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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

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

Surrogate-Agent Modeling for Improved Training

2014
Computer-aided practice can help improve personnel training for demanding scenarios in terms of time and quality. In this paper, we concentrate on asymmetrical conflicts, such as a unit that deals with hostile crowds robbing a store, with the aim of preventing further criminal activity and at the same time minimizing physical and emotional damage.
Ales Tavcar   +4 more
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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

Reduced order and surrogate models for gravitational waves

Living Reviews in Relativity, 2022
Manuel Tiglio, Aaron Villanueva
exaly  

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

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

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