, Wiley-Interscience, New York, 1984.
J.-P. Aubin and H. Frankowska, Set-Valued Analysis, Birkhauser, Boston, 1990.
J. Ball and V. Mizel, One-dimensional variational problems whose minimizers do not satisfy the Euler-Lagrange equation, Arch. Rat. Mech. Anal., 90, 1985, pp. 325–388.
M. Bardi and I. Capuzzo-Dolcetta, Optimal Control and Viscosity Solutions of Hamilton-Jacobi Equations, Birkhauser, Boston, 1997.
G. Barles, Solutions de Viscosity des Equations de Hamilton-Jacobi, vol. 17 of Mathymatiques et Applications, Springer, Paris, 1994.
E. N. Barron and R. Jensen, Semicontinuous viscosity solutions for Hamilton-Jacobi equations with convex Hamiltonians, Comm. Partial Differential Eq., 15, 1990, pp. 1713–1742.
R. Bellman, Dynamic Programming, Princeton University Press, Princeton, NJ, 1957.
S. H. Benton, The Hamilton Jacobi Equation: A Global Approach, Academic Press, New York, 1977.
L. D. Berkovitz, Optimal Control Theory, Springer Verlag, New York, 1974.
D. Bessis, Y. S. Ledyaev and R. B. Vinter, Dualization of the Euler and Hamiltonian Inclusions, Nonlinear Anal., to appear.
Billingsley, Convergence of Probability Measures, John Wiley and Sons, New York, 1968.
V. G. Boltyanskii, The maximum principle in the theory of optimal processes (in Russian), Dokl. Akad. Nauk SSSR, 119, 1958, pp. 1070–1073.
J. M. Borwein and D. Preiss, A smooth variational principle with applications to subdifferentiability and to differentiability of convex functions, Trans. Amer. Math. Soc., 303, 1987, pp. 517–527.
J. M. Borwein and Q. J. Zhu, A survey of subdifferential calculus with applications, SIAM Rev., to appear.
A. E. Bryson and Y: C. Ho, Applied Optimal Control, Blaisdell, New York, 1969, and (in revised addition) Halstead Press, New York, 1975.
R. Bulirsch, F. Montrone, and H. J. Pesch, Abort landing in the presence of windshear as a minimax optimal problem, Part 1: Necessary conditions and Part 2: Multiple shooting and homotopy, J. Opt. Theory Appl., TO, 1991, pp. 1–23, 223–254.
C. Castaing and M. Valadier, Convex Analysis and Measurable Multifunctions, Springer Lecture Notes in Mathematics, vol. 580, Springer Verlag, New York, 1977.
L. Cesari, Optimization - Theory and Applications: Problems with Ordinary Differential Equations, Springer Verlag, New York, 1983.
F. H. Clarke, Necessary conditions for nonsmooth problems in optimal control and the calculus of variations, Ph.D. dissertation, University of Seattle, W, 1973.
F. H. Clarke, Generalized gradients and applications, Trans. Amer. Math. Soc., 205, 1975, pp. 247–262.
F. H Clarke, Necessary conditions for a general control problem in Calculus of Variations and Control Theory, Ed. D. L. Russell, Academic Press, New York, 1976, pp. 259–278.
F. H. Clarke, The maximum principle under minimal hypotheses, SIAM J. Control Optim., 14, 1976, pp. 1078–1091.
F. H. Clarke, A new approach to Lagrange multipliers, Math. Oper. Res., 1, 1976, pp. 165–174.
F. H. Clarke, Optimal solutions to differential inclusions, J. Optim. Theory Appl., 19, 1976, pp. 469–478.
F. H. Clarke, The applicability of the Hamilton-Jacobi verification technique, Proceedings of the Tenth IFIP Conference, New York, 1981, Eds. R.F. Drenick and F. Kozin, System Modeling and Optimization Ser., 38, Springer Verlag, New York, 1982, pp. 88–94.
F. H. Clarke, Perturbed optimal control problems, IEEE Trans. Automat. Control, 31, 1986, pp. 535–542.
F. H. Clarke, Methods of Dynamic and Nonsmooth Optimization, CBMS/NSF Regional Con£ Ser. in Appl. Math. vol. 57, SIAM, Philadelphia, 1989.
F. H. Clarke, Optimization and Nonsmooth Analysis, Wiley-Interscience, New York, 1983; reprinted as vol. 5 of Classics in AppliedMathematics, SIAM, Philadelphia, 1990.
F. H. Clarke, A decoupling principle in the calculus of variations, J. Math. Anal. Appl., 172, 1993, pp. 92–105.
F. H. Clarke and Y. S. Ledyaev, Mean value inequalities, Proc. Amer. Math. Soc., 122, 1994, pp. 1075–1083.
F. H. Clarke and Y. S. Ledyaev, Mean value inequalities in Hilbert space, Trans. Amer. Math. Soc., 344, 1994, pp. 307–324.
F. H Clarke and P. D. Loewen, The value function in optimal control: Sensitivity, controllability and time-optimality, SIAM J. Control Optim., 24, 1986, pp. 243–263.
F. H Clarke and R. B. Vinter, Local optimality conditions and Lipschitzian solutions to the Hamilton-Jacobi equation, SIAM J. Control Optim., 21, 1983, pp. 856–870.
F. H Clarke and R. B. Vinter, On the conditions under which the Euler equation or the maximum principle hold, Appl. Math. Optim., 12, 1984, pp. 73–79.
F. H. Clarke and R. B. Vinter, Regularity properties of solutions to the basic problem in the calculus of variations, Trans. Amer. Math. Soc., 289, 1985, pp. 73–98.
F. H Clarke and R. B. Vinter, Existence and regularity in the small in the calculus of variations, J. Differential Eq., 59, 1985, pp. 336–354.
F. H Clarke and R. B. Vinter, Regularity of solutions to variational problems with polynomial Lagrangians, Bull. Polish Acad. Sci., 34, 1986, pp. 73–81.
F. H Clarke and R. B. Vinter, The relationship between the maximum principle and dynamic programming, SIAM J. Control Optim., 25, 1987, pp. 1291–1311.
F. H Clarke and R. B. Vinter, Optimal multiprocesses, SIAM J. Control Optim., 27, 1989, pp. 1072–1091.
F. H Clarke and R. B. Vinter, Applications of optimal multiproceases, SIAM J. Control Optim., 27, 1989, pp. 1048–1071.
F. H Clarke and It. B. Vinter, A regularity theory for problems in the calculus of variations with higher order derivatives, Trans. Amer. Math. Soc., 320, 1990, pp. 227–251.
F. H Clarke and It. B. Vinter, Regularity properties of optimal controls, SIAM J. Control Optim., 28, 1990, pp. 980–997.
F. H. Clarke, Y. S. Ledyaev, It. J. Stern and P. It. Wolenski, Qualitative properties of trajectories of control systems: A survey, J. Dynam. Control Systems, 1, 1995, pp. 1–47.
F. H. Clarke, Y. S. Ledyaev, R. J. Stern and P. R. Wolenski, Non-smooth Analysis and Control Theory, Graduate Texts in Mathematics vol. 178, Springer Verlag, New York, 1998.
F. H Clarke, P. D. Loewen and It. B. Vinter, Differential inclusions with free time, Ann. de l’Inst. Henri Poincare (An. Nonlin.), 5, 1989, pp. 573–593.
M. G. Crandall and P. L. Lions, Viscosity solutions of Hamilton- Jacobi equations, Trans. Amer. Math. Soc., 277, 1983, pp. 1–42.
K. Deimling, Multivalued Differential Equations, de Gruyter, Berlin, 1992.
A. L. Dontchev and W. W. Hager, A new approach to Lipschitz continuity in state constrained optimal control, Syst. and Control Letters, to appear.
