|
Vestnik Sankt-Peterburgskogo Universiteta. Seriya 10. Prikladnaya Matematika. Informatika. Protsessy Upravleniya, 2013, Issue 1, Pages 37–51
(Mi vspui107)
|
|
|
|
Applied mathematics
A method of construction of exhaustive family of upper convex approximations
I. M. Proudnikov LG Electronics, Moscow
Abstract:
It is shown how to construct Exhausters for a Lipschitz function $f$ at a point $x$ which is an important problem for optimization of such functions. At first the function $f$ is modified to some function $\tilde{f}$ and an exhaustive set of upper convex approximations is constructed for it whose subdifferentials at zero define the upper Exhauster of the function $\tilde{f}$ at the point $x$. A family $\Im$ of convex compact set pairs for the function $f$ is constructed. $\Im$ is called BiExhauster of the function $f$ at the point $x$. The exhaustive sets of upper and lower convex approximations of the function $f$ at the point $x$ are defined with the help of the set $\Im$. Convex compact sets from the upper Exhauster of the function $\tilde{f}$ are constructed as limit values of average integrals from gradients of the function $f$ along curves from a defined set of curves along which $\tilde{f}$ is almost everywhere differentiable. Bibliogr. 12. Il. 8.
Keywords:
Lipschitz function, directional derivative, upper and lower convex approximations, upper and lower exhausters, BiExhauster, extremum points, extremum condition.
Accepted: October 25, 2012
Citation:
I. M. Proudnikov, “A method of construction of exhaustive family of upper convex approximations”, Vestnik S.-Petersburg Univ. Ser. 10. Prikl. Mat. Inform. Prots. Upr., 2013, no. 1, 37–51
Linking options:
https://www.mathnet.ru/eng/vspui107 https://www.mathnet.ru/eng/vspui/y2013/i1/p37
|
Statistics & downloads: |
Abstract page: | 140 | Full-text PDF : | 27 | References: | 28 | First page: | 8 |
|