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Controllability and a Multiplier Rule for Nondifferentiable Optimization Problems

Published: 01 September 1978 Publication History

Abstract

Let K be a compact subset of a normed vector space $\mathcal{X}$, C a convex body in a Banach space $\mathcal{Y}$, $k_0 \in K$, $(\phi,\Phi ):K \to \mathbb{R}^m \times \mathcal{Y}$ continuous, and $\Phi (k_0 ) \in C$. We introduce the concept of a “directional derivate container” $\Lambda ^\varepsilon (\phi,\Phi )(k_0 )$ for $(\phi,\Phi )$ at $k_0 $ whose definition is equivalent to that of a directional derivative in the special case where $(\phi,\Phi )$ is “finitely $C^1 $,” that is, all the restrictions of $(\phi,\Phi )$ to finite-dimensional convex subsets of K are continuously differentiable. In general, $(\phi,\Phi )$ admits a (nonunique) directional derivate container at $k_0 $ if it can be uniformly approximated by finitely $C^1 $ functions $(\phi _i,\Phi _i )$ whose directional derivatives in some “neighborhood” of $k_0 $ in K, viewed as functions on K to $\mathbb{R}^m \times \mathcal{Y}$, form a bounded and equicontinuous subset of $C(K,\mathbb{R}^m \times \mathcal{Y})$. For a given $\Lambda ^\varepsilon (\phi,\Phi )(k_0 )$ we define the corresponding “scalar directional derivate container” $\mathcal{L}\Lambda (\phi,\Phi,C)(k_0 )$ as the collection of all $(l,\lambda )$ such that $l = (l_1,l_2 )$ is a weak star limit of $l^i = (l_1^i,l_2^i ) \in \mathbb{R}^m \times \mathcal{Y}^ * $, $|l_1^i | + |l_2^i | = 1$, $l_2^i y \leqq 0$ if the closed ball in $\mathcal{Y}$ of center y and radius ${1 / i}$ is contained in $C - \Phi (k_0 )$, $l \ne 0$, and $\lambda $ is a pointwise limit of functions $l^i \circ M^i :K \to \mathbb{R}$ with $M^i \in \Lambda ^{{1 / i}} (\phi,\Phi )(k_0 )$. We then prove a “controllability-multiplier rule” alternative which states (defining $S^F (0,\kappa )$ as the closed ball of center 0 and radius $\kappa $) that either there exist $\kappa > 0$ and a finite-dimensional subset $K^ * $ of K such that $k_0 \in K^ * $ and $\{ {\phi (k)\mid k \in K^ *,\Phi (k) + S^F (0,\kappa ) \subset C} \}$ contains a neighborhood of $\phi (k_0 )$ in $\mathbb{R}^m $ or there exists $(l_1,l_2,\lambda ) \in \mathcal{L}\Lambda (\phi,\Phi,C)(k_0 )$ such that $\lambda k_0 = {\operatorname{Min}}_{k \in K} \lambda k$, $l_2 \Phi (k_0 ) = {\operatorname{Max}}_{c \in C} l_2 c$. These results will be used elsewhere to study optimal control problems defined by hereditary functional-integral equations involving nondifferentiable functions of state variables.

References

[1]
F. H. Clarke, Masters Thesis, Necessary conditions for nonsmooth problems in optimal control and the calculus of variations, Doctoral dissertation, Univ. of Washington, Seattle, 1973
[2]
Frank H. Clarke, The maximum principle under minimal hypotheses, SIAM J. Control Optimization, 14 (1976), 1078–1091
[3]
E. I. Kugušev, The maximum principle in problems of optimal control of systems with non-smooth right-hand side, Vestnik Moskov. Univ. Ser. I Mat. Meh., 28 (1973), 107–113, (In Russian; English summary.)
[4]
J. Warga, Optimal control of differential and functional equations, Academic Press, New York, 1972xiii+531
[5]
J. Warga, Necessary conditions without differentiability assumptions in optimal control, J. Differential Equations, 18 (1975), 41–62
[6]
J. Warga, Controllability and necessary conditions in unilateral problems without differentiability assumptions, SIAM J. Control Optimization, 14 (1976), 546–573
[7]
Jack Warga, D. L. Russell, Derivative containers, inverse functions, and controllabilityCalculus of variations and control theory (Proc. Sympos., Math. Res. Center, Univ. Wisconsin, Madison, Wis., 1975; dedicated to Laurence Chisholm Young on the occasion of his 70th birthday), Academic Press, New York, 1976, 13–45; errata, p. 46. Math. Res. Center, Univ. Wisconsin, Publ. No. 36
[8]
J. Warga, Optimal Control of Differential and Functional Equations, Nauka, Moscow, 1977, Chapter XI, Appendix to the Russian translation
[9]
J. Warga, Controllability of nondifferentiable hereditary processes, SIAM J. Control Optim., 16 (1978), 813–831

Cited By

View all
  • (1992)Necessary Optimality Conditions for Nonsmooth Multicriterial Optimization ProblemsSIAM Journal on Optimization10.1137/08020092:1(153-171)Online publication date: 1-Feb-1992
  • (1983)Optimization and Controllability without Differentiability AssumptionsSIAM Journal on Control and Optimization10.1137/032105121:6(837-855)Online publication date: 1-Nov-1983
  • (1978)Controllability of Nondifferentiable Hereditary ProcessesSIAM Journal on Control and Optimization10.1137/031605616:5(813-831)Online publication date: 1-Sep-1978

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      Published In

      cover image SIAM Journal on Control and Optimization
      SIAM Journal on Control and Optimization  Volume 16, Issue 5
      Sep 1978
      158 pages
      ISSN:0363-0129
      DOI:10.1137/sjcodc.1978.16.issue-5
      Issue’s Table of Contents

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      Society for Industrial and Applied Mathematics

      United States

      Publication History

      Published: 01 September 1978

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      Cited By

      View all
      • (1992)Necessary Optimality Conditions for Nonsmooth Multicriterial Optimization ProblemsSIAM Journal on Optimization10.1137/08020092:1(153-171)Online publication date: 1-Feb-1992
      • (1983)Optimization and Controllability without Differentiability AssumptionsSIAM Journal on Control and Optimization10.1137/032105121:6(837-855)Online publication date: 1-Nov-1983
      • (1978)Controllability of Nondifferentiable Hereditary ProcessesSIAM Journal on Control and Optimization10.1137/031605616:5(813-831)Online publication date: 1-Sep-1978

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