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St. Petersburg Polytechnical University Journal. Computer Science. Telecommunication and Control Systems, 2014, Issue 4(200), Pages 47–56 (Mi ntitu48)  

Simulations of Computer, Telecommunications, Control and Social Systems

Gradient methods for large-scale minimization problems

I. G. Chernorutskiy

St. Petersburg State Polytechnical University
Abstract: Gradient methods with Chebyshev relaxation functions are developed. In contrast to the classical gradient procedures, the methods retain the convergence and efficiency for non-convex nonlinear programming problems under the conditions of high stiffness of target functionals and high dimension of the optimizedparameters vector.
Keywords: gradient methods, relaxation functions, non-convex problems, stiff functionals.
Document Type: Article
UDC: 681.3.06
Language: Russian
Citation: I. G. Chernorutskiy, “Gradient methods for large-scale minimization problems”, St. Petersburg Polytechnical University Journal. Computer Science. Telecommunication and Control Sys, 2014, no. 4(200), 47–56
Citation in format AMSBIB
\Bibitem{Che14}
\by I.~G.~Chernorutskiy
\paper Gradient methods for large-scale minimization problems
\jour St. Petersburg Polytechnical University Journal. Computer Science. Telecommunication and Control Sys
\yr 2014
\issue 4(200)
\pages 47--56
\mathnet{http://mi.mathnet.ru/ntitu48}
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  • https://www.mathnet.ru/eng/ntitu/y2014/i4/p47
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