{"id":"https://openalex.org/W4392907445","doi":"https://doi.org/10.1115/1.4065092","title":"Diffusion Generative Model-Based Learning for Smart Layer-Wise Monitoring of Additive Manufacturing","display_name":"Diffusion Generative Model-Based Learning for Smart Layer-Wise Monitoring of Additive Manufacturing","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392907445","doi":"https://doi.org/10.1115/1.4065092"},"language":"en","primary_location":{"id":"doi:10.1115/1.4065092","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4065092","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/24/6/060903/7330092/jcise_24_6_060903.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/24/6/060903/7330092/jcise_24_6_060903.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093030165","display_name":"Emmanuel Yangue","orcid":null},"institutions":[{"id":"https://openalex.org/I115475287","display_name":"Oklahoma State University","ror":"https://ror.org/01g9vbr38","country_code":"US","type":"education","lineage":["https://openalex.org/I115475287"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emmanuel Yangue","raw_affiliation_strings":["Oklahoma State University School of Industrial Engineering and Management, , Stillwater, OK 74078"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oklahoma State University School of Industrial Engineering and Management, , Stillwater, OK 74078","institution_ids":["https://openalex.org/I115475287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017118826","display_name":"Durant Fullington","orcid":null},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Durant Fullington","raw_affiliation_strings":["Mississippi State University Department of Industrial & Systems Engineering, , Mississippi State, MS 39762"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mississippi State University Department of Industrial & Systems Engineering, , Mississippi State, MS 39762","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041346430","display_name":"Owen F. Smith","orcid":null},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Owen Smith","raw_affiliation_strings":["Mississippi State University Department of Industrial & Systems Engineering, , Mississippi State, MS 39762"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mississippi State University Department of Industrial & Systems Engineering, , Mississippi State, MS 39762","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026893647","display_name":"Wenmeng Tian","orcid":"https://orcid.org/0000-0002-3462-0692"},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wenmeng Tian","raw_affiliation_strings":["Mississippi State University Department of Industrial & Systems Engineering, , Mississippi State, MS 39762"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mississippi State University Department of Industrial & Systems Engineering, , Mississippi State, MS 39762","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003491617","display_name":"Chenang Liu","orcid":"https://orcid.org/0000-0002-6571-0682"},"institutions":[{"id":"https://openalex.org/I115475287","display_name":"Oklahoma State University","ror":"https://ror.org/01g9vbr38","country_code":"US","type":"education","lineage":["https://openalex.org/I115475287"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chenang Liu","raw_affiliation_strings":["Oklahoma State University School of Industrial Engineering and Management, , Stillwater, OK 74078"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oklahoma State University School of Industrial Engineering and Management, , Stillwater, OK 74078","institution_ids":["https://openalex.org/I115475287"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3077,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.87494301,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"24","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10783","display_name":"Additive Manufacturing and 3D Printing Technologies","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10783","display_name":"Additive Manufacturing and 3D Printing Technologies","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10705","display_name":"Additive Manufacturing Materials and Processes","score":0.9966999888420105,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9897000193595886,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5815804600715637},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5651787519454956},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5305386185646057},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5205557942390442},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5130358934402466},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.4380779564380646},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4322412610054016},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42899084091186523},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.42669904232025146},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.42251908779144287},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.3855847716331482},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3622841536998749},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.359188973903656},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3009895086288452},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24253365397453308},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1809595227241516}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5815804600715637},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5651787519454956},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5305386185646057},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5205557942390442},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5130358934402466},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4380779564380646},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4322412610054016},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42899084091186523},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.42669904232025146},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.42251908779144287},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3855847716331482},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3622841536998749},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.359188973903656},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3009895086288452},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24253365397453308},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1809595227241516},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4065092","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4065092","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/24/6/060903/7330092/jcise_24_6_060903.