{"id":"https://openalex.org/W2167092870","doi":"https://doi.org/10.1109/embc.2012.6346614","title":"A data-driven surrogate model to connect scales between multi-domain biomechanics simulations","display_name":"A data-driven surrogate model to connect scales between multi-domain biomechanics simulations","publication_year":2012,"publication_date":"2012-08-01","ids":{"openalex":"https://openalex.org/W2167092870","doi":"https://doi.org/10.1109/embc.2012.6346614","mag":"2167092870","pmid":"https://pubmed.ncbi.nlm.nih.gov/23366575"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2012.6346614","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2012.6346614","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074930208","display_name":"Gavin Paiva","orcid":null},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"G. Paiva","raw_affiliation_strings":["University of Missouri-Kansas City, Kansas City, MO 64110, USA","University of Missouri, Kansas City, Kansas City, MO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Missouri-Kansas City, Kansas City, MO 64110, USA","institution_ids":["https://openalex.org/I75421653"]},{"raw_affiliation_string":"University of Missouri, Kansas City, Kansas City, MO, USA","institution_ids":["https://openalex.org/I75421653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076816755","display_name":"Sampath Bhashyam","orcid":null},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S. Bhashyam","raw_affiliation_strings":["University of Missouri, Kansas City, Kansas City, MO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Missouri, Kansas City, Kansas City, MO, USA","institution_ids":["https://openalex.org/I75421653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059369139","display_name":"Ganesh Thiagarajan","orcid":"https://orcid.org/0000-0001-5645-232X"},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"G. Thiagarajan","raw_affiliation_strings":["Civil and Mechanical Engineering Department, University of Missouri, Kansas City, Kansas City, MO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil and Mechanical Engineering Department, University of Missouri, Kansas City, Kansas City, MO, USA","institution_ids":["https://openalex.org/I75421653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103133910","display_name":"Reza Derakhshani","orcid":"https://orcid.org/0000-0002-2351-1730"},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"R. Derakhshani","raw_affiliation_strings":["Electrical Engineering and Computer Science Department, University of Missouri, Kansas City, Kansas City, MO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering and Computer Science Department, University of Missouri, Kansas City, Kansas City, MO, USA","institution_ids":["https://openalex.org/I75421653"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011256374","display_name":"Trent M. Guess","orcid":"https://orcid.org/0000-0003-4923-2489"},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"T. Guess","raw_affiliation_strings":["Civil and Mechanical Engineering Department, University of Missouri, Kansas City, Kansas City, MO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil and Mechanical Engineering Department, University of Missouri, Kansas City, Kansas City, MO, USA","institution_ids":["https://openalex.org/I75421653"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I75421653"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"27","issue":null,"first_page":"3077","last_page":"3080"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11372","display_name":"Hydraulic and Pneumatic Systems","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9811000227928162,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/finite-element-method","display_name":"Finite element method","score":0.7976220846176147},{"id":"https://openalex.org/keywords/von-mises-yield-criterion","display_name":"von Mises yield criterion","score":0.6904192566871643},{"id":"https://openalex.org/keywords/multibody-system","display_name":"Multibody system","score":0.576854407787323},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5513446927070618},{"id":"https://openalex.org/keywords/biomechanics","display_name":"Biomechanics","score":0.5235021710395813},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.5022826194763184},{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.4621722102165222},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.43710511922836304},{"id":"https://openalex.org/keywords/experimental-data","display_name":"Experimental data","score":0.43280303478240967},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2895747423171997},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19944274425506592},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1616557240486145},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.10411730408668518},{"id":"https://openalex.org/keywords/classical-mechanics","display_name":"Classical mechanics","score":0.06930014491081238}],"concepts":[{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.7976220846176147},{"id":"https://openalex.org/C155165730","wikidata":"https://www.wikidata.org/wiki/Q1319519","display_name":"von Mises yield criterion","level":3,"score":0.6904192566871643},{"id":"https://openalex.org/C67865112","wikidata":"https://www.wikidata.org/wiki/Q1917564","display_name":"Multibody system","level":2,"score":0.576854407787323},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5513446927070618},{"id":"https://openalex.org/C170700871","wikidata":"https://www.wikidata.org/wiki/Q193378","display_name":"Biomechanics","level":2,"score":0.5235021710395813},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.5022826194763184},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.4621722102165222},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.43710511922836304},{"id":"https://openalex.org/C55037315","wikidata":"https://www.wikidata.org/wiki/Q5421151","display_name":"Experimental data","level":2,"score":0.43280303478240967},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2895747423171997},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19944274425506592},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1616557240486145},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.10411730408668518},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.06930014491081238},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001696","descriptor_name":"Biomechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001696","descriptor_name":"Biomechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001696","descriptor_name":"Biomechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002356","descriptor_name":"Cartilage","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D002356","descriptor_name":"Cartilage","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D002356","descriptor_name":"Cartilage","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020342","descriptor_name":"Finite Element Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020342","descriptor_name":"Finite Element Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020342","descriptor_name":"Finite Element Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2012.6346614","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2012.6346614","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},{"id":"pmid:23366575","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23366575","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W282155574","https://openalex.org/W1569512666","https://openalex.org/W1601795611","https://openalex.org/W1663973292","https://openalex.org/W2002639598","https://openalex.org/W2046733726","https://openalex.org/W2052291250","https://openalex.org/W2066536946","https://openalex.org/W2071137363","https://openalex.org/W2094620913","https://openalex.org/W2098098032"],"related_works":["https://openalex.org/W3014307317","https://openalex.org/W2376802003","https://openalex.org/W2054002217","https://openalex.org/W3101454664","https://openalex.org/W2668228314","https://openalex.org/W2179388855","https://openalex.org/W1984730251","https://openalex.org/W1537355970","https://openalex.org/W2385919353","https://openalex.org/W2067132301"],"abstract_inverted_index":{"A":[0],"data":[1,46],"driven":[2],"surrogate":[3],"was":[4,36],"developed":[5],"to":[6,17,49,57],"bridge":[7],"the":[8,19,45,51,60,66,76],"gap":[9],"between":[10],"finite":[11,67],"element":[12,68],"and":[13,16,44],"multibody":[14,25,77],"modeling":[15],"expand":[18],"information":[20],"available":[21],"from":[22,75],"a":[23,80],"rigid":[24],"cartilage":[26,35],"simulation.":[27],"An":[28],"indentation":[29],"experiment":[30],"performed":[31],"on":[32,71],"canine":[33],"stifle":[34],"modeled":[37],"in":[38],"both":[39],"paradigms":[40],"with":[41,79],"acceptable":[42],"accuracy":[43],"were":[47,55],"used":[48],"create":[50],"surrogate.":[52],"Neural":[53],"networks":[54],"found":[56],"adequately":[58],"approximate":[59],"von":[61],"Mises":[62],"stress":[63],"calculated":[64],"by":[65],"model":[69,78],"based":[70],"force":[72],"values":[73],"provided":[74],"correlation":[81],"coefficient":[82],"over":[83],"0.96.":[84]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
