SVD enabled data augmentation for machine learning based surrogate modeling of non-linear structures

Siddharth S. Parida; Supratik Bose; Megan Butcher; Georgios Apostolakis; Prashant Shekhar

doi:10.1016/j.engstruct.2023.115600

SVD enabled data augmentation for machine learning based surrogate modeling of non-linear structures

Siddharth S. Parida
, Supratik Bose
, Megan Butcher
, Georgios Apostolakis
, Prashant Shekhar

Embry-Riddle Aeronautical University
Forensic Engineering
Chicago
Department of Civil
University of Central Florida

Research output: Contribution to journal › Article › peer-review

Original language	English
Article number	115600
Journal	Engineering Structures
Volume	280
DOIs	https://doi.org/10.1016/j.engstruct.2023.115600
State	Published - Apr 1 2023
Externally published	Yes

ASJC Scopus Subject Areas

Civil and Structural Engineering

Keywords

Data-augmentation
Deep neural network
Feature representation
Machine learning
Non-linear surrogate modeling
Singular value decomposition

Access to Document

10.1016/j.engstruct.2023.115600

Cite this

@article{282dcb21dcc14f03aa8928924df8cdf4,

title = "SVD enabled data augmentation for machine learning based surrogate modeling of non-linear structures",

keywords = "Data-augmentation, Deep neural network, Feature representation, Machine learning, Non-linear surrogate modeling, Singular value decomposition",

author = "Parida, \{Siddharth S.\} and Supratik Bose and Megan Butcher and Georgios Apostolakis and Prashant Shekhar",

note = "Publisher Copyright: {\textcopyright} 2023 Elsevier Ltd",

year = "2023",

month = apr,

day = "1",

doi = "10.1016/j.engstruct.2023.115600",

language = "English",

volume = "280",

journal = "Engineering Structures",

issn = "0141-0296",

}

TY - JOUR

T1 - SVD enabled data augmentation for machine learning based surrogate modeling of non-linear structures

AU - Parida, Siddharth S.

AU - Bose, Supratik

AU - Butcher, Megan

AU - Apostolakis, Georgios

AU - Shekhar, Prashant

PY - 2023/4/1

Y1 - 2023/4/1

KW - Data-augmentation

KW - Deep neural network

KW - Feature representation

KW - Machine learning

KW - Non-linear surrogate modeling

KW - Singular value decomposition

UR - https://www.scopus.com/pages/publications/85149902226

UR - https://www.scopus.com/pages/publications/85149902226#tab=citedBy

U2 - 10.1016/j.engstruct.2023.115600

DO - 10.1016/j.engstruct.2023.115600

M3 - Article

AN - SCOPUS:85149902226

SN - 0141-0296

VL - 280

JO - Engineering Structures

JF - Engineering Structures

M1 - 115600

ER -

SVD enabled data augmentation for machine learning based surrogate modeling of non-linear structures

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Cite this