A. L. Dontchev and 1. Kolmanovsky, On regularity of optimal control, in Recent Developments in Optimization, Proceedings of the French-German Conference on Optimization, Eds. It. Durier, C. Michelot, Lecture Notes in Economics and Mathematical Systems, 429, Springer Verlag, Berlin, 1995, pp. 125–135.
A. J. Dubovitskii and A. A. Milyutin, Extremal problems in the presence of restrictions, U.S.S.R. Comput. Math. and Math. Phys., 5, 1965, pp. 1–80.
N. Dunford and J. T. Schwartz, Linear Operators. Part I. General Theory, Interscience, London, 1958, reissued by Wiley-Interscience (Wiley Classics Library), 1988.
I. Ekeland, On the variational principle, J. Math. Anal. Appl., 47, 1974, pp. 324–353.
I. Ekeland, Nonconvex minimization problems, Bull. Amer. Math. Soc. (N.S.), 1, 1979, pp. 443–474.
M. M. A. Ferreira and R. B. Vinter, When is the maximum principle for state-constrainted problems degenerate?, J. Math. Anal. Appl., 187, 1994, pp. 432–467.
W. H. Fleming and R. W. Rishel, Deterministic and Stochastic Optimal Control, Springer Verlag, New York, 1975.
W. H. Fleming and H. M. Soner, Controlled Markov Processes and Viscosity Solutions, Springer Verlag, New York, 1993.
H. Frankowska, The maximum principle for an optimal solution to a differential inclusion with end point constraints, SIAM J. Control Optim., 25, 1987, pp. 145–157.
H. Frankowska, Lower semicontinuous solutions of the Hamilton-Jacobi equation, SIAM J. Control Optim., 31, 1993, pp. 257–272.
H. Frankowska and M. Plaskacz, Semicontinuous solutions of Hamilton-Jacobi equations with state constraints, in Differential Inclusions and Optimal Control, Lecture Notes in Nonlinear Analysis, J. Schauder Center for Nonlinear Studies, vol. 2, Eds. J. Andres, L. Gorniewicz, and P. Nistri, 1998, pp. 145–161.
H. Frankowska and R. B. Vinter, Existence of neighbouring feasible trajectories: Applications to dynamic programming for state constrained optimal control problems, J. Optim. Theory Appl., to appear.
H. Frankowska, M. Plaskacz, and T. R.Zezuchowski, Measurable viability theorems and the Hamilton-Jacobi-Bellman equation, J. Diff. Eq., to appear.
G. N. Galbraith, Applications of variational analysis to optimal trajectories and nonsmooth Hamilton-Jacobi theory, Ph.D. dissertation, University of Seattle, W, 1999.
M. Giaquinta, Multiple Integrals in the Calculus of Variations and Nonlinear Elliptic Systems, Princeton University Press, Princeton, NJ, 1983.
M. R. Gonzalez, Sur 1’existence d’une solution maxunale de 1’equation de Hamilton Jacobi, C. R. Acad. Sci., 282, 1976, pp. 1287–1280.
R. V. Gamkrelidze, Optimal control processes with restricted phase coordinates (in Russian), I.av. Akad. Nauk SSSR, Ser. Math., 24, 1960, pp. 315–356.
R. V. Gamkrelidze, On sliding optimal regimes, Soviet Math. Dokl., 3, 1962, pp. 559–561.
G. Haddad, Monotone trajectories of differential inclusions with memory, Israel J. Math., 39, 1981, pp. 83–100.
W. W. Hager, Lipschitz continuity for constrained processes, SIAM J. Control and Optim., 17, 1979, pp. 321–338.
H. Halkin, On the necessary condition for the optimal control of nonlinear systems, J. Analyse Math., 12, 1964, pp. 1–82.
H. Halkin, Implicit functions and optimization problems without continuous differentiability of the data, SIAM J. Control, 12, 1974, pp. 239–236.
H Hermes and J. P. Lasalle, Functional Analysis and Time Optimal Control, Academic Press, New York, 1969.
A. D. Ioffe, Approximate subdifferentials and applications I: The i fnite dimensional theory, Trans. Amer. Math. Soc., 281, 1984, pp. 389–416.
