{"id":"https://openalex.org/W3112128874","doi":"https://doi.org/10.1093/jcde/qwaa079","title":"Approach and application to transfer heterogeneous simulation data from finite element analysis to neural networks","display_name":"Approach and application to transfer heterogeneous simulation data from finite element analysis to neural networks","publication_year":2020,"publication_date":"2020-11-11","ids":{"openalex":"https://openalex.org/W3112128874","doi":"https://doi.org/10.1093/jcde/qwaa079","mag":"3112128874"},"language":"en","primary_location":{"id":"doi:10.1093/jcde/qwaa079","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwaa079","pdf_url":"https://academic.oup.com/jcde/article-pdf/8/1/298/36097533/qwaa079.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://academic.oup.com/jcde/article-pdf/8/1/298/36097533/qwaa079.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069567901","display_name":"Tobias C. Spruegel","orcid":null},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias C Spruegel","raw_affiliation_strings":["Engineering Design, Department of Mechanical Engineering, Friedrich-Alexander-University Erlangen-N\u00fcrnberg, Martensstrasse 9, D-91058 Erlangen, Germany"],"affiliations":[{"raw_affiliation_string":"Engineering Design, Department of Mechanical Engineering, Friedrich-Alexander-University Erlangen-N\u00fcrnberg, Martensstrasse 9, D-91058 Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035595506","display_name":"Sebastian Bickel","orcid":"https://orcid.org/0000-0002-9558-3506"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Sebastian Bickel","raw_affiliation_strings":["Engineering Design, Department of Mechanical Engineering, Friedrich-Alexander-University Erlangen-N\u00fcrnberg, Martensstrasse 9, D-91058 Erlangen, Germany"],"affiliations":[{"raw_affiliation_string":"Engineering Design, Department of Mechanical Engineering, Friedrich-Alexander-University Erlangen-N\u00fcrnberg, Martensstrasse 9, D-91058 Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090786901","display_name":"Benjamin Schleich","orcid":"https://orcid.org/0000-0002-3638-4179"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benjamin Schleich","raw_affiliation_strings":["Engineering Design, Department of Mechanical Engineering, Friedrich-Alexander-University Erlangen-N\u00fcrnberg, Martensstrasse 9, D-91058 Erlangen, Germany"],"affiliations":[{"raw_affiliation_string":"Engineering Design, Department of Mechanical Engineering, Friedrich-Alexander-University Erlangen-N\u00fcrnberg, Martensstrasse 9, D-91058 Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006556787","display_name":"Sandro Wartzack","orcid":"https://orcid.org/0000-0002-0244-5033"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sandro Wartzack","raw_affiliation_strings":["Engineering Design, Department of Mechanical Engineering, Friedrich-Alexander-University Erlangen-N\u00fcrnberg, Martensstrasse 9, D-91058 Erlangen, Germany"],"affiliations":[{"raw_affiliation_string":"Engineering Design, Department of Mechanical Engineering, Friedrich-Alexander-University Erlangen-N\u00fcrnberg, Martensstrasse 9, D-91058 Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5035595506"],"corresponding_institution_ids":["https://openalex.org/I181369854"],"apc_list":{"value":1650,"currency":"USD","value_usd":1650},"apc_paid":{"value":1650,"currency":"USD","value_usd":1650},"fwci":1.4265,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.85575281,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"8","issue":"1","first_page":"298","last_page":"315"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"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":0.782421350479126},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6645541191101074},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.5892254710197449},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.49052780866622925},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4811902642250061},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.45701247453689575},{"id":"https://openalex.org/keywords/dot-product","display_name":"Dot product","score":0.45299527049064636},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4260319471359253},{"id":"https://openalex.org/keywords/smoothed-finite-element-method","display_name":"Smoothed finite element method","score":0.4184283912181854},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3121463656425476},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16135752201080322}],"concepts":[{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.782421350479126},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6645541191101074},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.5892254710197449},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.49052780866622925},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4811902642250061},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.45701247453689575},{"id":"https://openalex.org/C32900221","wikidata":"https://www.wikidata.org/wiki/Q181365","display_name":"Dot product","level":2,"score":0.45299527049064636},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4260319471359253},{"id":"https://openalex.org/C177605945","wikidata":"https://www.wikidata.org/wiki/Q11007230","display_name":"Smoothed finite element method","level":5,"score":0.4184283912181854},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3121463656425476},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16135752201080322},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C63632240","wikidata":"https://www.wikidata.org/wiki/Q1935004","display_name":"Boundary element method","level":3,"score":0.0},{"id":"https://openalex.org/C52890695","wikidata":"https://www.wikidata.org/wiki/Q4949966","display_name":"Boundary knot method","level":4,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/jcde/qwaa079","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwaa079","pdf_url":"https://academic.oup.com/jcde/article-pdf/8/1/298/36097533/qwaa079.