{"id":"https://openalex.org/W4290267116","doi":"https://doi.org/10.1007/s10845-022-01998-x","title":"Recursive encoder network for the automatic analysis of STEP files","display_name":"Recursive encoder network for the automatic analysis of STEP files","publication_year":2022,"publication_date":"2022-08-07","ids":{"openalex":"https://openalex.org/W4290267116","doi":"https://doi.org/10.1007/s10845-022-01998-x"},"language":"en","primary_location":{"id":"doi:10.1007/s10845-022-01998-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10845-022-01998-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10845-022-01998-x.pdf","source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10845-022-01998-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079402350","display_name":"Victoria Miles","orcid":"https://orcid.org/0000-0002-2268-1471"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Victoria Miles","raw_affiliation_strings":["Department of Engineering, Durham University, Stockton Road, Durham, DH1 3LE, UK"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, Durham University, Stockton Road, Durham, DH1 3LE, UK","institution_ids":["https://openalex.org/I190082696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037836168","display_name":"Stefano Giani","orcid":"https://orcid.org/0000-0002-8190-9958"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stefano Giani","raw_affiliation_strings":["Department of Engineering, Durham University, Stockton Road, Durham, DH1 3LE, UK"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, Durham University, Stockton Road, Durham, DH1 3LE, UK","institution_ids":["https://openalex.org/I190082696"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088613689","display_name":"Oliver Vogt","orcid":"https://orcid.org/0000-0002-5746-4493"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Oliver Vogt","raw_affiliation_strings":["Department of Engineering, Durham University, Stockton Road, Durham, DH1 3LE, UK"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, Durham University, Stockton Road, Durham, DH1 3LE, UK","institution_ids":["https://openalex.org/I190082696"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5079402350"],"corresponding_institution_ids":["https://openalex.org/I190082696"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.4871,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.84218118,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"34","issue":"1","first_page":"181","last_page":"196"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9998000264167786,"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":0.9998000264167786,"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/T11245","display_name":"Advanced Numerical Analysis Techniques","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10188","display_name":"Advanced machining processes and optimization","score":0.9890000224113464,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7739852070808411},{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.693782389163971},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.559023916721344},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.5550958514213562},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.49544012546539307},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48787450790405273},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.46985045075416565},{"id":"https://openalex.org/keywords/voxel","display_name":"Voxel","score":0.46899083256721497},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.46265631914138794},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.44126713275909424},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4329730272293091},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.41186124086380005},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3540393114089966},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.2523007392883301},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10205036401748657}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7739852070808411},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.693782389163971},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.559023916721344},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.5550958514213562},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49544012546539307},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48787450790405273},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.46985045075416565},{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.46899083256721497},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.46265631914138794},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.44126713275909424},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4329730272293091},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.41186124086380005},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3540393114089966},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.2523007392883301},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10205036401748657},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s10845-022-01998-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10845-022-01998-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10845-022-01998-x.pdf","source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","raw_type":"journal-article"},{"id":"pmh:oai:dro.dur.ac.uk.OAI2:35861","is_oa":true,"landing_page_url":"http://dro.dur.ac.uk/35861/","pdf_url":"https://durham-repository.worktribe.com/preview/1208764/35861VoR.pdf","source":{"id":"https://openalex.org/S4377196258","display_name":"Durham