Development and Validation of a New Anisotropic Visco-Hyperelastic Human Head Finite Element Model Capable of Predicting Multiple Brain Injuries

This paper reports on the latest refinement of the Finite Element Global Human Body Models Consortium 50th percentile (GHBMC M50) adult male head model by the development and incorporation of a new material model into the white matter tissue of the brain. The white matter is represented by an anisot...

Full description

Saved in:
Bibliographic Details
Published inFrontiers in bioengineering and biotechnology Vol. 10; p. 831595
Main Authors Lyu, Ding, Zhou, Runzhou, Lin, Chin-hsu, Prasad, Priya, Zhang, Liying
Format Journal Article
LanguageEnglish
Published Switzerland Frontiers Media S.A 24.03.2022
Subjects
Online AccessGet full text

Cover

Loading…
Abstract This paper reports on the latest refinement of the Finite Element Global Human Body Models Consortium 50th percentile (GHBMC M50) adult male head model by the development and incorporation of a new material model into the white matter tissue of the brain. The white matter is represented by an anisotropic visco-hyperelastic material model capable of simulating direction-dependent response of the brain tissue to further improve the bio-fidelity and injury predictive capability of the model. The parameters representing the material were optimized by comparing model responses to seven experimentally reported strain responses of brains of postmortem human subjects (PMHS) subjected to head impact. The head model was subjected to rigorous validation against experimental data on force–deflection responses in the skull and face, intracranial pressure, and brain strain responses from over 34 PMHS head impact experiments. Crash-induced injury indices (CIIs) for facial bone fracture, skull fracture, cerebral contusion, acute subdural hematomas (ASDHs), and diffuse brain injury were developed by reconstructing 32 PMHS and real-world injury cases with the model. Model predicted maximum principal strain (MPS) and stress were determined as fracture CIIs for compact bone and spongy bones, respectively, in the skull and face. Brain responses in terms of MPS, MPS rates, and pressure distribution in injury producing experimental impacts were determined using the model and analyzed with logistic regression and survival analysis to develop CIIs for brain contusions, diffuse brain injuries, and ASDH. The statistical models using logistic regression and survival analysis showed high accuracy with area under the receiver operating curve greater than 0.8. Because of lack of sufficient moderate diffuse brain injury data, a statistical model was not created, but all indications are that the MPS rate is an essential brain response that discriminates between moderate and severe brain injuries. The authors stated that the current GHBMC M50 v.6.0 is an advanced tool for injury prediction and mitigation of injuries in automotive crashes, sports, recreational, and military environments.
AbstractList This paper reports on the latest refinement of the Finite Element Global Human Body Models Consortium 50th percentile (GHBMC M50) adult male head model by the development and incorporation of a new material model into the white matter tissue of the brain. The white matter is represented by an anisotropic visco-hyperelastic material model capable of simulating direction-dependent response of the brain tissue to further improve the bio-fidelity and injury predictive capability of the model. The parameters representing the material were optimized by comparing model responses to seven experimentally reported strain responses of brains of postmortem human subjects (PMHS) subjected to head impact. The head model was subjected to rigorous validation against experimental data on force-deflection responses in the skull and face, intracranial pressure, and brain strain responses from over 34 PMHS head impact experiments. Crash-induced injury indices (CIIs) for facial bone fracture, skull fracture, cerebral contusion, acute subdural hematomas (ASDHs), and diffuse brain injury were developed by reconstructing 32 PMHS and real-world injury cases with the model. Model predicted maximum principal strain (MPS) and stress were determined as fracture CIIs for compact bone and spongy bones, respectively, in the skull and face. Brain responses in terms of MPS, MPS rates, and pressure distribution in injury producing experimental impacts were determined using the model and analyzed with logistic regression and survival analysis to develop CIIs for brain contusions, diffuse brain injuries, and ASDH. The statistical models using logistic regression and survival analysis showed high accuracy with area under the receiver operating curve greater than 0.8. Because of lack of sufficient moderate diffuse brain injury data, a statistical model was not created, but all indications are that the MPS rate is an essential brain response that discriminates between moderate and severe brain injuries. The authors stated that the current GHBMC M50 v.6.0 is an advanced tool for injury prediction and mitigation of injuries in automotive crashes, sports, recreational, and military environments.
