Abstract
Constraint qualifications are revisited, once again. These conditions are shown to be reminiscent of transversality theory. They are used as a useful tool for computing tangent cones, by the means of generalized inverse function theorems. The finite dimensional case is given a special treatment as the results are nicer and simpler in this case. Some remarks on the nondifferentiable case are also presented.
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References
J.M. Abadie, Problèmes d’optimisation (Institut Blaise Pascal Paris, 1965).
J.M. Abadie, “On the Kuhn-Tucker theorem”, in: J. Abadie, ed., Nonlinear programming (North Holland, Amsterdam, 1967) pp. 19–36.
R. Abraham and J. Robbins, Transversal mappings and flows (Benjamin, New York, 1967).
C.C. Agunwamba, “Optimality condition: Constraint regularization”, Mathematical Programming 13 (1977) 38–48.
W. Alt, “Stabilität mengenwertiger Abbildungen mit Anwendungen auf nichtlineare Optimierungsprobleme”, Bayreuther Mathematische Schriften 3 (1979) 1–107.
K.J. Arrow, L. Hurwicz and H. Uzawa, “Constraint qualifications in maximization problems”, Naval Research Logistics Quarterly 8 (1961) 175–191.
J.-P. Aubin, “La théorie des sous-gradients généralisés”, Annales des Sciences Mathématiques du Québec 2 (1978) 197–252.
J.-P. Aubin and F.H. Clarke, “Multiplicateurs de Lagrange en optimisation non convexe et applications”, Comptes Rendus de l’Académie des Sciences A 285 (1977) 451–454.
P.J. Bender, “An application of Guignard’s generalized Kuhn-Tucker conditions”, Journal of Optimization Theory and Applications 25 (1978) 585–589.
V.G. Boltyanski, “The method of tents in the theory of extremal problems”, Russian Mathematical Surveys 30 (1975) 1–54.
J. Borwein, “Weak tangent cones and optimization in a Banach space”, SIAM Journal on Control and Optimization 16 (1978) 512–522.
M. Canon, C. Cullum and E. Polak, “Constrained minimization problems in finite dimensional spaces”, SIAM Journal on Control and Optimization 4 (1966) 528–547.
F.H. Clarke, “Generalized gradients and applications”, Transactions of the American Mathematical Society 205 (1975) 247–262.
B. Cornet, “A remark on tangent cones”, Working paper University of Paris IX (July, 1979).
A.Y. Dubovitskii and A.A. Milyutin, “Extremum problems with constraints”, Doklady Akademii Nauk SSSR 149 (1963) 759–762.
Pham Canh Duong and Hoang Tuy, “Stability, surjectivity, and local invertibility of non differentiable mappings”, Acta Mathematica Vietnamica 3 (1978) 89–105.
I. Ekeland, “Nonconvex optimization problems”, Bulletin of the American Mathematical Society 1(1979) 443–474.
S. Gautier and J.P. Penot, “Fermés invariants par un système dynamique”, Comptes Rendus de l’Académie des Sciences A 276 (1973) 1457–1460.
J. Gauvin, “A necessary and sufficient regularity condition to have bounded multipliers in nonconvex programming”, Mathematical Programming 12 (1977) 136–138.
J. Gauvin and J. W. Tolle, “Differential stability in nonlinear programming”, SIAM Journal on Control and Optimization 15 (1977) 294–311.
M. Golubitsky, V. Guillemin, Stable mappings and their singularities (Springer, Berlin, 1973).
F.J. Gould and J. Tolle, “A necessary and sufficient qualification for constrained optimization”, SIAM Journal on Applied Mathematics 20 (1971) 164–172.
F.J. Gould and J. Tolle, “Geometry of optimality conditions and constraint qualifications”, Mathematical Programming 2 (1972) 1–18.
M. Guignard, “Generalized Kuhn-Tucker conditions for mathematical programming problems in a Banach space”, SIAM Journal on Control 7 (1969) 232–241.
J. Gwinner, “Contribution à la programmation non différentiable dans les espaces vectoriels topologiques”, Comptes Rendus de l’Académie des Sciences A 289 (1979) 523–526.
H. Halkin, “A satisfactory treatment of equality and operator constraints in the Dubovitskii-Milyutin optimization formalism”, Journal of Optimization Theory and Applications 6 (1970) 138–149.
H. Halkin, “Implicit functions and optimization problems without continuous differentiability of the data”, SIAM Journal on Control and Optimization 12 (1974) 229–236.
M.R. Hestenes, Optimization theory: The finite dimensional case (Wiley, New York, 1975).
J.B. Hiriart-Urruty, “New concepts in nondifferentiable programming”, Bulletin Société Mathématique de France Mémoire 60 (1979) 57–85.
J.B. Hiriart-Urruty, “Tangent cones, generalized gradients and mathematical programming in Banach spaces”, Mathematics of Operations Research 4 (1979) 79–97.
M.W. Hirsch, Differential topology (Springer, Berlin, 1976).
R. Holmes, Geometric functional analysis and its applications (Springer, Berlin, 1975).
H.W. Kuhn and A.W. Tucker, “Nonlinear programming”, in: J. Neyman, ed., Proceedings of the second Berkeley symposium on mathematical statistics and probability (University of California Press, Berkeley 1951) pp. 481–492.
S. Kurcyusz, “On the existence and non existence of Lagrange multipliers in Banach spaces”, Journal of Optimization Theory and Applications 20 (1976) 81–110.
S. Lang, Introduction to differentiable manifolds (Interscience, New York, 1962).
I. Lasiecka, “Generalization of the Dubovitskii-Milyutin optimality conditions”, Journal of Optimization Theory and Applications 24 (1978) 421–436.