A. D. Ioffe, Necessary conditions in nonsmooth optimization, Math. Oper. Res., 9, 1984, pp. 159–189.
A. D. Ioffe, Proximal analysis and approximate subdifferentials, J. London Math. Soc., 41, 1990, pp. 175–192.
A. D. Ioffe, A Lagrange multiplier rule with small convex-valued subdifferentials for non-smooth problems of mathematical programming involving equality and non-functional constraints, Math. Prog., 72, 1993, pp. 137–145.
A. D. Ioffe, Euler-Lagrange and Hamiltonian formalisms in dynamic optimization, Trans. Amer. Math. Soc., 349, 1997, pp. 2871–2900.
A. D. Ioffe and R. T. Rockafellar, The Euler and Weierstrass conditions for nonsmooth variational problems, Cale. Var. Partial Differential Eq., 4, 1996, pp. 59–87.
A. D. Ioffe and V. M Tcxomirov, Theory of Extremal Problems, North-Holland, Amsterdam, 1979.
B. Kasxosz and S. Lojasiewicz, A maximum principle for generalized control systems, Nonlinear Anal. Theory Meth. Appl., 19, 1992, pp. 109–130.
P. Koxotovic and M. Arcak, Constructive nonlinear control: Progress in the 90s, Automatica, to appear.
A. Y. Kruger, Properties of generalized differentials, Siberian Math. J., 26, 1985, pp. 822–832.
G. Lebourg, Valeur moyenne pour gradient generalise, Comptes Rondus de l’Academie des Sciences de Paris, 281, 1975, pp. 795–797.
G. Leitman, The Calculus of Variations and Optimal Control, Mathematical Concepts and Methods in Science and Engineering, vol. 24, Plenum Press, New York, 1981.
P. D. LOEWEN, Optimal Control via Nonsmooth Analysis, CRM Proc. Lecture Notes vol. 2, American Mathematical Society, Providence, RI, 1993.
P. D. Loewen, A mean value theorem for lFrechet subgradients, Non-linear Anal. Theory Meth. Appl., 23, 1995, pp. 1365–1381.
P. D. Loewen and R. T. Rockafellar, Optimal control of unbounded differential inclusions, SIAM J. Control Optim., 32, 1994, pp. 442–470.
P. D. Loewen and R. T. Rockafellar, New necessary conditions for the generalized problem of Bolza, SIAM J. Control Optim., 34, 1996, pp. 1496–1511.
P. D. Loewen and R. B. Vinter, Pontryagin-type necessary conditions for differential inclusion problems, Syst. Control Letters, 9, 1987, pp. 263–265.
K. Malanowski, On the regularity of solutions to optimal control problems for systems linear with respect to control variable, Arch. Auto. i Telemech., 23, 1978, pp. 227–241.
K. Malanowski and H. Maurer, Sensitivity analysis for state constrained optimal control problems, Discrete Contin. Dynam. Syst., 4, 1998, pp. 241–272.
D. Q Mayne and E. Polak, An exact penalty function algorithm for control problems with control and terminal equality constraints, Parts I and II, J. Optim. Theory Appl., 32, 1980, pp. 211–246, 345–363.
A. A. Milyutin and N. P. Osmolovskii, Calculus of Variations and Optimal Control, American Mathematical Society (Translations of Mathematical Monographs), Providence, RI, 1998.
M. Morari and E. Zafiriou, Robust Process Control, Prentice Hall, Englewood Cliffs, 1989.
B. S. Mordukhovich, Maximum principle in the optimal time control problem with non-smooth constraints, Prikl. Math. Mech., 40, 1976, pp. 1004–1023.
B. S. Mordukhovich, Metric approximations and necessary optimality conditions for general classes of nonsmooth extremal problems, Soviet Math. Doklady, 22, 1980, pp. 526–530.
B. S. Mordukhovich, Complete characterizaton of openness, metric regularity, and Lipschitz properties of multifunctions, Trans. Amer. Math. Soc., 340, 1993, pp. 1–36.