This paper reports on the latest refinement of the Finite Element Global Human Body Models Consortium 50th percentile (GHBMC M50) adult male head model by the development and incorporation of a new material model into the white matter tissue of the brain. The white matter is represented by an anisotropic visco-hyperelastic material model capable of simulating direction-dependent response of the brain tissue to further improve the bio-fidelity and injury predictive capability of the model. The parameters representing the material were optimized by comparing model responses to seven experimentally reported strain responses of brains of postmortem human subjects (PMHS) subjected to head impact. The head model was subjected to rigorous validation against experimental data on force-deflection responses in the skull and face, intracranial pressure, and brain strain responses from over 34 PMHS head impact experiments. Crash-induced injury indices (CIIs) for facial bone fracture, skull fracture, cerebral contusion, acute subdural hematomas (ASDHs), and diffuse brain injury were developed by reconstructing 32 PMHS and real-world injury cases with the model. Model predicted maximum principal strain (MPS) and stress were determined as fracture CIIs for compact bone and spongy bones, respectively, in the skull and face. Brain responses in terms of MPS, MPS rates, and pressure distribution in injury producing experimental impacts were determined using the model and analyzed with logistic regression and survival analysis to develop CIIs for brain contusions, diffuse brain injuries, and ASDH. The statistical models using logistic regression and survival analysis showed high accuracy with area under the receiver operating curve greater than 0.8. Because of lack of sufficient moderate diffuse brain injury data, a statistical model was not created, but all indications are that the MPS rate is an essential brain response that discriminates between moderate and severe brain injuries. The authors stated that the current GHBMC M50 v.6.0 is an advanced tool for injury prediction and mitigation of injuries in automotive crashes, sports, recreational, and military environments.This paper reports on the latest refinement of the Finite Element Global Human Body Models Consortium 50th percentile (GHBMC M50) adult male head model by the development and incorporation of a new material model into the white matter tissue of the brain. The white matter is represented by an anisotropic visco-hyperelastic material model capable of simulating direction-dependent response of the brain tissue to further improve the bio-fidelity and injury predictive capability of the model. The parameters representing the material were optimized by comparing model responses to seven experimentally reported strain responses of brains of postmortem human subjects (PMHS) subjected to head impact. The head model was subjected to rigorous validation against experimental data on force-deflection responses in the skull and face, intracranial pressure, and brain strain responses from over 34 PMHS head impact experiments. Crash-induced injury indices (CIIs) for facial bone fracture, skull fracture, cerebral contusion, acute subdural hematomas (ASDHs), and diffuse brain injury were developed by reconstructing 32 PMHS and real-world injury cases with the model. Model predicted maximum principal strain (MPS) and stress were determined as fracture CIIs for compact bone and spongy bones, respectively, in the skull and face. Brain responses in terms of MPS, MPS rates, and pressure distribution in injury producing experimental impacts were determined using the model and analyzed with logistic regression and survival analysis to develop CIIs for brain contusions, diffuse brain injuries, and ASDH. The statistical models using logistic regression and survival analysis showed high accuracy with area under the receiver operating curve greater than 0.8. Because of lack of sufficient moderate diffuse brain injury data, a statistical model was not created, but all indications are that the MPS rate is an essential brain response that discriminates between moderate and severe brain injuries. The authors stated that the current GHBMC M50 v.6.0 is an advanced tool for injury prediction and mitigation of injuries in automotive crashes, sports, recreational, and military environments.