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1093/jcde/qwaa079","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwaa079","pdf_url":"https://academic.oup.com/jcde/article-pdf/8/1/298/36097533/qwaa079.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323888","display_name":"Bayerisches Staatsministerium\u00a0f\u00fcr Wirtschaft und Medien,\u00a0Energie und Technologie","ror":"https://ror.org/00rspzk45"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3112128874.pdf","grobid_xml":"https://content.openalex.org/works/W3112128874.grobid-xml"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W18859447","https://openalex.org/W46659105","https://openalex.org/W1554663460","https://openalex.org/W1569512051","https://openalex.org/W1570448133","https://openalex.org/W1578091896","https://openalex.org/W1629010235","https://openalex.org/W1686810756","https://openalex.org/W1978665563","https://openalex.org/W1999993274","https://openalex.org/W2011972735","https://openalex.org/W2025357764","https://openalex.org/W2047403207","https://openalex.org/W2063463366","https://openalex.org/W2076063813","https://openalex.org/W2086103748","https://openalex.org/W2096458486","https://openalex.org/W2158698691","https://openalex.org/W2211722331","https://openalex.org/W2340448432","https://openalex.org/W2394550250","https://openalex.org/W2506843955","https://openalex.org/W2551883569","https://openalex.org/W2611673449","https://openalex.org/W2612690371","https://openalex.org/W2759858010","https://openalex.org/W2765664885","https://openalex.org/W2774433906","https://openalex.org/W2805961047","https://openalex.org/W2812373594","https://openalex.org/W2889055034","https://openalex.org/W2892880750","https://openalex.org/W2914444914","https://openalex.org/W2922858103","https://openalex.org/W2939644740","https://openalex.org/W2963123724","https://openalex.org/W2963352069","https://openalex.org/W2963509914","https://openalex.org/W2964342398","https://openalex.org/W3006614932","https://openalex.org/W3033696290","https://openalex.org/W3046342431","https://openalex.org/W4210478798","https://openalex.org/W4229505208","https://openalex.org/W4234552385","https://openalex.org/W4254819366","https://openalex.org/W4255556797","https://openalex.org/W6637373629","https://openalex.org/W6640300118","https://openalex.org/W6683810861","https://openalex.org/W6697274609","https://openalex.org/W6739778489","https://openalex.org/W6743404815","https://openalex.org/W6763422710","https://openalex.org/W6765018279","https://openalex.org/W6781547393"],"related_works":["https://openalex.org/W4297900412","https://openalex.org/W2069701013","https://openalex.org/W1726655818","https://openalex.org/W1873101094","https://openalex.org/W2367880982","https://openalex.org/W2078790749","https://openalex.org/W1989696490","https://openalex.org/W112999320","https://openalex.org/W2948836745","https://openalex.org/W2012143478"],"abstract_inverted_index":{"Abstract":[0],"The":[1,119,142,177,196],"simulation":[2,46,147,215],"of":[3,10,31,43,70,90,126,155,180,193],"product":[4,13,25],"behavior":[5],"is":[6,121,133],"a":[7,96,105,129,136,156,188,224,236],"vital":[8],"part":[9,192],"current":[11],"virtual":[12],"development.":[14],"It":[15],"can":[16,65,149,161,199,221,231],"be":[17,23,77,108,150,162,201,232],"expected":[18],"that":[19],"soon":[20],"there":[21],"will":[22,107],"more":[24],"simulations":[26,94,115],"due":[27],"to":[28,50,110,116],"the":[29,41,51,68,87,124,139,146,153,182,213,218,233],"availability":[30],"easy-to-use":[32,59],"finite":[33,60,71,92,98,113,157],"element":[34,61,72,93,99,114,158],"analysis":[35],"software":[36,62],"and":[37,74,148,184,230],"computational":[38],"power.":[39],"Consequently,":[40],"amount":[42,89],"accessible":[44],"new":[45,209],"data":[47,183,216],"adds":[48],"up":[49],"already":[52],"existing":[53],"amount.":[54],"However,":[55],"even":[56],"when":[57],"using":[58],"tools,":[63],"errors":[64],"occur":[66],"during":[67],"setup":[69],"simulations,":[73,210],"users":[75],"should":[76],"warned":[78],"about":[79],"certain":[80],"mistakes":[81],"by":[82],"automatic":[83,205,227],"algorithms.":[84],"To":[85],"use":[86],"vast":[88],"available":[91],"for":[95,167,203,208,226,235,239],"data-driven":[97],"support":[100],"tool,":[101],"in":[102,138,223],"this":[103,194],"paper,":[104],"methodology":[106],"presented":[109],"transform":[111],"different":[112],"unified":[117],"matrices.":[118],"procedure":[120],"based":[122,211],"on":[123,212],"projection":[125],"nodes":[127],"onto":[128],"detector":[130],"sphere,":[131],"which":[132],"converted":[134],"into":[135],"matrix":[137],"next":[140],"step.":[141],"generated":[143],"matrices":[144],"represent":[145],"described":[151],"as":[152,164,173],"DNA":[154],"simulation.":[159],"They":[160],"used":[163,202],"an":[165,185,204],"input":[166],"any":[168],"machine":[169],"learning":[170],"model,":[171],"such":[172],"convolutional":[174],"neural":[175],"networks.":[176],"essential":[178],"steps":[179],"preprocessing":[181],"application":[186],"with":[187],"large":[189],"dataset":[190],"are":[191],"contribution.":[195],"trained":[197],"network":[198],"then":[200],"plausibility":[206,228],"check":[207],"previous":[214],"from":[217],"past.":[219],"This":[220],"result":[222],"tool":[225],"checks":[229],"backbone":[234],"feedback":[237],"system":[238],"less":[240],"experienced":[241],"users.":[242]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}