
doi: 10.1007/bf00938440
The programming problem under consideration consists in maximizing a concave objective functional, subject to convex operator inequality contraints. The assumptions include the existence of an optimum solution, Fréchet differentiability of all operators involved, the existence of the topological complement of the null space of the Fréchet derivative of the constraint operator. It is shown that the rate of change of the optimum value of the objective functional due to the perturbation is measured by the dual. The optimum values of the primal variables are locally approximated as linear functions of the perturbation; the theory of generalized inverse operators is used in the approximation. We give an approximation to the primal variables if the problem is perturbed. The results are specialized for some continuous-time and finite-dimensional cases. Two examples for finite-dimensional problems are given. We apply the theory to the continuous-time linear programming problem and prove some continuity results for the optimal primal and dual objective functionals.
Programming in abstract spaces, stability theory, Convex programming, perturbation, concave objective functional, rate of change, convex operator inequality contraints, Fréchet and Gateaux differentiability in optimization, generalized inverse operators, Methods of successive quadratic programming type, continuous-time linear programming, sensitivity analysis, Fréchet differentiability, Sensitivity, stability, parametric optimization, continuity results, approximation
Programming in abstract spaces, stability theory, Convex programming, perturbation, concave objective functional, rate of change, convex operator inequality contraints, Fréchet and Gateaux differentiability in optimization, generalized inverse operators, Methods of successive quadratic programming type, continuous-time linear programming, sensitivity analysis, Fréchet differentiability, Sensitivity, stability, parametric optimization, continuity results, approximation
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