Transfer learning based variable-fidelity surrogate model for shell buckling prediction

Data-driven streamline stiffener path optimization (SSPO) for sparse stiffener layout design of non-uniform curved grid-stiffened composite (NCGC) structures

(2020) Dan Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Enhanced variable-fidelity surrogate-based optimization framework by Gaussian process regression and fuzzy clustering

(2020) Kuo Tian et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Issues in Deciding Whether to Use Multifidelity Surrogates

(2019) M. Giselle Fernández-Godino et al.   AIAA JOURNAL

Efficient aerodynamic shape optimization using variable-fidelity surrogate models and multilevel computational grids

(2019) Zhonghua Han et al.   Chinese Journal of Aeronautics

A radial basis function-based multi-fidelity surrogate model: exploring correlation between high-fidelity and low-fidelity models

(2019) Xueguan Song et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Decision tree-based machine learning to optimize the laminate stacking of composite cylinders for maximum buckling load and minimum imperfection sensitivity

(2019) H.N.R. Wagner et al.   COMPOSITE STRUCTURES

Application of deep learning based multi-fidelity surrogate model to robust aerodynamic design optimization

(2019) Jun Tao et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Effect of automated fiber placement (AFP) manufacturing signature on mechanical performance of composite structures

(2019) Minh Hoang Nguyen et al.   COMPOSITE STRUCTURES

Concurrent multi-scale optimization of hybrid composite plates and shells for vibration

(2019) Xiangtao Ma et al.   COMPOSITE STRUCTURES

An active learning method combining Kriging and accelerated chaotic single loop approach (AK-ACSLA) for reliability-based design optimization

(2019) Zeng Meng et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Toward the robust establishment of variable-fidelity surrogate models for hierarchical stiffened shells by two-step adaptive updating approach

(2019) Kuo Tian et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Robust data-driven approach for predicting the configurational energy of high entropy alloys

(2019) Jiaxin Zhang et al.   MATERIALS & DESIGN

Hierarchical anisogrid stiffened composite panel subjected to blast loading: Equivalent theory

(2018) Bei Zhang et al.   COMPOSITE STRUCTURES

Sensitivity analysis for optimization design of non-uniform curved grid-stiffened composite (NCGC) structures

(2018) Dan Wang et al.   COMPOSITE STRUCTURES

Fabrication and testing of composite hierarchical Isogrid stiffened cylinder

(2018) Ming Li et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Cope with diverse data structures in multi-fidelity modeling: A Gaussian process method

(2018) Haitao Liu et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Low-fidelity scale factor improves Bayesian multi-fidelity prediction by reducing bumpiness of discrepancy function

(2018) Chanyoung Park et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Postbuckling analyses and derivations of Knockdown factors for hybrid-grid stiffened cylinders

(2018) Chang-Hoon Sim et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Survey of Multifidelity Methods in Uncertainty Propagation, Inference, and Optimization

(2018) Benjamin Peherstorfer et al.   SIAM REVIEW

An importance learning method for non-probabilistic reliability analysis and optimization

(2018) Zeng Meng et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Tailoring the optimal load-carrying efficiency of hierarchical stiffened shells by competitive sampling

(2018) Kuo Tian et al.   THIN-WALLED STRUCTURES

A high-fidelity approximate model for determining lower-bound buckling loads for stiffened shells

(2017) Kuo Tian et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Task-specific feature extraction and classification of fMRI volumes using a deep neural network initialized with a deep belief network: Evaluation using sensorimotor tasks

(2017) Hojin Jang et al.   NEUROIMAGE

Optimal design of hierarchical grid-stiffened cylindrical shell structures based on linear buckling and nonlinear collapse analyses

(2017) Yunong Zhao et al.   THIN-WALLED STRUCTURES

An active learning metamodeling approach by sequentially exploiting difference information from variable-fidelity models

(2016) Qi Zhou et al.   ADVANCED ENGINEERING INFORMATICS

Deep neural network with weight sparsity control and pre-training extracts hierarchical features and enhances classification performance: Evidence from whole-brain resting-state functional connectivity patterns of schizophrenia

(2016) Junghoe Kim et al.   NEUROIMAGE

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

Post-buckling analyses of variable-stiffness composite cylinders in axial compression

(2015) Simon C. White et al.   COMPOSITE STRUCTURES

Transfer learning using computational intelligence: A survey

(2015) Jie Lu et al.   KNOWLEDGE-BASED SYSTEMS

An adaptive global variable fidelity metamodeling strategy using a support vector regression based scaling function

(2015) Qi Zhou et al.   SIMULATION MODELLING PRACTICE AND THEORY

Effect of structural parameters on design of variable-stiffness composite cylinders made by fiber steering

(2014) Mohammad Rouhi et al.   COMPOSITE STRUCTURES

Multi-fidelity information fusion based on prediction of kriging

(2014) Huachao Dong et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A comparative study of metamodeling methods for the design optimization of variable stiffness composites

(2013) Mahdi Arian Nik et al.   COMPOSITE STRUCTURES

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

Surrogate-based multi-objective optimization of a composite laminate with curvilinear fibers

(2012) Mahdi Arian Nik et al.   COMPOSITE STRUCTURES

SO-MI: A surrogate model algorithm for computationally expensive nonlinear mixed-integer black-box global optimization problems

(2012) Juliane Müller et al.   COMPUTERS & OPERATIONS RESEARCH

Tailoring for strength of composite steered-fibre panels with cutouts

(2010) C.S. Lopes et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Generalized Latin Hypercube Design for Computer Experiments

(2010) Holger Dette et al.   TECHNOMETRICS

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING