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Vestnik Udmurtskogo Universiteta. Matematika. Mekhanika. Komp'yuternye Nauki, 2017, Volume 27, Issue 4, Pages 558–575
DOI: https://doi.org/10.20537/vm170406
(Mi vuu608)
 

This article is cited in 7 scientific papers (total in 7 papers)

MATHEMATICS

On the application of Gaussian functions for discretization of optimal control problems

A. V. Chernovab

a Nizhni Novgorod State University, pr. Gagarina, 23, Nizhni Novgorod, 603950, Russia
b Nizhni Novgorod State Technical University, ul. Minina, 24, Nizhni Novgorod, 603950, Russia
Full-text PDF (371 kB) Citations (7)
References:
Abstract: On the example of well known problem of a road construction we study the opportunities of numerical solution for lumped optimal control problems by the method of control parametrization with the help of a linear combination of $\mu$ Gaussian functions. Recall that a Gaussian function (named also as quadratic exponent) is one defined as follows $\varphi(x)=\dfrac{1}{\sigma\sqrt{2\pi}}\exp\left[-\dfrac{(x-m)^2}{2\sigma^2}\right]$. The method is based on reduction of an original infinite dimensional optimization problem to finite dimensional minimization problem of a cost functional with respect to control approximation parameters. This paper is guided by the former author's research concerned the opportunities of approximation of one variable functions on a finite segment by a linear combination of $\mu$ Gaussian functions, and is to be regarded as its direct continuation. First of all, we prove an assertion concerning approximation on any finite segment for mother wavelet Mexican hat by a linear combination of two Gaussian functions. Hence, we obtain theoretical justification of the opportunity of an effective approximation for one variable functions on any finite segment with the help of linear combinations of Gaussian functions. After that, we give a comparison by quality of the approximation under study with the approximation in the style of Kotelnikov by means of numerical experiments. Then we give the road construction problem formulation and also the results of numerical solution for this problem which demonstrate obviously the advantages of our approach, in particular, a stability of numerical solution with respect to evaluation error of the approximation parameters for an optimal control, even with usage of small count of such parameters.
Keywords: control parametrization technique, lumped problem of optimal control, approximation by quadratic exponents, Gaussian function.
Funding agency Grant number
Ministry of Education and Science of the Russian Federation 1727
02.В.49.21.0003
Received: 29.08.2017
Bibliographic databases:
Document Type: Article
UDC: 517.518, 517.977.56
MSC: 41A30, 49M25, 49N90
Language: Russian
Citation: A. V. Chernov, “On the application of Gaussian functions for discretization of optimal control problems”, Vestn. Udmurtsk. Univ. Mat. Mekh. Komp. Nauki, 27:4 (2017), 558–575
Citation in format AMSBIB
\Bibitem{Che17}
\by A.~V.~Chernov
\paper On the application of Gaussian functions for discretization of optimal control problems
\jour Vestn. Udmurtsk. Univ. Mat. Mekh. Komp. Nauki
\yr 2017
\vol 27
\issue 4
\pages 558--575
\mathnet{http://mi.mathnet.ru/vuu608}
\crossref{https://doi.org/10.20537/vm170406}
\elib{https://elibrary.ru/item.asp?id=32248457}
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  • This publication is cited in the following 7 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Вестник Удмуртского университета. Математика. Механика. Компьютерные науки
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    Full-text PDF :194
    References:44
     
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