Modular machine learning-based elastoplasticity: Generalization in the context of limited data Article Swipe

View

Jan N. Fuhg , Craig M. Hamel , Kyle Johnson , Reese E. Jones , Nikolaos Bouklas ·

YOU? · · 2023 · Open Access · · DOI: https://doi.org/10.1016/j.cma.2023.115930

Related Topics

Generalization

Modular Design

Computer Science

Artificial Intelligence

Machine Learning

Mathematics

Programming Language

Mathematical Analysis

Paleontology

Concepts

Generalization Modular design Computer science Context (archaeology) Artificial intelligence Machine learning Mathematics Programming language Mathematical analysis Geology Paleontology

Metadata

Type: article
Language: en
Landing Page: https://doi.org/10.1016/j.cma.2023.115930
OA Status: green
Cited By: 51
References: 104
Related Works: 10
OpenAlex ID: https://openalex.org/W4319878959

All OpenAlex metadata

Raw OpenAlex JSON

OpenAlex ID: https://openalex.org/W4319878959

Canonical identifier for this work in OpenAlex
DOI: https://doi.org/10.1016/j.cma.2023.115930

Digital Object Identifier
Title: Modular machine learning-based elastoplasticity: Generalization in the context of limited data

Work title
Type: article

OpenAlex work type
Language: en

Primary language
Publication year: 2023

Year of publication
Publication date: 2023-02-10

Full publication date if available
Authors: Jan N. Fuhg, Craig M. Hamel, Kyle Johnson, Reese E. Jones, Nikolaos Bouklas

List of authors in order
Landing page: https://doi.org/10.1016/j.cma.2023.115930

Publisher landing page
Open access: Yes

Whether a free full text is available
OA status: green

Open access status per OpenAlex
OA URL: https://www.osti.gov/biblio/2311664

Direct OA link when available
Concepts: Generalization, Modular design, Computer science, Context (archaeology), Artificial intelligence, Machine learning, Mathematics, Programming language, Mathematical analysis, Geology, Paleontology

Top concepts (fields/topics) attached by OpenAlex
Cited by: 51

Total citation count in OpenAlex
Citations by year (recent): 2025: 15, 2024: 26, 2023: 10

