«THE BULLETIN OF IRKUTSK STATE UNIVERSITY». SERIES «MATHEMATICS»
«IZVESTIYA IRKUTSKOGO GOSUDARSTVENNOGO UNIVERSITETA». SERIYA «MATEMATIKA»
ISSN 1997-7670 (Print)
ISSN 2541-8785 (Online)

List of issues > Series «Mathematics». 2024. Vol 49

Parametric Regularization of the Functional in a Linear-quadratic Optimal Control Problem

Author(s)
Vladimir A. Srochko1, Alexander V. Arguchintsev1

1Irkutsk State University, Irkutsk, Russian Federation

Abstract
A linear-quadratic optimal control problem with parameters and arbitrary matrices in the quadratic cost functional is considered on the set of stepwise control functions. As a quality criterion of the admissible set of parameters it is proposed to choose a condition number of the final matrix, which is expressed through the boundaries of its spectrum. As a result, parameter optimization problems are constructed which provide a strong convexity of the objective function on control variables together with relatively good conditionality of the corresponding quadratic programming problem. A similar approach is realized for the minimax problem. In this case, the objective function acquires a convex-concave structure and the choice of parameters is based on minimization of some convolution of two condition numbers.
About the Authors

Vladimir A. Srochko, Dr. Sci. (Phys.–Math.), Prof., Irkutsk State University, Irkutsk, 664003, Russian Federation, srochko@math.isu.ru

Alexander V. Arguchintsev, Dr. Sci. (Phys.Math.), Prof., Irkutsk State University, Irkutsk, 664003, Russian Federation, arguch@math.isu.ru

For citation

Srochko V. A., Arguchintsev A. V. Parametric Regularization of the Functional in a Linear-quadratic Optimal Control Problem. The Bulletin of Irkutsk State University. Series Mathematics, 2024, vol. 49, pp. 32–44. (in Russian)

https://doi.org/10.26516/1997-7670.2024.49.32

Keywords
linear-quadratic optimal control problem, cost functional with parameters, parameter optimization, minimization of the condition number
UDC
517.977
MSC
49M25
DOI
https://doi.org/10.26516/1997-7670.2024.49.32
References
  1. Arguchintsev A.V., Dykhta V.A., Srochko V.A. Optimal control: nonlocal conditions, computational methods, and the variational principle of maximum. Russian Math., 2009, vol. 53, no. 1, pp. 1–35.
  2. Arguchintsev A.V., Srochko V.A. Procedure for regularization of bilinear optimal control problems based on a finite-dimensional model. Vestnik of Saint Petersburg University. Applied Mathematics. Computer Science. Control Processes, 2022, vol. 8, no. 1, pp. 179–187. (in Russian) https://doi.org/10.21638/11701/spbu10.2022.115
  3. Arguchintsev A.V., Srochko V.A. Solution of a linear-quadratic problem on a set of piecewise constant controls with parametrization of the functional. Proceedings of the Steklov Institute of Mathematics, 2022, vol. 319, suppl. 1, pp. S43–S53. https://doi.org/10.21538/0134-4889-2022-28-3-5-16
  4. Vasil’ev F.P. Optimization Methods. Book 1. Moscow, MTSNMO Publ., 2011, 620 p. (in Russian)
  5. Gabasov R., Kirillova F.M., Alsevich V.V. et al. Optimization Methods. Minsk, Four Quarters Publ., 2011, 472 p. (in Russian)
  6. Gabasov R., Kirillova F.M., Pavlenok N.S. Constructing open-loop and closedloop solutions of linear-quadratic optimal control problems. Computational Mathematics and Mathematical Physics, 2008, vol. 48, pp. 1715–1745. https://doi.org/10.1134/S0965542508100023
  7. Dmitruk N. M. Multiply closed control strategy in a linear terminal problem of optimal guaranteed control. Proceedings of the Steklov Institute of Mathematics, 2022, vol. 319, suppl. 1, pp. S112–128. https://doi.org/10.1134/S0081543822060104
  8. Izmailov A.F., Solodov M.V. Numerical Methods of Optimization. Moscow, Fizmatlit Publ., 2005, 304 p. (in Russian)
  9. Srochko V.A. Iterative Methods for Solving Optimal Control Problems. Moscow, Fizmatlit Publ., 2000, 160 p. (in Russian)
  10. Srochko V.A., Aksenyushkina E.V. Parametric regularization of a linearquadratic problem on a set of piecewise linear controls. The Bulletin of Irkutsk State University. Series Mathematics, 2022, vol. 41, pp. 57–68. https://doi.org/10.26516/1997-7670.2022.41.57 (in Russian)
  11. Srochko V.A., Aksenyushkina E.V., Antonik V.G. Resolution of a linearquadratic optimal control problem based on finite-dimensional models. The Bulletin of Irkutsk State University. Series Mathematics, 2021, vol. 37, pp. 3–16. https://doi.org/10.26516/1997-7670.2021.37.3 (in Russian)
  12. Srochko V.A., Antonik V.G. Optimality conditions for extremal controls in bilinear and quadratic problems. Russian Math., 2016, vol. 60, no. 5, pp. 75–80.
  13. Horn R., Johnson C. Matrix Analysis. Moscow, Mir Publ., 1989, 655 p. (in Russian)
  14. Rao A.V. A survey of numerical methods for optimal control. Advances in the Astronautical Sciences, 2009, vol. 135, pp. 1–32.

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