Author Lin, Chin-hsu
Zhang, Liying
Lyu, Ding
Prasad, Priya
Zhou, Runzhou
AuthorAffiliation 1 Department of Biomedical Engineering , Wayne State University , Detroit , MI , United States
2 General Motors R&D Center , Warren , MI , United States
3 Prasad Engineering, LLC , Plymouth , MI , United States
AuthorAffiliation_xml – name: 2 General Motors R&D Center , Warren , MI , United States
– name: 3 Prasad Engineering, LLC , Plymouth , MI , United States
– name: 1 Department of Biomedical Engineering , Wayne State University , Detroit , MI , United States
Author_xml – sequence: 1
  givenname: Ding
  surname: Lyu
  fullname: Lyu, Ding
– sequence: 2
  givenname: Runzhou
  surname: Zhou
  fullname: Zhou, Runzhou
– sequence: 3
  givenname: Chin-hsu
  surname: Lin
  fullname: Lin, Chin-hsu
– sequence: 4
  givenname: Priya
  surname: Prasad
  fullname: Prasad, Priya
– sequence: 5
  givenname: Liying
  surname: Zhang
  fullname: Zhang, Liying
BackLink https://www.ncbi.nlm.nih.gov/pubmed/35402400$$D View this record in MEDLINE/PubMed
BookMark eNp1ks9u1DAQxiNUREvpA3BBPnLJYjt2NrkglaVlV2qBA_RqTezJ4pXXDnZS1LfgkfHutqhF4mRr_vxGM9_3sjjywWNRvGZ0VlVN-67vbMAZp5zPmorJVj4rTjhv61KwRh49-h8XZyltKKWMy7ls-IviuJKCckHpSfH7I96iC8MW_UjAG3IDzhoYbfAk9ATIZ_xFzr1NYYxhsJrc2KRDubwbMKKDNObQctqCJ0sEQy6ttyOSC4d74HUw6MgCBugc7nhfIxqrR-vX5Hpyox1y-EME68nKb6ZoMb0qnvfgEp7dv6fF98uLb4tlefXl02pxflVqUcuxnOvW9LrrOya45kAraXTf6gYa3jcUZS24EUxDDT2rcr5ru5azXlImWW0MVKfF6sA1ATZqiHYL8U4FsGofCHGtIObtHCoq591cUiE5BWGAgQbBOUdWt5SxRmTW-wNrmLotGp1Xj-CeQJ9mvP2h1uFWNW2TFdkB3t4DYvg5YRrVNp8ZnQOPYUqK16Llss6S5tI3j2f9HfIgaS6YHwp0DClF7JW2417QPNo6xaja-Uft_aN2_lEH_-RO9k_nA_z_PX8AqmPLMw
CitedBy_id crossref_primary_10_1007_s10439_023_03428_2
crossref_primary_10_1016_j_eswa_2024_126343
Cites_doi 10.1016/j.jbiomech.2004.05.004
10.4271/881719
10.1007/s10439-011-0359-5
10.1016/S0021-9290(01)00234-2
10.1080/10255840601003551
10.1016/j.aap.2016.03.013
10.1016/j.actbio.2016.10.036
10.1016/j.jmbbm.2011.03.028
10.4271/851246
10.1016/j.clinbiomech.2018.02.019
10.4271/2013-22-0010
10.4271/751163
10.1016/0021-9290(89)90005-5
10.4271/960099
10.1152/jappl.1957.10.3.493
10.4271/801304
10.3171/jns.2006.104.6.950
10.1016/j.jbiomech.2013.09.001
10.1089/neu.2018.5634
10.1115/1.1449907
10.1016/S0021-9290(97)00092-4
10.1115/1.4025101
10.1115/1.1691446
10.3233/bir-2010-0576
10.1115/1.2354208
10.4271/861896
10.1016/S1474-4422(12)70262-4
10.4271/2001-22-0016
10.4271/2018-22-0007
10.4271/2007-22-0002
10.1115/1.2895703
10.1038/s41598-017-13727-z
10.15585/mmwr.ss6609a1
10.1089/neu.1995.12.689
10.1080/10255840802430587
10.1007/s11831-019-09352-w
10.1093/neurosurgery/53.3.799
10.1089/neu.1995.12.659
10.4271/2003-22-0007
10.1089/neu.2019.29100.abstracts
10.4271/973339
10.4271/922527
10.1227/01.NEU.0000186950.54075.3B
10.1016/j.jmps.2006.05.004
10.1089/neu.2008.0616
10.1016/j.jmbbm.2016.09.020
10.1088/1367-2630/16/7/075002
10.1016/j.jmbbm.2009.09.001
10.1016/j.jbiomech.2013.12.036
10.4271/2001-22-0017
10.4271/2008-22-0001
10.4271/2007-22-0003
10.4271/912907
10.1016/j.medengphy.2007.12.001
10.4271/2014-22-0002
ContentType Journal Article
Copyright Copyright © 2022 Lyu, Zhou, Lin, Prasad and Zhang.
Copyright © 2022 Lyu, Zhou, Lin, Prasad and Zhang. 2022 Lyu, Zhou, Lin, Prasad and Zhang
Copyright_xml – notice: Copyright © 2022 Lyu, Zhou, Lin, Prasad and Zhang.
– notice: Copyright © 2022 Lyu, Zhou, Lin, Prasad and Zhang. 2022 Lyu, Zhou, Lin, Prasad and Zhang
DBID AAYXX
CITATION
NPM
7X8
5PM
DOA
DOI 10.3389/fbioe.2022.831595
DatabaseName CrossRef
PubMed
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
PubMed
MEDLINE - Academic
DatabaseTitleList PubMed


MEDLINE - Academic
CrossRef
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
DocumentTitleAlternate Lyu et al
EISSN 2296-4185
ExternalDocumentID oai_doaj_org_article_057b7504520a4da1aca4222e16901184
PMC8987584
35402400
10_3389_fbioe_2022_831595
Genre Journal Article
GroupedDBID 53G
5VS
