Publications

How Machine Learning Empowers Models For Digital Twins

Dmitry Frolov

BENCHMARK July 2018

Keywords: Digital Twin, Machine Learning

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Towards an Automated Optimization of Laminated Composite Structures: Hierarchical Zoning Approach with Exact Blending Rules

D.T.Shvarts, F.V.Gubarev

arXiv.org e-Print archive

Keywords: Optimization, Surrogate-Based Optimization, Approximation, Gaussian Processes, Composites

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Hausdorff Methods for Approximating the Convex Edgeworth–Pareto Hull in Integer Problems with Monotone Objectives

Pospelov A.I.

Computational Mathematics and Mathematical Physics

Keywords: Approximation, Optimization, Multi-Objective Optimization

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GTApprox: Surrogate Modeling for Industrial Design

Mikhail Belyaev, Evgeny Burnaev, Ermek Kapushev, Maxim Panov, Pavel Prikhodko, Dmitry Vetrov and Dmitry Yarotsky

ResearchGate

Keywords: Optimization, Surrogate-Based Optimization, Approximation, Aerospace, Aerodynamics

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Integrated System to Perform Surrogate-Based Aerodynamic Optimization for High-Lift Airfoil

D. Di Pasquale , F. Zhu , M. Cross , M. Savill , T. Kipouros

EngOpt 2016 – 5rd International Conference on Engineering Optimization

Keywords: Optimization, Surrogate-Based Optimization, Aerospace, Aerodynamics

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Surrogate Modeling of Multifidelity Data for Large Samples

E. V. Burnaev , A. A. Zaytsev

Journal of Communications Technology and Electronics

Keywords: Approximation, Data Fusion

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Finite Sample Bernstein – von Mises Theorem for Semiparametric Problems

Maxim Panov, Vladimir Spokoiny

Bayesian Analysis

Keywords: Approximation

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