A hierarchical kriging approach for multi-fidelity optimization of automotive crashworthiness problems

A nonintrusive nonlinear model reduction method for structural dynamical problems based on machine learning

(2021) Jonas Kneifl et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

On-the-fly model reduction for large-scale structural topology optimization using principal components analysis

(2020) Manyu Xiao et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Multidisciplinary design optimization for hybrid electric vehicles: component sizing and multi-fidelity frontal crashworthiness

(2020) P. G. Anselma et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A non-intrusive multifidelity method for the reduced order modeling of nonlinear problems

(2020) Mariella Kast et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

‘On-the-fly’ snapshots selection for Proper Orthogonal Decomposition with application to nonlinear dynamics

(2020) P. Phalippou et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Multi-fidelity crashworthiness optimization of a bus bumper system under frontal impact

(2020) Erdem Acar et al.   Journal of the Brazilian Society of Mechanical Sciences and Engineering

Efficient structure crash topology optimization strategy using a model order reduction method combined with equivalent static loads

(2019) Chun Ren et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING

Non-intrusive reduced-order modeling for fluid problems: A brief review

(2019) Jian Yu et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING

A parametric and non-intrusive reduced order model of car crash simulation

(2018) Y. Le Guennec et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Multi-fidelity optimization of super-cavitating hydrofoils

(2018) L. Bonfiglio et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Reduced order modeling for nonlinear structural analysis using Gaussian process regression

(2018) Mengwu Guo et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Applying functional principal components to structural topology optimization

(2018) Gianluca Alaimo et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Variable-fidelity expected improvement method for efficient global optimization of expensive functions

(2018) Yu Zhang et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Projection-based model reduction: Formulations for physics-based machine learning

(2018) Renee Swischuk et al.   COMPUTERS & FLUIDS

Multifidelity Surrogate Based on Single Linear Regression

(2018) Yiming Zhang et al.   AIAA JOURNAL

Randomized low‐rank approximation methods for projection‐based model order reduction of large nonlinear dynamical problems

(2018) C. Bach et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Early phase modeling of frontal impacts for crashworthiness: From lumped mass–spring models to Deformation Space Models

(2018) Volker A Lange et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING

Data-driven reduced order modeling for time-dependent problems

(2018) Mengwu Guo et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Limited-memory adaptive snapshot selection for proper orthogonal decomposition

(2016) Geoffrey M. Oxberry et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Model inversion via multi-fidelity Bayesian optimization: a new paradigm for parameter estimation in haemodynamics, and beyond

(2016) Paris Perdikaris et al.   Journal of the Royal Society Interface

Remarks on multi-fidelity surrogates

(2016) Chanyoung Park et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Efficiency enhancement of optimized Latin hypercube sampling strategies: Application to Monte Carlo uncertainty analysis and meta-modeling

(2015) Mohammad Mahdi Rajabi et al.   ADVANCES IN WATER RESOURCES

RECURSIVE CO-KRIGING MODEL FOR DESIGN OF COMPUTER EXPERIMENTS WITH MULTIPLE LEVELS OF FIDELITY

(2014) Loic Le Gratiet et al.   International Journal for Uncertainty Quantification

Shape optimisation for crashworthiness followed by a robustness analysis with respect to shape variables

(2013) Stephan Hunkeler et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Improving variable-fidelity surrogate modeling via gradient-enhanced kriging and a generalized hybrid bridge function

(2012) Zhong-Hua Han et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Alternative Cokriging Method for Variable-Fidelity Surrogate Modeling

(2012) Zhonghua Han et al.   AIAA JOURNAL

Hierarchical Kriging Model for Variable-Fidelity Surrogate Modeling

(2012) Zhong-Hua Han et al.   AIAA JOURNAL

Low-rank incremental methods for computing dominant singular subspaces

(2011) C.G. Baker et al.   LINEAR ALGEBRA AND ITS APPLICATIONS

A two-stage multi-fidelity optimization procedure for honeycomb-type cellular materials

(2010) Guangyong Sun et al.   COMPUTATIONAL MATERIALS SCIENCE

Multi-fidelity optimization for sheet metal forming process

(2010) Guangyong Sun et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Recent advances in surrogate-based optimization

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

Kriging Hyperparameter Tuning Strategies

(2008) D. J. J. Toal et al.   AIAA JOURNAL