Per-year citation counts (last 5 years)
References (count): 104

Number of works referenced by this work
Related works (count): 10

Other works algorithmically related by OpenAlex

Full payload

id	https://openalex.org/W4319878959
doi	https://doi.org/10.1016/j.cma.2023.115930
ids.doi	https://doi.org/10.1016/j.cma.2023.115930
ids.openalex	https://openalex.org/W4319878959
fwci	8.10278054
type	article
title	Modular machine learning-based elastoplasticity: Generalization in the context of limited data
biblio.issue
biblio.volume	407
biblio.last_page	115930
biblio.first_page	115930
topics[0].id	https://openalex.org/T11366
topics[0].field.id	https://openalex.org/fields/22
topics[0].field.display_name	Engineering
topics[0].score	0.9991000294685364
topics[0].domain.id	https://openalex.org/domains/3
topics[0].domain.display_name	Physical Sciences
topics[0].subfield.id	https://openalex.org/subfields/2204
topics[0].subfield.display_name	Biomedical Engineering
topics[0].display_name	Elasticity and Material Modeling
topics[1].id	https://openalex.org/T11206
topics[1].field.id	https://openalex.org/fields/31
topics[1].field.display_name	Physics and Astronomy
topics[1].score	0.9958999752998352
topics[1].domain.id	https://openalex.org/domains/3
topics[1].domain.display_name	Physical Sciences
topics[1].subfield.id	https://openalex.org/subfields/3109
topics[1].subfield.display_name	Statistical and Nonlinear Physics
topics[1].display_name	Model Reduction and Neural Networks
topics[2].id	https://openalex.org/T11558
topics[2].field.id	https://openalex.org/fields/22
topics[2].field.display_name	Engineering
topics[2].score	0.9934999942779541
topics[2].domain.id	https://openalex.org/domains/3
topics[2].domain.display_name	Physical Sciences
topics[2].subfield.id	https://openalex.org/subfields/2211
topics[2].subfield.display_name	Mechanics of Materials
topics[2].display_name	Composite Material Mechanics
is_xpac	False
apc_list.value	4840
apc_list.currency	USD
apc_list.value_usd	4840
apc_paid
concepts[0].id	https://openalex.org/C177148314
concepts[0].level	2
concepts[0].score	0.6902783513069153
concepts[0].wikidata	https://www.wikidata.org/wiki/Q170084
concepts[0].display_name	Generalization
concepts[1].id	https://openalex.org/C101468663
concepts[1].level	2
concepts[1].score	0.670758843421936
concepts[1].wikidata	https://www.wikidata.org/wiki/Q1620158
concepts[1].display_name	Modular design
concepts[2].id	https://openalex.org/C41008148
concepts[2].level	0
concepts[2].score	0.5368699431419373
concepts[2].wikidata	https://www.wikidata.org/wiki/Q21198
concepts[2].display_name	Computer science
concepts[3].id	https://openalex.org/C2779343474
concepts[3].level	2
concepts[3].score	0.5078974366188049
concepts[3].wikidata	https://www.wikidata.org/wiki/Q3109175
concepts[3].display_name	Context (archaeology)
concepts[4].id	https://openalex.org/C154945302
concepts[4].level	1
concepts[4].score	0.42729008197784424
concepts[4].wikidata	https://www.wikidata.org/wiki/Q11660
concepts[4].display_name	Artificial intelligence
concepts[5].id	https://openalex.org/C119857082
concepts[5].level	1
concepts[5].score	0.37140288949012756
concepts[5].wikidata	https://www.wikidata.org/wiki/Q2539
concepts[5].display_name	Machine learning
concepts[6].id	https://openalex.org/C33923547
concepts[6].level	0
concepts[6].score	0.3185824751853943
concepts[6].wikidata	https://www.wikidata.org/wiki/Q395
concepts[6].display_name	Mathematics
concepts[7].id	https://openalex.org/C199360897
concepts[7].level	1
concepts[7].score	0.17746689915657043
concepts[7].wikidata	https://www.wikidata.org/wiki/Q9143
concepts[7].display_name	Programming language
concepts[8].id	https://openalex.org/C134306372
concepts[8].level	1
concepts[8].score	0.1343683898448944
concepts[8].wikidata	https://www.wikidata.org/wiki/Q7754
concepts[8].display_name	Mathematical analysis
concepts[9].id	https://openalex.org/C127313418
concepts[9].level	0
concepts[9].score	0.10924801230430603
concepts[9].wikidata	https://www.wikidata.org/wiki/Q1069
concepts[9].display_name	Geology
concepts[10].id	https://openalex.org/C151730666
concepts[10].level	1
concepts[10].score	0.0
concepts[10].wikidata	https://www.wikidata.org/wiki/Q7205
concepts[10].display_name	Paleontology
keywords[0].id	https://openalex.org/keywords/generalization
keywords[0].score	0.6902783513069153
keywords[0].display_name	Generalization