9T4
AAFWJ
AAYXX
ACGFS
ACXDI
ADBBV
ADRAZ
AFPKN
ALMA_UNASSIGNED_HOLDINGS
AOIJS
BAWUL
BCNDV
CITATION
DIK
GROUPED_DOAJ
GX1
HYE
KQ8
M48
M~E
OK1
PGMZT
RPM
IPNFZ
NPM
RIG
7X8
5PM
ID FETCH-LOGICAL-c465t-7c9dfcbfb142c2a035dcf9c8a82f80e5642d41ca6af132a0b9b921f501516dda3
IEDL.DBID M48
ISSN 2296-4185
IngestDate Wed Aug 27 01:22:49 EDT 2025
Thu Aug 21 17:59:42 EDT 2025
Fri Jul 11 16:10:53 EDT 2025
Thu Apr 03 07:00:48 EDT 2025
Thu Apr 24 23:05:55 EDT 2025
Tue Jul 01 02:45:50 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords brain injury
brain strain validation
crash induced injury index
GHBMC human head model
risk function
finite element analysis
skull injury
facial injury
Language English
License Copyright © 2022 Lyu, Zhou, Lin, Prasad and Zhang.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c465t-7c9dfcbfb142c2a035dcf9c8a82f80e5642d41ca6af132a0b9b921f501516dda3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
Reviewed by: Namas Chandra, New Jersey Institute of Technology, United States
Edited by: Michelle LaPlaca, Georgia Institute of Technology, United States
Kenneth L. Monson, The University of Utah, United States
This article was submitted to Biomechanics, a section of the journal Frontiers in Bioengineering and Biotechnology
OpenAccessLink http://journals.scholarsportal.info/openUrl.xqy?doi=10.3389/fbioe.2022.831595
PMID 35402400
PQID 2649256229
PQPubID 23479
ParticipantIDs doaj_primary_oai_doaj_org_article_057b7504520a4da1aca4222e16901184
pubmedcentral_primary_oai_pubmedcentral_nih_gov_8987584
proquest_miscellaneous_2649256229
pubmed_primary_35402400
crossref_citationtrail_10_3389_fbioe_2022_831595
crossref_primary_10_3389_fbioe_2022_831595
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2022-03-24
PublicationDateYYYYMMDD 2022-03-24
PublicationDate_xml – month: 03
  year: 2022
  text: 2022-03-24
  day: 24
PublicationDecade 2020
PublicationPlace Switzerland
PublicationPlace_xml – name: Switzerland
PublicationTitle Frontiers in bioengineering and biotechnology
PublicationTitleAlternate Front Bioeng Biotechnol
PublicationYear 2022
Publisher Frontiers Media S.A
Publisher_xml – name: Frontiers Media S.A
References Kleiven (B22) 2007; 51
Allsop (B3) 1988; 97
Ward (B53) 1980; 89
Kang (B20) 1997
Doorly (B8) 2006; 9
Nahum (B32) 1976
Pellman (B37) 2003; 53
Zhang (B56) 2001; 45
Evans (B64) 1957; 10
Feigin (B9) 2013; 12
Hosey (B18) 1981
Meaney (B28) 1995; 12
Trosseille (B49) 1992; 101
Takhounts (B46) 2003; 47
Hardy (B17) 2007; 51
Budday (B5) 2017; 48
Abolfathi (B1) 2009; 12
Lee (B60) 1989; 22
Yoganandan (B55) 1995; 12
Gayzik (B13) 2011; 39
Mertz (B29) 1996
Ward (B54) 1975
Franceschini (B11) 2006; 54
Chatelin (B6) 2010; 47
Giordano (B14) 2014; 47
Zhang (B57) 2004; 126
Prasad (B41) 1985; 94
Zhou (B59) 2018; 62
Prange (B40) 2002; 124
Taylor (B48) 2017; 66
Nahum (B33) 1977
Allsop (B2) 1991; 100
Zhao (B58) 2019; 36
Budday (B4) 2019; 27
Takhounts (B45) 2013; 57
Depreitere (B7) 2006; 104
Feng (B10) 2017; 65
Miller (B31) 2002; 35
Pogoda (B38) 2014; 16
Takhounts (B47) 2008; 52
van Dommelen (B50) 2010; 3
Monson (B61) 2005; 38
Natali (B34) 2008; 30
Libertiaux (B23) 2011; 4
Mao (B25) 2010; 27
Jin (B19) 2013; 46
Viano (B51) 2005; 57
MacManus (B24) 2017; 7
Ning (B35) 2006; 128
Sanchez (B44) 2019; 64
Nyquist (B36) 1986; 95
Giordano (B15) 2014; 58
Sahoo (B43) 2016; 92
Zhang (B62) 2019; 36
King (B21) 2003
Mao (B26) 2013; 135
Miller (B30) 1997; 30
Hardy (B16) 2001; 45
Boruah (B63) 2013; 13
Ruan (B42) 1994; 116
Franklyn (B12) 2005
References_xml – volume: 38
  start-page: 737
  year: 2005
  ident: B61
  article-title: Significance of Source and Size in the Mechanical Response of Human Cerebral Blood Vessels
  publication-title: J. Biomech.
  doi: 10.1016/j.jbiomech.2004.05.004
– volume: 97
  start-page: 1224
  year: 1988
  ident: B3
  article-title: Facial Impact Response - A Comparison of the Hybrid III Dummy and Human Cadaver
  publication-title: SAE Trans.
  doi: 10.4271/881719
– volume: 39
  start-page: 2568
  year: 2011
  ident: B13
  article-title: Development of a Full Body CAD Dataset for Computational Modeling: A Multi-Modality Approach
  publication-title: Ann. Biomed. Eng.
