Sentence examples for efficient surrogate from inspiring English sources

Latin hypercube sampling is utilised to train the efficient surrogate models, which are employed as a medium of uncertainty propagation.

However, the heuristic nature of estimation of parameters associated with ANNs has prevented their evolution into efficient surrogate models.

Computationally efficient surrogate models that can represent the original model with desired accuracy have been explored in the recent past.

The probabilistic Bayesian identification is carried out based on an efficient surrogate model through the use of Markov Chain Monte Carlo sampling methods.

An adjoint-response surface method is developed to provide efficient surrogate model in a parametrized design space for aerodynamic optimization of turbomachinery blades.

Furthermore, engaging colliding bodies optimization algorithm (CBO) by efficient surrogate model of finite element (FE) model, maintains the acceptable accuracy of damage severity detection.

The paper presents a computationally efficient surrogate-based optimization algorithm for the inverse design of transonic airfoils.

Sequential sampling procedures are proposed for determining and minimizing the required number of samples for efficient global surrogate construction.

First a computationally efficient physical surrogate is introduced to predict the structural validity of the design options and filter the design space.

Were the neural networks to be useful to such a mapping, they could in principle be employed for several purposes, such as soil identification using instrumental data, design of early warning systems and estimation of probabilistic spectra via Monte Carlo simulation, in which the ANN act as an efficient solver surrogate.

Higher values indicate more effective surrogates [42].