keywords[1].id	https://openalex.org/keywords/modular-design
keywords[1].score	0.670758843421936
keywords[1].display_name	Modular design
keywords[2].id	https://openalex.org/keywords/computer-science
keywords[2].score	0.5368699431419373
keywords[2].display_name	Computer science
keywords[3].id	https://openalex.org/keywords/context
keywords[3].score	0.5078974366188049
keywords[3].display_name	Context (archaeology)
keywords[4].id	https://openalex.org/keywords/artificial-intelligence
keywords[4].score	0.42729008197784424
keywords[4].display_name	Artificial intelligence
keywords[5].id	https://openalex.org/keywords/machine-learning
keywords[5].score	0.37140288949012756
keywords[5].display_name	Machine learning
keywords[6].id	https://openalex.org/keywords/mathematics
keywords[6].score	0.3185824751853943
keywords[6].display_name	Mathematics
keywords[7].id	https://openalex.org/keywords/programming-language
keywords[7].score	0.17746689915657043
keywords[7].display_name	Programming language
keywords[8].id	https://openalex.org/keywords/mathematical-analysis
keywords[8].score	0.1343683898448944
keywords[8].display_name	Mathematical analysis
keywords[9].id	https://openalex.org/keywords/geology
keywords[9].score	0.10924801230430603
keywords[9].display_name	Geology
language	en
locations[0].id	doi:10.1016/j.cma.2023.115930
locations[0].is_oa	False
locations[0].source.id	https://openalex.org/S40006715
locations[0].source.issn	0045-7825, 1879-2138
locations[0].source.type	journal
locations[0].source.is_oa	False
locations[0].source.issn_l	0045-7825
locations[0].source.is_core	True
locations[0].source.is_in_doaj	False
locations[0].source.display_name	Computer Methods in Applied Mechanics and Engineering
locations[0].source.host_organization	https://openalex.org/P4310320990
locations[0].source.host_organization_name	Elsevier BV
locations[0].source.host_organization_lineage	https://openalex.org/P4310320990
locations[0].source.host_organization_lineage_names	Elsevier BV
locations[0].license
locations[0].pdf_url
locations[0].version	publishedVersion
locations[0].raw_type	journal-article
locations[0].license_id
locations[0].is_accepted	True
locations[0].is_published	True
locations[0].raw_source_name	Computer Methods in Applied Mechanics and Engineering
locations[0].landing_page_url	https://doi.org/10.1016/j.cma.2023.115930
locations[1].id	pmh:oai:osti.gov:2311664
locations[1].is_oa	True
locations[1].source.id	https://openalex.org/S4306402487
locations[1].source.issn
locations[1].source.type	repository
locations[1].source.is_oa	False
locations[1].source.issn_l
locations[1].source.is_core	False
locations[1].source.is_in_doaj	False
locations[1].source.display_name	OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)
locations[1].source.host_organization	https://openalex.org/I139351228
locations[1].source.host_organization_name	Office of Scientific and Technical Information
locations[1].source.host_organization_lineage	https://openalex.org/I139351228
locations[1].license
locations[1].pdf_url
locations[1].version	submittedVersion
locations[1].raw_type
locations[1].license_id
locations[1].is_accepted	False
locations[1].is_published	False
locations[1].raw_source_name
locations[1].landing_page_url	https://www.osti.gov/biblio/2311664
indexed_in	crossref
authorships[0].author.id	https://openalex.org/A5058627053
authorships[0].author.orcid	https://orcid.org/0000-0002-5986-3770
authorships[0].author.display_name	Jan N. Fuhg
authorships[0].countries	US
authorships[0].affiliations[0].institution_ids	https://openalex.org/I205783295, https://openalex.org/I4210148073
authorships[0].affiliations[0].raw_affiliation_string	Sibley School of Mechanical and Aerospace Engineering, Cornell University, NY 14853, USA
authorships[0].institutions[0].id	https://openalex.org/I205783295
authorships[0].institutions[0].ror	https://ror.org/05bnh6r87
authorships[0].institutions[0].type	education
authorships[0].institutions[0].lineage	https://openalex.org/I205783295
authorships[0].institutions[0].country_code	US
authorships[0].institutions[0].display_name	Cornell University
authorships[0].institutions[1].id	https://openalex.org/I4210148073
authorships[0].institutions[1].ror	https://ror.org/056jn9s46
authorships[0].institutions[1].type	healthcare
authorships[0].institutions[1].lineage	https://openalex.org/I2799853436, https://openalex.org/I4210148073