  doi: 10.1007/s10439-011-0359-5
– volume: 35
  start-page: 483
  year: 2002
  ident: B31
  article-title: Mechanical Properties of Brain Tissue in Tension
  publication-title: J. Biomech.
  doi: 10.1016/S0021-9290(01)00234-2
– volume: 9
  start-page: 371
  year: 2006
  ident: B8
  article-title: The Use of Accident Reconstruction for the Analysis of Traumatic Brain Injury Due to Head Impacts Arising from Falls
  publication-title: Comp. Methods Biomech. Biomed. Eng.
  doi: 10.1080/10255840601003551
– volume: 92
  start-page: 53
  year: 2016
  ident: B43
  article-title: Brain Injury Tolerance Limit Based on Computation of Axonal Strain
  publication-title: Accid. Anal. Prev.
  doi: 10.1016/j.aap.2016.03.013
– volume: 48
  start-page: 319
  year: 2017
  ident: B5
  article-title: Mechanical Characterization of Human Brain Tissue
  publication-title: Acta Biomater.
  doi: 10.1016/j.actbio.2016.10.036
– volume: 4
  start-page: 1177
  year: 2011
  ident: B23
  article-title: Experimental Verification of Brain Tissue Incompressibility Using Digital Image Correlation
  publication-title: J. Mech. Behav. Biomed. Mater.
  doi: 10.1016/j.jmbbm.2011.03.028
– volume: 94
  start-page: 106
  year: 1985
  ident: B41
  article-title: The Position of the United States Delegation to the ISO Working Group 6 on the Use of HIC in the Automotive Environment
  publication-title: SAE Trans.
  doi: 10.4271/851246
– volume: 64
  start-page: 82
  year: 2019
  ident: B44
  article-title: A Reanalysis of Football Impact Reconstructions for Head Kinematics and Finite Element Modeling
  publication-title: Clin. Biomech.
  doi: 10.1016/j.clinbiomech.2018.02.019
– volume: 57
  start-page: 243
  year: 2013
  ident: B45
  article-title: Development of Brain Injury Criteria (BrIC)
  publication-title: Stapp car crash J.
  doi: 10.4271/2013-22-0010
– start-page: 3238
  year: 1975
  ident: B54
  article-title: The Development of a Detailed Finite Element Brain Model
  publication-title: SAE Trans.
  doi: 10.4271/751163
– volume: 22
  start-page: 537
  year: 1989
  ident: B60
  article-title: Insensitivity of Tensile Failure Properties of Human Bridging Veins to Strain Rate: Implications in Biomechanics of Subdural Hematoma
  publication-title: J. Biomech
  doi: 10.1016/0021-9290(89)90005-5
– start-page: 26
  year: 1996
  ident: B29
  article-title: Head Injury Risk Assessment for Forehead Impacts
  publication-title: SAE Trans.
  doi: 10.4271/960099
– volume: 10
  start-page: 493
  year: 1957
  ident: B64
  article-title: Tensile and Compressive Strength of Human Parietal Bone
  publication-title: J Appl Physiol.
  doi: 10.1152/jappl.1957.10.3.493
– volume-title: An Experimental Model for Closed Head Impact Injury
  year: 1976
  ident: B32
– volume: 89
  start-page: 3867
  year: 1980
  ident: B53
  article-title: Intracranial Pressure-A Brain Injury Criterion
  publication-title: SAE Trans.
  doi: 10.4271/801304
– volume: 104
  start-page: 950
  year: 2006
  ident: B7
  article-title: Mechanics of Acute Subdural Hematomas Resulting from Bridging Vein Rupture
  publication-title: Jns
  doi: 10.3171/jns.2006.104.6.950
– volume: 46
  start-page: 2795
  year: 2013
  ident: B19
  article-title: A Comprehensive Experimental Study on Material Properties of Human Brain Tissue
  publication-title: J. Biomech.
  doi: 10.1016/j.jbiomech.2013.09.001
– volume: 36
  start-page: 250
  year: 2019
  ident: B58
  article-title: White Matter Anisotropy for Impact Simulation and Response Sampling in Traumatic Brain Injury
  publication-title: J. neurotrauma
  doi: 10.1089/neu.2018.5634
– volume: 124
  start-page: 244
  year: 2002
  ident: B40
  article-title: Regional, Directional, and Age-dependent Properties of the Brain Undergoing Large Deformation
  publication-title: J. biomechanical Eng.
  doi: 10.1115/1.1449907
– volume: 30
  start-page: 1115
  year: 1997
  ident: B30
  article-title: Constitutive Modelling of Brain Tissue: Experiment and Theory
  publication-title: J. Biomech.
  doi: 10.1016/S0021-9290(97)00092-4
– start-page: 379
  volume-title: Finite Elements in Biomechanics
  year: 1981
  ident: B18
  article-title: A Homeomorphic Finite Element Model of the Human Head and Neck
– volume: 135
  start-page: 111002
  year: 2013
  ident: B26
  article-title: Development of a Finite Element Human Head Model Partially Validated with Thirty Five Experimental Cases
  publication-title: J. biomechanical Eng.