O.L. Mangasarian, S. Fromowitz, “The Fritz-John necessary optimality conditions in the presence of equality and inequality constraints”, Journal of Mathematical Analysis and Applications 17 (1967) 37–47.
R.H. Martin, Jr., Nonlinear operators and differential equations in Banach spaces (Wiley-Interscience, New York, 1976).
D.H. Martin, R.J. Gardner and G.G. Watkins, “Indicating cones and the intersection principle for tangential approximants in abstract multipliers rules”, Journal of Optimization Theory and Applications 33 (1981) 515–537.
H. Maurer and J. Zowe, “First and second-order necessary and sufficient optimality conditions for infinite-dimensional programming problems”, Mathematical Programming 16 (1979) 98–110.
P. Michel, “Problème des inégalités. Applications à la programmation et au contrôle optimal”, Bulletin Société Mathématique de France 101 (1973) 413–439.
S.B. Nadler, Jr. “Multivalued contraction mappings” Pacific Journal of Mathematics 30 (1969) 475–488.
L.W. Neustadt, Optimization (Princeton University Press, Princeton, NJ, 1976).
J.W. Nieuwenhuis, “Another application of Guignard’s generalized Kuhn-Tucker conditions”, Journal of Optimization Theory and Applications 30 (1980) 117–125.
J.W. Nieuwenhuis, “About a local approximation theorem and an inverse function theorem”, Journal of the Australian Mathematical Society 22 (B) (1980) 185–192.
J-P. Penot, “Sous-différentiel de fonctions numériques non convexes”, Comptes Rendus de l’Académie des Sciences 278 A (1974) 1553–1555.
J.-P. Penot, “Calcul sous-différentiel et optimisation”, Journal Functional Analysis 27 (1978) 248–287.
J.-P. Penot, “The use of generalized subdifferential calculus in optimization theory”, Third Symposium on Optimization Research, Mannheim (1978); Methods of Operations Research 31 (Verlags gruppe Athenäum, Hain, Scriptor, Hanstein, Berlin, 1979) pp. 495–511.
J.-P. Penot, “Fixed point theorems without convexity”, Bulletin Société Mathématique de France Mémoire 60 (1979) 129–152.
J.-P. Penot, “On the existence of Lagrange multipliers in nonlinear programming in Banach spaces in Optimization and Optimal Control, Lecture Notes in Control and Information Sciences 30 (Springer, Berlin, 1981) pp. 89–104.
J.-P. Penot, “Inversion à droite d’applications non linéaires. Applications”, Comptes Rendus de l’Académie des Sciences A 290 (1980) 997–1000.
J.-P. Penot, “A characterization of tangential regularity”, Nonlinear Analysis, Theory, Methods and Applications 5 (1981) 625–653.
J.-C. Pomerol, “Contributions à la programmation mathématique: Existence de multiplicateurs de Lagrange et stabilité”, Thèse Université Paris VI (1980).
B.N. Pshenichnyi, Necessary conditions for an extremum (Dekker, New York, 1971).
B.N. Pshenichnyi, “Necessary conditions of the extremum for non smooth functions”, Kibernetika 6 (1977) 92–95 [English translation: Cybernetics 13 (1977) 886–891].
C. Raffin, “Sur les programmes convexes définis dans des espaces vectoriels topologiques”, Annales Institut Fourier (1970) 457–491.
S.M. Robinson, “An inverse function theorem for a class of multivalued functions”, Proceedings of the American Mathematical Society 41 (1973) 211–218.
S.M. Robinson, “Stability theory for systems of inequalities, part II: Differentiable nonlinear systems”, Journal Numerical Analysis 13 (1976) 497–513.
S.M. Robinson, “Regularity and stability for convex multivalued functions”, Mathematics of Operations Research 1 (1976) 130–143.
R.T. Rockafellar, Convex analysis (Princeton University Press, Princeton, NJ, 1970).
R.T. Rockafellar, “Directionally lipschitzian functions and subdifferential calculus”, Proceedings of the London Mathematical Society 39 (1979) 331–355.
J.E. Spingarn, “Generic conditions for optimality in constrained minimization problems”, Ph.D. Thesis, University of Washington, Seattle, WA (1977).
L. Thibault, “Sur les fonctions compactement lipschitziennes et leurs applications: programmation mathématique, contrôle optimal, espérance conditionnelle”, Thèse Université de Montpellier (1980).
C. Ursescu, “Multifunctions with convex closed graph”, Czechoslovak Mathematical Journal 25 (1975) 438–441.
P.P. Varaiya, “Nonlinear programming in Banach space”, SIAM Journal on Applied Mathematics 15 (1967) 284–293.
A. Wierzbicki, “Maximum principle for semi-convex performance functionals”, Siam Journal on Control and Optimization 10 (1972) 444–459.
S. Zlobec, “Asymptotic Kuhn-Tucker conditions for mathematical programming problems in a Banach space”, SIAM Journal on Control 8 (1970) 505–512.
S. Zlobec, “Extensions of asymptotic Kuhn-Tucker conditions in mathematical programming”, SIAM Journal on Applied Mathematics 21 (1971) 448–460.
S. Zlobec, “A class of optimality conditions for mathematical programming problems in Banach spaces”, Glasnik Mathematicki 7 (1972) 127–137.
J. Zowe, “A remark on a regularity assumption in mathematical programming”, Journal of Optimization Theory and Applications 25 (1978) 375–382.
J. Zowe and S. Kurcyusz, “Regularity and stability for the mathematical programming problems in Banach spaces”, Applied Mathematics and Optimization 5 (1979) 49–62.
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Penot, JP. (1982). On regularity conditions in mathematical programming. In: Guignard, M. (eds) Optimality and Stability in Mathematical Programming. Mathematical Programming Studies, vol 19. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0120988
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DOI: https://doi.org/10.1007/BFb0120988
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