B. S. Mordukhovich, Generalized differential calculus for nonsmooth and set-valued mappings, J. Math. Anal. Appl., 183, 1994, pp. 250–282.
B. S. Mordukhovich, Discrete approximations and refined Euler-Lagrange conditions for non-convex differential inclusions, SIAM J. Control Optim., 33, 1995, pp. 882–915.
M. Nagumo, Uber die lage der integralkurven gewohnlicher differentialgleichungen, Proc. Phys. Math. Soc. Japan, 24, 1942, pp. 551–559.
L. W. Neustadt, A general theory of extremals, J. Comp. and Sci., 3, 1969, pp. 57–92.
L. W. Neustadt, Optimization, Princeton University Press, Princeton, NJ, 1976.
D. Offin, A Hamilton-Jacobi approach to the differential inclusion problem, M.Sc. Thesis, University of British Columbia, Canada, 1979.
E. Polak, Optimization: Algorithms and Consistent Approximations, Springer Verlag, New York, 1997.
L. S. Pontryagin, V. G. Boltyanskii, R. V. Gamkrelidze and E. F. Mischenko, The Mathematical Theory of Optimal Processes, K. N. Tririgoff, Transl., Ed. L. W. Neustadt, Wiley, New York, 1962.
R. Pytlak, Runge-Kutta based procedure for optimal control of differential-algebraic equations, J. Optim. Theory Appl., 97, 1998, pp. 675–705.
R. Pytlak and R. B. Vinter, A feasible directions algorithm for optimal control problems with state and control constraints: Convergence analysis, SIAM J. Control Optim., 36, 1998, pp. 1999–2019.
R. J. Qin and T. A. Badgwell, An overview of industrial model predictive control applications, Proceedings of the Workshop on Nonlinear Model Predictive Control, Ascona, Switzerland, 1998.
F. RAMPAZZO and R. B. VINTER, Degenerate optimal control problems with state constraints, SIAM J. Control Optim., to appear.
A. E. Rapaport and R. B. Vinter, Invariance properties of time measurable differential inclusions and dynamic programming, J. Dynam. Control Syst., 2, 1996, pp. 423–448.
R. T. Rockafellar, Generalized Hamiltonian equations for convex problems of Lagrange, Pacific. J. Math., 33, 1970, pp. 411–428.
R. T. Rockafellar, Existence and duality theorems for convex problems of Bolza, Trans. Amer. Math. Soc., 159, 1971, pp. 1–40.
R. T. Rockafellar, Existence theorems for general control problems of Bolza and Lagrange, Adv. in Math., 15, 1975, pp. 312–333.
R. T. Rockafellar, Proximal subgradients, marginal values and augmented Lagrangians in nonconvex optimzation, Math. Oper. Res., 6, 1982, pp. 424–436.
R. T. Rockafellar, Equivalent subgradient versions of Hamiltonian and Euler-Lagrange equations in variational analysis, SIAM J. Control Optim., 34, 1996, pp. 1300–1314.
R. T. Rockafellar and R. J: B. Wets, Variational Analysis, Grundlehren der Mathematischen Wissenschaften vol. 317, Springer Verlag, New York, 1998.
J. Rosenblueth and R. B. Vinter, Relaxation procedures for time delay systems, J. Math. Anal. and Appl., 162, 1991, pp. 542–563.
J. D. L. Rowland and R. B. Vinter, Dynamic optimization problems with free time and active state constraints, SIAM J. Control Optim., 31, 1993, pp. 677–697.
G. N. Silva and R. B. Vinter, Necessary conditions for optimal impulsive control problems, SIAM J. Control Optim., 35, 1998, 1829–1846.
G. V. Smirnov, Discrete approximations and optimal solutions to differential inclusion, Cybernetics, 27, 1991, pp. 101–107.