  doi: 10.1115/1.4025101
– volume: 126
  start-page: 226
  year: 2004
  ident: B57
  article-title: A Proposed Injury Threshold for Mild Traumatic Brain Injury
  publication-title: J. biomechanical Eng.
  doi: 10.1115/1.1691446
– volume: 47
  start-page: 255
  year: 2010
  ident: B6
  article-title: Fifty Years of Brain Tissue Mechanical Testing: from In Vitro to In Vivo Investigations
  publication-title: Biorheology
  doi: 10.3233/bir-2010-0576
– volume: 128
  start-page: 925
  year: 2006
  ident: B35
  article-title: A Transversely Isotropic Viscoelastic Constitutive Equation for Brainstem Undergoing Finite Deformation
  publication-title: J. biomechanical Eng.
  doi: 10.1115/1.2354208
– volume: 95
  start-page: 850
  year: 1986
  ident: B36
  article-title: Facial Impact Tolerance and Response
  publication-title: SAE Trans.
  doi: 10.4271/861896
– volume: 12
  start-page: 53
  year: 2013
  ident: B9
  article-title: Incidence of Traumatic Brain Injury in New Zealand: a Population-Based Study
  publication-title: Lancet Neurol.
  doi: 10.1016/S1474-4422(12)70262-4
– volume: 45
  start-page: 337
  year: 2001
  ident: B16
  article-title: Investigation of Head Injury Mechanisms Using Neutral Density Technology and High-Speed Biplanar X-ray
  publication-title: Stapp car crash J.
  doi: 10.4271/2001-22-0016
– volume: 62
  start-page: 293
  year: 2018
  ident: B59
  article-title: A Reanalysis of Experimental Brain Strain Data: Implication for Finite Element Head Model Validation
  publication-title: Stapp car crash J.
  doi: 10.4271/2018-22-0007
– volume: 51
  start-page: 17
  year: 2007
  ident: B17
  article-title: A Study of the Response of the Human Cadaver Head to Impact
  publication-title: Stapp car crash J.
  doi: 10.4271/2007-22-0002
– volume: 116
  start-page: 44
  year: 1994
  ident: B42
  article-title: Dynamic Response of the Human Head to Impact by Three-Dimensional Finite Element Analysis
  publication-title: J. biomechanical Eng.
  doi: 10.1115/1.2895703
– volume: 7
  start-page: 13729
  year: 2017
  ident: B24
  article-title: Region and Species Dependent Mechanical Properties of Adolescent and Young Adult Brain Tissue
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-017-13727-z
– volume: 66
  start-page: 1
  year: 2017
  ident: B48
  article-title: Traumatic Brain Injury-Related Emergency Department Visits, Hospitalizations, and Deaths - United States, 2007 and 2013
  publication-title: MMWR Surveill. Summ.
  doi: 10.15585/mmwr.ss6609a1
– volume: 12
  start-page: 689
  year: 1995
  ident: B28
  article-title: Biomechanical Analysis of Experimental Diffuse Axonal Injury
  publication-title: J. neurotrauma
  doi: 10.1089/neu.1995.12.689
– volume: 12
  start-page: 249
  year: 2009
  ident: B1
  article-title: A Micromechanical Procedure for Modelling the Anisotropic Mechanical Properties of Brain white Matter
  publication-title: Comp. Methods Biomech. Biomed. Eng.
  doi: 10.1080/10255840802430587
– volume: 27
  start-page: 1187
  year: 2019
  ident: B4
  article-title: Fifty Shades of Brain: a Review on the Mechanical Testing and Modeling of Brain Tissue
  publication-title: Arch. Computat Methods Eng.
  doi: 10.1007/s11831-019-09352-w
– volume: 53
  start-page: 799
  year: 2003
  ident: B37
  article-title: Concussion in Professional Football: Reconstruction of Game Impacts and Injuries
  publication-title: Neurosurgery
  doi: 10.1093/neurosurgery/53.3.799
– volume: 12
  start-page: 659
  year: 1995
  ident: B55
  article-title: Biomechanics of Skull Fracture
  publication-title: J. neurotrauma
  doi: 10.1089/neu.1995.12.659
– start-page: 1
  volume-title: Stapp Car Crash J.
  year: 2005
  ident: B12
  article-title: Analysis of Finite Element Models for Head Injury Investigation: Reconstruction of Four Real-World Impacts
– volume: 47
  start-page: 107
  year: 2003
  ident: B46
  article-title: On the Development of the SIMon Finite Element Head Model
  publication-title: Stapp car crash J.