authorships[0].institutions[1].country_code	US
authorships[0].institutions[1].display_name	Sibley Memorial Hospital
authorships[0].author_position	first
authorships[0].raw_author_name	Jan Niklas Fuhg
authorships[0].is_corresponding	True
authorships[0].raw_affiliation_strings	Sibley School of Mechanical and Aerospace Engineering, Cornell University, NY 14853, USA
authorships[1].author.id	https://openalex.org/A5077137773
authorships[1].author.orcid	https://orcid.org/0000-0003-4086-9010
authorships[1].author.display_name	Craig M. Hamel
authorships[1].countries	US
authorships[1].affiliations[0].institution_ids	https://openalex.org/I4210104735
authorships[1].affiliations[0].raw_affiliation_string	Sandia National Laboratories Albuquerque, 87185, NM, USA
authorships[1].institutions[0].id	https://openalex.org/I4210104735
authorships[1].institutions[0].ror	https://ror.org/01apwpt12
authorships[1].institutions[0].type	facility
authorships[1].institutions[0].lineage	https://openalex.org/I1330989302, https://openalex.org/I198811213, https://openalex.org/I4210104735
authorships[1].institutions[0].country_code	US
authorships[1].institutions[0].display_name	Sandia National Laboratories
authorships[1].author_position	middle
authorships[1].raw_author_name	Craig M. Hamel
authorships[1].is_corresponding	False
authorships[1].raw_affiliation_strings	Sandia National Laboratories Albuquerque, 87185, NM, USA
authorships[2].author.id	https://openalex.org/A5026819884
authorships[2].author.orcid	https://orcid.org/0000-0001-5126-1399
authorships[2].author.display_name	Kyle Johnson
authorships[2].countries	US
authorships[2].affiliations[0].institution_ids	https://openalex.org/I4210104735
authorships[2].affiliations[0].raw_affiliation_string	Sandia National Laboratories Albuquerque, 87185, NM, USA
authorships[2].institutions[0].id	https://openalex.org/I4210104735
authorships[2].institutions[0].ror	https://ror.org/01apwpt12
authorships[2].institutions[0].type	facility
authorships[2].institutions[0].lineage	https://openalex.org/I1330989302, https://openalex.org/I198811213, https://openalex.org/I4210104735
authorships[2].institutions[0].country_code	US
authorships[2].institutions[0].display_name	Sandia National Laboratories
authorships[2].author_position	middle
authorships[2].raw_author_name	Kyle Johnson
authorships[2].is_corresponding	False
authorships[2].raw_affiliation_strings	Sandia National Laboratories Albuquerque, 87185, NM, USA
authorships[3].author.id	https://openalex.org/A5075985796
authorships[3].author.orcid	https://orcid.org/0000-0002-2332-6279
authorships[3].author.display_name	Reese E. Jones
authorships[3].countries	US
authorships[3].affiliations[0].institution_ids	https://openalex.org/I192454743
authorships[3].affiliations[0].raw_affiliation_string	Sandia National Laboratories Livermore, CA 94551, USA
authorships[3].institutions[0].id	https://openalex.org/I192454743
authorships[3].institutions[0].ror	https://ror.org/058m7ey48
authorships[3].institutions[0].type	facility
authorships[3].institutions[0].lineage	https://openalex.org/I1330989302, https://openalex.org/I1330989302, https://openalex.org/I192454743, https://openalex.org/I198811213, https://openalex.org/I198811213, https://openalex.org/I4210104735
authorships[3].institutions[0].country_code	US
authorships[3].institutions[0].display_name	Sandia National Laboratories California
authorships[3].author_position	middle
authorships[3].raw_author_name	Reese Jones
authorships[3].is_corresponding	False
authorships[3].raw_affiliation_strings	Sandia National Laboratories Livermore, CA 94551, USA
authorships[4].author.id	https://openalex.org/A5063820996
authorships[4].author.orcid	https://orcid.org/0000-0002-3349-5914
authorships[4].author.display_name	Nikolaos Bouklas
authorships[4].countries	US
authorships[4].affiliations[0].institution_ids	https://openalex.org/I205783295, https://openalex.org/I4210148073
authorships[4].affiliations[0].raw_affiliation_string	Sibley School of Mechanical and Aerospace Engineering, Cornell University, NY 14853, USA
authorships[4].affiliations[1].institution_ids	https://openalex.org/I205783295
authorships[4].affiliations[1].raw_affiliation_string	Center for Applied Mathematics, Cornell University, NY 14850, USA
authorships[4].institutions[0].id	https://openalex.org/I205783295
