Managing computational complexity using surrogate models: a critical review

R Alizadeh, JK Allen, F Mistree - Research in Engineering Design, 2020 - Springer
In simulation-based realization of complex systems, we are forced to address the issue of
computational complexity. One critical issue that must be addressed is the approximation of …

Machine learning regression approaches for predicting the ultimate buckling load of variable-stiffness composite cylinders

A Kaveh, A Dadras Eslamlou, SM Javadi… - Acta Mechanica, 2021 - Springer
Due to the high computational cost of finite element analyses, particularly in optimization
tasks, establishing a high-fidelity surrogate model is of immense importance to engineers …

Classification and characterization of damage in composite laminates using electrical resistance tomography and supervised machine learning

J Diaz-Escobar, P Díaz-Montiel… - … Control and Health …, 2023 - Wiley Online Library
Electrical resistance tomography (ERT) is a nondestructive evaluation technique that uses
the internal conductivity variations of materials to assess structural integrity. Due to the low …

[图书][B] Uncertainty quantification in laminated composites: a meta-model based approach

S Dey, T Mukhopadhyay, S Adhikari - 2018 - taylorfrancis.com
Over the last few decades, uncertainty quantification in composite materials and structures
has gained a lot of attention from the research community as a result of industrial …

Non-uniform rational basis spline hyper-surfaces for metamodelling

Y Audoux, M Montemurro, J Pailhès - Computer Methods in Applied …, 2020 - Elsevier
This study presents an original metamodelling technique based on Non-Uniform Rational
Basis Spline (NURBS) hyper-surfaces. The proposed approach is able to fit general non …

[HTML][HTML] Effect of cutout on stochastic natural frequency of composite curved panels

S Dey, T Mukhopadhyay, SK Sahu… - Composites Part B …, 2016 - Elsevier
The present computational study investigates on stochastic natural frequency analyses of
laminated composite curved panels with cutout based on support vector regression (SVR) …

A metamodel based on non-uniform rational basis spline hyper-surfaces for optimisation of composite structures

Y Audoux, M Montemurro, J Pailhès - Composite Structures, 2020 - Elsevier
This study presents a new strategy to generate a surrogate model used for design purposes.
The metamodel is based on Non-Uniform Rational Basis Spline (NURBS) hyper-surfaces …

[HTML][HTML] Mechanical behavior predictions of additively manufactured microstructures using functional Gaussian process surrogates

R Saunders, C Butler, J Michopoulos… - npj Computational …, 2021 - nature.com
Relational linkages connecting process, structure, and properties are some of the most
sought after goals in additive manufacturing (AM). This is desired especially because the …

A surrogate model based on Non-Uniform Rational B-Splines hypersurfaces

Y Audoux, M Montemurro, J Pailhes - Procedia CIRP, 2018 - Elsevier
This study aims at providing an original metamodeling technique based on the Non-Uniform
Rational B-Splines (NURBS) formalism. The proposed approach is able to fit general non …

Handling noise and overfitting in surrogate models based on non-uniform rational basis spline entities

B Vuillod, M Zani, L Hallo, M Montemurro - Computer Methods in Applied …, 2024 - Elsevier
This paper proposes a general and systematic approach to generate a surrogate model
based on non-uniform rational basis spline (NURBS) hyper-surfaces as a solution of a …