  doi: 10.4271/2003-22-0007
– volume: 36
  start-page: A38
  year: 2019
  ident: B62
  article-title: Validation of the Strain Response in the Brain: Recent Update of the GHBMC M50 Head Model
  publication-title: J. Neurotrauma
  doi: 10.1089/neu.2019.29100.abstracts
– start-page: 3849
  year: 1997
  ident: B20
  article-title: Validation of a 3D Anatomic Human Head Model and Replication of Head Impact in Motorcycle Accident by Finite Element Modeling
  publication-title: SAE Trans.
  doi: 10.4271/973339
– volume: 101
  start-page: 1801
  year: 1992
  ident: B49
  article-title: Development of a F.E.M. Of the Human Head According to a Specific Test Protocol
  publication-title: SAE Trans.
  doi: 10.4271/922527
– volume: 57
  start-page: 891
  year: 2005
  ident: B51
  article-title: Concussion in Professional Football: Brain Responses by Finite Element Analysis: Part 9
  publication-title: Neurosurgery
  doi: 10.1227/01.NEU.0000186950.54075.3B
– volume-title: Intracranial Pressure Dynamics during Head Impact
  year: 1977
  ident: B33
– volume: 54
  start-page: 2592
  year: 2006
  ident: B11
  article-title: Brain Tissue Deforms Similarly to Filled Elastomers and Follows Consolidation Theory
  publication-title: J. Mech. Phys. Sol.
  doi: 10.1016/j.jmps.2006.05.004
– volume: 27
  start-page: 877
  year: 2010
  ident: B25
  article-title: Finite Element Analysis of Controlled Cortical Impact Induced Cell Loss
  publication-title: J. Neurotrauma
  doi: 10.1089/neu.2008.0616
– volume: 65
  start-page: 490
  year: 2017
  ident: B10
  article-title: Characterizing white Matter Tissue in Large Strain via Asymmetric Indentation and Inverse Finite Element Modeling
  publication-title: J. Mech. Behav. Biomed. Mater.
  doi: 10.1016/j.jmbbm.2016.09.020
– volume: 16
  start-page: 075002
  year: 2014
  ident: B38
  article-title: Compression Stiffening of Brain and its Effect on Mechanosensing by Glioma Cells
  publication-title: New J. Phys.
  doi: 10.1088/1367-2630/16/7/075002
– volume: 3
  start-page: 158
  year: 2010
  ident: B50
  article-title: Mechanical Properties of Brain Tissue by Indentation: Interregional Variation
  publication-title: J. Mech. Behav. Biomed. Mater.
  doi: 10.1016/j.jmbbm.2009.09.001
– volume: 47
  start-page: 1052
  year: 2014
  ident: B14
  article-title: The Influence of Anisotropy on Brain Injury Prediction
  publication-title: J. Biomech.
  doi: 10.1016/j.jbiomech.2013.12.036
– volume-title: Proc. IRCOBI Conference
  year: 2003
  ident: B21
  article-title: Is Head Injury Caused by Linear or Angular Acceleration
– volume: 45
  start-page: 369
  year: 2001
  ident: B56
  article-title: Recent Advances in Brain Injury Research: A New Human Head Model Development and Validation
  publication-title: Stapp car crash J.
  doi: 10.4271/2001-22-0017
– volume: 13
  start-page: 497
  year: 2013
  ident: B63
  article-title: Response of Human Skull Bone to Dynamic Compressive Loading
– volume: 52
  start-page: 1
  year: 2008
  ident: B47
  article-title: Investigation of Traumatic Brain Injuries Using the Next Generation of Simulated Injury Monitor (SIMon) Finite Element Head Model
  publication-title: Stapp car crash J.
  doi: 10.4271/2008-22-0001
– volume: 51
  start-page: 81
  year: 2007
  ident: B22
  article-title: Predictors for Traumatic Brain Injuries Evaluated through Accident Reconstructions
  publication-title: Stapp car crash J.
  doi: 10.4271/2007-22-0003
– volume: 100
  start-page: 2009
  year: 1991
  ident: B2
  article-title: Force/Deflection and Fracture Characteristics of the Temporo-Parietal Region of the Human Head
  publication-title: SAE Trans.
  doi: 10.4271/912907
– volume: 30
  start-page: 905
  year: 2008
  ident: B34
  article-title: Constitutive Modelling of Inelastic Behaviour of Cortical Bone
  publication-title: Med. Eng. Phys.
  doi: 10.1016/j.medengphy.2007.12.001
– volume: 58
  start-page: 29
  year: 2014
  ident: B15
  article-title: Evaluation of Axonal Strain as a Predictor for Mild Traumatic Brain Injuries Using Finite Element Modeling
  publication-title: Stapp car crash J.
  doi: 10.4271/2014-22-0002
SSID ssj0001257582
Score 2.2371995
Snippet This paper reports on the latest refinement of the Finite Element Global Human Body Models Consortium 50th percentile (GHBMC M50) adult male head model by the...