authorships[4].institutions[0].ror	https://ror.org/05bnh6r87
authorships[4].institutions[0].type	education
authorships[4].institutions[0].lineage	https://openalex.org/I205783295
authorships[4].institutions[0].country_code	US
authorships[4].institutions[0].display_name	Cornell University
authorships[4].institutions[1].id	https://openalex.org/I4210148073
authorships[4].institutions[1].ror	https://ror.org/056jn9s46
authorships[4].institutions[1].type	healthcare
authorships[4].institutions[1].lineage	https://openalex.org/I2799853436, https://openalex.org/I4210148073
authorships[4].institutions[1].country_code	US
authorships[4].institutions[1].display_name	Sibley Memorial Hospital
authorships[4].author_position	last
authorships[4].raw_author_name	Nikolaos Bouklas
authorships[4].is_corresponding	False
authorships[4].raw_affiliation_strings	Center for Applied Mathematics, Cornell University, NY 14850, USA, Sibley School of Mechanical and Aerospace Engineering, Cornell University, NY 14853, USA
has_content.pdf	False
has_content.grobid_xml	False
is_paratext	False
open_access.is_oa	True
open_access.oa_url	https://www.osti.gov/biblio/2311664
open_access.oa_status	green
open_access.any_repository_has_fulltext	False
created_date	2025-10-10T00:00:00
display_name	Modular machine learning-based elastoplasticity: Generalization in the context of limited data
has_fulltext	False
is_retracted	False
updated_date	2025-11-06T03:46:38.306776
primary_topic.id	https://openalex.org/T11366
primary_topic.field.id	https://openalex.org/fields/22
primary_topic.field.display_name	Engineering
primary_topic.score	0.9991000294685364
primary_topic.domain.id	https://openalex.org/domains/3
primary_topic.domain.display_name	Physical Sciences
primary_topic.subfield.id	https://openalex.org/subfields/2204
primary_topic.subfield.display_name	Biomedical Engineering
primary_topic.display_name	Elasticity and Material Modeling
related_works	https://openalex.org/W2961085424, https://openalex.org/W4306674287, https://openalex.org/W4387369504, https://openalex.org/W3046775127, https://openalex.org/W4394896187, https://openalex.org/W3170094116, https://openalex.org/W4386462264, https://openalex.org/W3107602296, https://openalex.org/W4364306694, https://openalex.org/W4312192474
cited_by_count	51
counts_by_year[0].year	2025
counts_by_year[0].cited_by_count	15
counts_by_year[1].year	2024
counts_by_year[1].cited_by_count	26
counts_by_year[2].year	2023
counts_by_year[2].cited_by_count	10
locations_count	2
best_oa_location.id	pmh:oai:osti.gov:2311664
best_oa_location.is_oa	True
best_oa_location.source.id	https://openalex.org/S4306402487
best_oa_location.source.issn
best_oa_location.source.type	repository
best_oa_location.source.is_oa	False
best_oa_location.source.issn_l
best_oa_location.source.is_core	False
best_oa_location.source.is_in_doaj	False
best_oa_location.source.display_name	OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)
best_oa_location.source.host_organization	https://openalex.org/I139351228
best_oa_location.source.host_organization_name	Office of Scientific and Technical Information
best_oa_location.source.host_organization_lineage	https://openalex.org/I139351228
best_oa_location.license
best_oa_location.pdf_url
best_oa_location.version	submittedVersion
best_oa_location.raw_type
best_oa_location.license_id
best_oa_location.is_accepted	False
best_oa_location.is_published	False
best_oa_location.raw_source_name
best_oa_location.landing_page_url	https://www.osti.gov/biblio/2311664
primary_location.id	doi:10.1016/j.cma.2023.115930
primary_location.is_oa	False
primary_location.source.id	https://openalex.org/S40006715
primary_location.source.issn	0045-7825, 1879-2138
primary_location.source.type	journal
primary_location.source.is_oa	False
primary_location.source.issn_l	0045-7825
primary_location.source.is_core	True
primary_location.source.is_in_doaj	False
primary_location.source.display_name	Computer Methods in Applied Mechanics and Engineering
primary_location.source.host_organization	https://openalex.org/P4310320990
primary_location.source.host_organization_name	Elsevier BV
primary_location.source.host_organization_lineage	https://openalex.org/P4310320990
primary_location.source.host_organization_lineage_names	Elsevier BV
primary_location.license
primary_location.pdf_url
primary_location.version	publishedVersion
primary_location.raw_type	journal-article