Research Online (Durham University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I190082696","host_organization_name":"Durham University","host_organization_lineage":["https://openalex.org/I190082696"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Intelligent Manufacturing, 2023, Vol.34(1), pp.181-196 [Peer Reviewed Journal]","raw_type":"Article"},{"id":"pmh:oai:RePEc:spr:joinma:v:34:y:2023:i:1:d:10.1007_s10845-022-01998-x","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10845-022-01998-x","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:durham-repository.worktribe.com:1208736","is_oa":true,"landing_page_url":"https://durham-repository.worktribe.com/output/1208736","pdf_url":null,"source":{"id":"https://openalex.org/S4306400188","display_name":"Durham Research Online (Durham University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I190082696","host_organization_name":"Durham University","host_organization_lineage":["https://openalex.org/I190082696"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1007/s10845-022-01998-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10845-022-01998-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10845-022-01998-x.pdf","source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.550000011920929,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4290267116.pdf","grobid_xml":"https://content.openalex.org/works/W4290267116.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1423339008","https://openalex.org/W1644641054","https://openalex.org/W1686810756","https://openalex.org/W2064675550","https://openalex.org/W2091365875","https://openalex.org/W2211722331","https://openalex.org/W2556802233","https://openalex.org/W2767346351","https://openalex.org/W2797161036","https://openalex.org/W2811099346","https://openalex.org/W2902078856","https://openalex.org/W2947104796","https://openalex.org/W2963355447","https://openalex.org/W2964199361","https://openalex.org/W2982360624","https://openalex.org/W3002505517","https://openalex.org/W6631190155","https://openalex.org/W6679436768"],"related_works":["https://openalex.org/W3027020613","https://openalex.org/W2016533837","https://openalex.org/W3167885074","https://openalex.org/W2892386716","https://openalex.org/W4306164210","https://openalex.org/W1998563493","https://openalex.org/W4313316311","https://openalex.org/W4362608745","https://openalex.org/W2082728368","https://openalex.org/W2383143032"],"abstract_inverted_index":{"Abstract":[0],"Automated":[1],"tools":[2],"which":[3,127],"can":[4,130],"understand":[5],"and":[6,80,124,167,189,198],"interface":[7],"with":[8,156,183],"CAD":[9,171],"(computer-aided":[10],"design)":[11],"models":[12,111],"are":[13],"of":[14,35,47,51,58,61,65,78,82,90,99,112,122,144,165,195],"significant":[15],"research":[16,31,85],"interest":[17],"due":[18],"to":[19,38,75,104,109,161,193],"the":[20,33,45,52,56,66,87,97,120,141,157,202],"potential":[21,158],"for":[22,70,96,140,159,169,204],"improving":[23],"efficiency":[24],"in":[25,44,55,93,117],"manufacturing":[26],"processes.":[27],"At":[28],"present,":[29],"most":[30],"into":[32,86],"use":[34],"artificial":[36,128],"intelligence":[37,129],"interpret":[39],"three-dimensional":[40,59],"data":[41,68],"takes":[42],"input":[43,67],"form":[46,57],"multiple":[48],"two-dimensional":[49],"images":[50],"object":[53],"or":[54],"grids":[60],"voxels.":[62],"The":[63,149],"transformation":[64],"necessary":[69],"these":[71],"approaches":[72],"inevitably":[73],"leads":[74],"some":[76],"loss":[77],"information":[79],"limitations":[81],"resolution.":[83],"Existing":[84],"direct":[88],"analysis":[89,143],"model":[91,155,172],"files":[92,146],"STEP":[94,145],"(standard":[95],"exchange":[98],"product":[100],"data)":[101],"format":[102],"tends":[103],"follow":[105],"a":[106,113,135,153,162,178,205],"rules-based":[107],"approach":[108],"analyse":[110],"certain":[114],"type,":[115],"resulting":[116],"algorithms":[118],"without":[119,201],"benefits":[121],"flexibility":[123],"complex":[125],"understanding":[126],"provide.":[131],"In":[132],"this":[133],"paper,":[134],"novel":[136],"recursive":[137],"encoder":[138,150],"network":[139,151],"automatic":[142],"is":[147,152,175],"presented.":[148],"flexible":[154],"adaptation":[160],"wide":[163],"range":[164],"tasks":[166],"finetuning":[168],"specific":[170],"datasets.":[173],"Performance":[174],"evaluated":[176],"using":[177],"machining":[179],"feature":[180],"classification":[181],"task,":[182],"results":[184],"showing":[185],"accuracy":[186],"approaching":[187],"100%":[188],"training":[190],"time":[191],"comparable":[192],"that":[194],"existing":[196],"multi-view":[197],"voxel-based":[199],"solutions":[200],"need":[203],"GPU.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