SourceID doaj
pubmedcentral
proquest
pubmed
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
Enrichment Source
StartPage 831595
SubjectTerms Bioengineering and Biotechnology
brain injury
brain strain validation
facial injury
finite element analysis
GHBMC human head model
skull injury
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LT9wwELYQp_ZQlT5DAU2lniqlbLz2bnwExGpbiYpDQdysiR9qqlWCdpf_0Z_MTBxW2QqVC9c8Lc_Y883D3wjxRcqpd97pPKigcvI3FO2DweROlq4kgxZ1d3zs4udkfqV-3OibQasvrglL9MBp4o4JT1RMQa7lCJXHAh1y1CJweofAcccESjZv4Eyl6ArBkFKmNCZ5YeY4VnXLtJhSfivHZMP1liHq-PofA5n_1koOjM_stXjVo0Y4SaPdEzuheSNeDrgE34q_g_IfwMbDNSHs1DAJ2ggItJ3BSVOv2vWyva0dXNcr1-Zz8kP5PAvTNUMX0Yc5iR1mNYNROE_V5cAt0xZwRpa1WgT-3uWSMzxcMw0XfU0inHK7Cfje_OE2eKt34mp2_utsnvftFnKnJnqdT53x0VWRw0JO4misvYvGlVjKSPLT5Kl4VTicYCQXFkeVqYwsoiZAUUy8x_F7sdu0TfgoQGvUUWIgLBHVOBr0usCpdlpHTtPpTIwe5t66noucW2IsLPkkLC7bicuyuGwSVya-bl65TUQc_3v4lAW6eZA5tLsLpFm21yz7lGZl4vODOlhac5xIwSa0dytLINIQVJTSZOJDUo_NrziOxnW5mZhuKc7WWLbvNPXvjte7NOQ8lmr_OQb_Sbzg-eBqOakOxO56eRcOCT6tq6NupdwDvZ8Ycg
  priority: 102
  providerName: Directory of Open Access Journals
Title Development and Validation of a New Anisotropic Visco-Hyperelastic Human Head Finite Element Model Capable of Predicting Multiple Brain Injuries
URI https://www.ncbi.nlm.nih.gov/pubmed/35402400
https://www.proquest.com/docview/2649256229
https://pubmed.ncbi.nlm.nih.gov/PMC8987584
https://doaj.org/article/057b7504520a4da1aca4222e16901184
Volume 10
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9NAEB6VcoEDKm_zqBaJE5JLvNm1vYeqaqtGASmIA6l6s9b7KEaRXexUgn_BT-7M2okSFCGufntnxvPNw98AvOc8s8YaGTvhRIzxhsDvoFOx4bnJ0aF5GX4fm31Jp3Px-Upe7cFqvNWwgN3O0I7mSc3bxdGvn79P0OCPKeJEf_vRl1VDjJecH-VjdM_yHtxHx5SRnc4GtN-nXBCbhPFRnKs0JtqWvs65-ypbnioQ-u9CoX83U254p8kBPBpgJTvt9eAx7Ln6CTzcIBt8Cn82-oOYri27RAjeT1RijWea4feOndZV1yzb5qYy7LLqTBNPMVClH16Iz5mFlD-bol6wSUVolV307eeMZqot2Dm63nLh6HpfWyoBUVM1mw1Ni-yM5lGwT_UPmpPXPYP55OLb-TQe5jHERqRyGWdGWW9KT3kjw_VoLK3xyuQ65x4FLDGUsSIxOtUeY1w9KlWpeOIlIo4ktVaPn8N-3dTuJTAptfRcOwQbXoy90lYmOpNGSk91PBnBaLX2hRnIymlmxqLAoIXEVQRxFSSuohdXBB_Wp9z0TB3_OviMBLo-kEi2w4amvS4Gmy0QypbEfi_5SAurE200JcwcVRYxLhMRvFupQ4FGSZUWXbvmtisQZSrEkqhmEbzo1WN9K0q0UeNuBNmW4mw9y_aeuvoeiL9zhdFlLl79x31fwwN6XeqW4-IN7C_bW_cW4dOyPAxph8NgGnfQSRpP
linkProvider Scholars Portal
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Development+and+Validation+of+a+New+Anisotropic+Visco-Hyperelastic+Human+Head+Finite+Element+Model+Capable+of+Predicting+Multiple+Brain+Injuries&rft.jtitle=Frontiers+in+bioengineering+and+biotechnology&rft.au=Lyu%2C+Ding&rft.au=Zhou%2C+Runzhou&rft.au=Lin%2C+Chin-Hsu&rft.au=Prasad%2C+Priya&rft.date=2022-03-24&rft.issn=2296-4185&rft.eissn=2296-4185&rft.volume=10&rft.spage=831595&rft_id=info:doi/10.3389%2Ffbioe.2022.831595&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2296-4185&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2296-4185&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2296-4185&client=summon