Abstract
We consider a general doubly-infinite, positive-definite, quadratic programming problem. We show that the sequence of unique optimal solutions to the natural finite-dimensional subproblems strongly converges to the unique optimal solution. This offers the opportunity to arbitrarily well approximate the infinite-dimensional optimal solution by numerically solving a sufficiently large finite-dimensional version of the problem. We then apply our results to a general time-varying, infinite-horizon, positive-definite, LQ control problem.
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Communicated by D. G. Luenberger
This work was supported in part by the National Science Foundation under Grants ECS-8700836, DDM-9202849, and DDM-9214894.
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Benson, P., Smith, R.L., Schochetman, I.E. et al. Optimal solution approximation for infinite positive-definite quadratic programming. J Optim Theory Appl 85, 235–248 (1995). https://doi.org/10.1007/BF02192225
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DOI: https://doi.org/10.1007/BF02192225