H. M Soner, Optimal control with state-space constraints, SIAM J. Control Optim., 24, 1986, pp. 552–561.
A. I. Subbotin, Generalized Solutions of First-Order PDEs, Birkhauser, Boston, 1995.
H. J. Sussmann, Geometry and optimal control, in Mathematical Control Theory, Ed. J. Baillieul and J. C. Willems, Springer Verlag, New York, 1999, pp. 140–194.
H. J. Sussmann and J. C. Willems, 300 years of optimal control: from the brachystochrone to the maximum principle, IEEE Control Syst. Mag., June 1997.
L. Tonelli, Sur une methode direct du calcul des variations, Rend. Circ. Math. Palermo, 39, 1915, pp. 233–264.
L. Tonelli, Fondamenti di Calcolo delle Variazioni vol. 1 and 2, Zanichelli, Bologna, 1921, 1923.
J. L. Troutman, Variational Calculus with Elementary Convexity, Springer Verlag, New York, 1983.
H. D. Tuan, On controllability and extremality in nonconvex differential inclusions, J. Optim. Theory Appl., 85, 1995, pp. 435–472.
R. B. Vinter, New results on the relationship between dynamic programming and the maximum principle, Math. Control Signals and Syst., 1, 1988, pp. 97–105.
R. B. Vinter, Convex duality and nonlinear optimal control, SIAM J. Control Optim., 31, 1993, pp. 518–538.
R. B. Vinter and G. Pappas, A maximum principle for non-smooth optimal control problems with state constraints, J. Math. Anal. Appl., 89, 1982, pp. 212–232.
It. B. Vinter and F. L. Pereira, A maximum principle for optimal processes with discontinuous trajectories, SIAM J. Control Optim., 26, 1988, pp. 205–229.
It. B. Vinter and P. Wolenski, Hamilton-Jacobi theory for optimal control problems with data measurable in time, SIAM J. Control Optim., 28, 1990, pp. 1404–1419.
It. B. Vinter and H. Zheng, The extended Euler-Lagrange condition for nonconvex variational problems, SIAM J. Control Optim., 35, 1997, pp. 56–77.
It. B. Vinter and H. Zheng, The extended Euler Lagrange condition for nonconvex variational problems with state constraints, Trans. Amer. Math. Soc., 350, 1998, pp. 1181–1204.
R. B. Vinter and H. Zheng, Necessary conditions for free end-time, measurably time dependent optimal control problems with state constraints, J. Set- Valued Anal., to appear.
D. H. Wagner, Survey of measurable selection theorems, SIAM. J. Control and Optim., 15, 1977, pp. 859–903.
J. Warga, Optimal Control of Differential and Functional Equations, Academic Press, New York, 1972.
J. Warga, Derivate containers, inverse functions and controllability, in Calculus of Variations and Control Theory, Ed. D. L. Russell, Academic Press, New York, 1976.
J. Warga, Fat homeomorphisms and unbounded derivate containers, J. Math. Anal. Appl., 81, 1981, pp. 545–560.
J. Warga, Optimization and controllability without differentiability assumptions, SIAM J. Control Optim., 21, 1983, pp. 239–260.
P. R. Wolenski and Y. Z Huang, Proximal analysis and the minimal time function, SIAM J. Control Optim., to appear.
L. C. Young, Lectures on the Calculus of Variations and Optimal Control Theory, Saunders, Philadelphia, 1991.
J. Zabzyk, Mathematical Control Theory: An Introduction, Birkhauser, Boston, 1992.
D. Zagrodny, Approximate mean value theorem for upper subderivatives, Nonlinear Anal. Theory Meth. and Appl., 12, 1988, pp. 1413–1428.
V. Zeidan, Second order admissible directions and generalized coupled points for optimal control problems, Nonlinear Anal. Theory Meth. and Appl., 25, 1996, pp. 479–507.
Q. J. Zxu, Necessary optimality conditions for nonconvex differential inclusion with endpoint constraints, J. Differential Eq., 124, 1996, pp. 186–204.
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Vinter, R. (2010). Variational Principles. In: Optimal Control. Modern Birkhäuser Classics. Birkhäuser Boston. https://doi.org/10.1007/978-0-8176-8086-2_3
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