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Deep Residual Surrogate Model

Information Sciences, 2022
Tianxin Huang   +2 more
openaire   +1 more source

Surrogate Models

2021
Tony Pourmohamad, Herbert K. H. Lee
openaire   +1 more source

A Review of Surrogate Models

2019
One critical aspect before assessing the geotechnical system deformation or stability conditions (responses) is the determination of the limit state surface numerically represented by limit state functions (or performance functions). In many complicated and nonlinear problems where the analyses involve the use of numerical procedures such as the finite
openaire   +1 more source

Ensembles of Surrogate Models

2019
An ensemble of surrogate models (EM) is a surrogate model composed of a series of surrogate models combined through a weighted sum. An EM can take advantage of each individual surrogate model to effectively increase the robustness of the prediction. The mathematical expression for an EM can be given as follows:
Ping Jiang, Qi Zhou, Xinyu Shao
openaire   +1 more source

Optimization with Surrogate Models

2013
In this chapter, we show how artificial curiosity can be used to focus on the most pertinent search points in black-box optimization. We present a novel response surface method, which employs a memory-based model to estimate the interestingness of each candidate point using Gaussian process regression.
openaire   +1 more source

OTL-PEM: An Optimization-Based Two-Layer Pointwise Ensemble of Surrogate Models

Journal of Mechanical Design, Transactions of the ASME, 2022
Xueguan Song
exaly  

Uncertainty in Surrogate Models

Proceedings of the 2016 on Genetic and Evolutionary Computation Conference Companion, 2016
openaire   +1 more source

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