Concurrent surrogate model selection (COSMOS): optimizing model type, kernel function, and hyper-parameters

Artificial neural networks to predict energy performance and retrofit scenarios for any member of a building category: A novel approach

(2017) Fabrizio Ascione et al.   ENERGY

Function Prediction at One Inaccessible Point Using Converging Lines

(2017) Yiming Zhang et al.   JOURNAL OF MECHANICAL DESIGN

A Generalized Sampling and Preconditioning Scheme for Sparse Approximation of Polynomial Chaos Expansions

(2017) John D. Jakeman et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Surrogate model based design optimization of multiple wing sails considering flow interaction effect

(2016) Hakjin Lee et al.   OCEAN ENGINEERING

Multidisciplinary design and multi-objective optimization on guide fins of twin-web disk using Kriging surrogate model

(2016) Mengchuang Zhang et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Parallel surrogate-assisted global optimization with expensive functions – a survey

(2016) Raphael T. Haftka et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Predictive quantification of surrogate model fidelity based on modal variations with sample density

(2015) Ali Mehmani et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

DiceKriging,DiceOptim: TwoRPackages for the Analysis of Computer Experiments by Kriging-Based Metamodeling and Optimization

(2015) Olivier Roustant et al.   Journal of Statistical Software

Kriging metamodeling for approximation of high-dimensional wave and surge responses in real-time storm/hurricane risk assessment

(2013) Gaofeng Jia et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Adaptive optimal design of active thermoelectric windows using surrogate modeling

(2013) Junqiang Zhang et al.   OPTIMIZATION AND ENGINEERING

A review of sensitivity analysis methods in building energy analysis

(2013) Wei Tian   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A Co-Evolutionary Approach for Design Optimization via Ensembles of Surrogates With Application to Vehicle Crashworthiness

(2012) Karim Hamza et al.   JOURNAL OF MECHANICAL DESIGN

Hybrid Bishop-Hill Model for Elastic-Yield Limited Design With Non-orthorhombic Polycrystalline Metals

(2011) Ribeka Takahashi et al.   JOURNAL OF ENGINEERING MATERIALS AND TECHNOLOGY-TRANSACTIONS OF THE ASME

Adaptive sparse polynomial chaos expansion based on least angle regression

(2010) Géraud Blatman et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Comparing three error criteria for selecting radial basis function network topology

(2009) Tushar Goel et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Recent advances in surrogate-based optimization

(2009) Alexander I.J. Forrester et al.   PROGRESS IN AEROSPACE SCIENCES

Multiple surrogates: how cross-validation errors can help us to obtain the best predictor

(2009) Felipe A. C. Viana et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Model reduction for multidisciplinary optimization - application to a 2D wing

(2008) Rajan Filomeno Coelho et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Ensemble of metamodels with optimized weight factors

(2008) E. Acar et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Data-driven modelling: some past experiences and new approaches

(2007) Dimitri P. Solomatine et al.   JOURNAL OF HYDROINFORMATICS