primary_location.license_id
primary_location.is_accepted	True
primary_location.is_published	True
primary_location.raw_source_name	Computer Methods in Applied Mechanics and Engineering
primary_location.landing_page_url	https://doi.org/10.1016/j.cma.2023.115930
publication_date	2023-02-10
publication_year	2023
referenced_works	https://openalex.org/W2899283552, https://openalex.org/W3175293984, https://openalex.org/W3213846592, https://openalex.org/W2759315951, https://openalex.org/W2788484525, https://openalex.org/W2933287546, https://openalex.org/W2963556194, https://openalex.org/W2963870721, https://openalex.org/W3012264837, https://openalex.org/W3015865829, https://openalex.org/W6651017211, https://openalex.org/W2033793034, https://openalex.org/W2133578162, https://openalex.org/W2946680784, https://openalex.org/W6780612524, https://openalex.org/W6622673040, https://openalex.org/W2046284349, https://openalex.org/W1606775516, https://openalex.org/W3015176898, https://openalex.org/W3034987805, https://openalex.org/W3160138438, https://openalex.org/W3047597904, https://openalex.org/W3199814420, https://openalex.org/W4293016734, https://openalex.org/W3215085381, https://openalex.org/W2911846113, https://openalex.org/W3149234073, https://openalex.org/W4205858627, https://openalex.org/W3131608859, https://openalex.org/W2955537869, https://openalex.org/W2996028791, https://openalex.org/W3027561281, https://openalex.org/W3040235575, https://openalex.org/W3129331433, https://openalex.org/W3085104379, https://openalex.org/W2999772350, https://openalex.org/W3028072861, https://openalex.org/W6803387548, https://openalex.org/W3011127381, https://openalex.org/W2261676784, https://openalex.org/W2889287912, https://openalex.org/W2061756614, https://openalex.org/W6665753816, https://openalex.org/W2013721711, https://openalex.org/W2017623863, https://openalex.org/W6730854553, https://openalex.org/W2064834385, https://openalex.org/W4225303591, https://openalex.org/W4316369652, https://openalex.org/W3203198738, https://openalex.org/W45896552, https://openalex.org/W4224981198, https://openalex.org/W2053528755, https://openalex.org/W6712447141, https://openalex.org/W2914666766, https://openalex.org/W3205286199, https://openalex.org/W2034012692, https://openalex.org/W6601307782, https://openalex.org/W2044871161, https://openalex.org/W2106473217, https://openalex.org/W2334406377, https://openalex.org/W2072579279, https://openalex.org/W4214813942, https://openalex.org/W4220929409, https://openalex.org/W2011777324, https://openalex.org/W6785989746, https://openalex.org/W6766978945, https://openalex.org/W6720999240, https://openalex.org/W2064714053, https://openalex.org/W2239292259, https://openalex.org/W2789945132, https://openalex.org/W2953854697, https://openalex.org/W6801733112, https://openalex.org/W2090775600, https://openalex.org/W6782315050, https://openalex.org/W6810144185, https://openalex.org/W3215805530, https://openalex.org/W4289550998, https://openalex.org/W4225094329, https://openalex.org/W812159359, https://openalex.org/W44647132, https://openalex.org/W2259628453, https://openalex.org/W2474689584, https://openalex.org/W2057015206, https://openalex.org/W2042565964, https://openalex.org/W3005560345, https://openalex.org/W3205864813, https://openalex.org/W4221039515, https://openalex.org/W4212774754, https://openalex.org/W2908510526, https://openalex.org/W4327519603, https://openalex.org/W3115358268, https://openalex.org/W2131253769, https://openalex.org/W4388346567, https://openalex.org/W3099276598, https://openalex.org/W3062658395, https://openalex.org/W2725332202, https://openalex.org/W3098912370, https://openalex.org/W601713258, https://openalex.org/W4300448817, https://openalex.org/W1968054301, https://openalex.org/W2963122889, https://openalex.org/W204031898, https://openalex.org/W1574216888
referenced_works_count	104
abstract_inverted_index
cited_by_percentile_year.max	100
cited_by_percentile_year.min	99
corresponding_author_ids	https://openalex.org/A5058627053
countries_distinct_count	1
institutions_distinct_count	5
corresponding_institution_ids	https://openalex.org/I205783295, https://openalex.org/I4210148073
citation_normalized_percentile.value	0.97722162
citation_normalized_percentile.is_in_top_1_percent	False
citation_normalized_percentile.is_in_top_10_percent	True