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1115/1.4065092","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4065092","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/24/6/060903/7330092/jcise_24_6_060903.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392907445.pdf"},"referenced_works_count":72,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2040806210","https://openalex.org/W2046119925","https://openalex.org/W2080574972","https://openalex.org/W2130328698","https://openalex.org/W2148143831","https://openalex.org/W2159269332","https://openalex.org/W2559655401","https://openalex.org/W2593414223","https://openalex.org/W2604272474","https://openalex.org/W2612690371","https://openalex.org/W2739748921","https://openalex.org/W2782812883","https://openalex.org/W2788053000","https://openalex.org/W2788826596","https://openalex.org/W2884601396","https://openalex.org/W2908510526","https://openalex.org/W2919115771","https://openalex.org/W2951205031","https://openalex.org/W2952745707","https://openalex.org/W2963684088","https://openalex.org/W2965169693","https://openalex.org/W2985060393","https://openalex.org/W3007634147","https://openalex.org/W3093862428","https://openalex.org/W3096831136","https://openalex.org/W3110257065","https://openalex.org/W3119280808","https://openalex.org/W3121370741","https://openalex.org/W3148400730","https://openalex.org/W3155072588","https://openalex.org/W3158938058","https://openalex.org/W3173537256","https://openalex.org/W3177730877","https://openalex.org/W3200838293","https://openalex.org/W3209845259","https://openalex.org/W3212731528","https://openalex.org/W3213070501","https://openalex.org/W4206553219","https://openalex.org/W4206566734","https://openalex.org/W4210436948","https://openalex.org/W4212774754","https://openalex.org/W4214642793","https://openalex.org/W4226320864","https://openalex.org/W4228999186","https://openalex.org/W4281479374","https://openalex.org/W4282831873","https://openalex.org/W4283382678","https://openalex.org/W4287828524","https://openalex.org/W4311595590","https://openalex.org/W4312770055","https://openalex.org/W4320040123","https://openalex.org/W4321789148","https://openalex.org/W4366688184","https://openalex.org/W4381741414","https://openalex.org/W4382517806","https://openalex.org/W4387195417","https://openalex.org/W4387463173","https://openalex.org/W4401158450","https://openalex.org/W6685352114","https://openalex.org/W6734209382","https://openalex.org/W6741832134","https://openalex.org/W6748541206","https://openalex.org/W6757817989","https://openalex.org/W6764734194","https://openalex.org/W6773931095","https://openalex.org/W6774669397","https://openalex.org/W6783713337","https://openalex.org/W6786375611","https://openalex.org/W6788517137","https://openalex.org/W6839286288","https://openalex.org/W6858440669"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W4238433571","https://openalex.org/W3174044702","https://openalex.org/W2967848559","https://openalex.org/W4299831724"],"abstract_inverted_index":{"Abstract":[0],"Despite":[1],"the":[2,25,45,93,111,124,155,178,185,190,208],"rapid":[3],"adoption":[4],"of":[5,28,110,121,216,220,226,234,248],"deep":[6],"learning":[7],"models":[8,85,183,195],"in":[9,57,142,240,246],"additive":[10],"manufacturing":[11],"(AM),":[12],"significant":[13],"quality":[14],"assurance":[15],"challenges":[16],"continue":[17],"to":[18,65,75],"persist.":[19],"This":[20],"is":[21],"further":[22,73],"emphasized":[23],"by":[24],"limited":[26],"availability":[27],"sample":[29],"objects":[30],"for":[31,51,96,136],"monitoring":[32,56],"AM-fabricated":[33],"builds.":[34],"Thus,":[35],"this":[36],"study":[37],"advances":[38],"an":[39,119,212],"emerging":[40],"diffusion":[41,47,193],"generative":[42,60,200],"model,":[43],"i.e.,":[44],"denoising":[46,192],"implicit":[48],"model":[49,61,210],"(DDIM),":[50],"layer-wise":[52,68,98,144,249],"image":[53,100,145],"augmentation":[54],"and":[55,79,123,140,165,181,197,228],"AM.":[58],"The":[59,83,173],"can":[62,71],"be":[63,72],"used":[64],"generate":[66],"potential":[67,135,242],"variations,":[69],"which":[70,236],"studied":[74],"understand":[76],"their":[77,81],"causation":[78],"prevent":[80],"occurrence.":[82],"proposed":[84,88,104,179],"integrate":[86],"two":[87],"kernel-based":[89],"distance":[90,114],"metrics":[91,105],"into":[92],"DDIM":[94],"framework":[95],"effective":[97],"AM":[99,143,243],"augmentation.":[101],"These":[102,130],"newly":[103],"include":[106],"a":[107],"modified":[108],"version":[109],"kernel":[112],"inception":[113,125],"(m-KID)":[115],"as":[116,118,207],"well":[117],"integration":[120],"m-KID":[122,218],"score":[126,215,219],"(IS)":[127],"termed":[128],"KID-IS.":[129],"novel":[131],"integrations":[132],"demonstrate":[133],"great":[134],"maintaining":[137],"both":[138,163,177],"similarity":[139,230],"consistency":[141],"augmentation,":[146],"while":[147],"simultaneously":[148],"exploring":[149],"possible":[150],"unobserved":[151],"process":[152,244],"variations.":[153],"In":[154],"case":[156],"study,":[157],"six":[158],"different":[159],"cases":[160],"based":[161],"on":[162],"metal-based":[164],"polymer-based":[166],"fused":[167],"filament":[168],"fabrication":[169],"(FFF)":[170],"are":[171],"examined.":[172],"results":[174],"indicate":[175],"that":[176],"DDIM/m-KID":[180],"DDIM/KID-IS":[182,205],"outperform":[184],"four":[186],"benchmark":[187],"methods,":[188],"including":[189],"popular":[191],"probabilistic":[194],"(DDPMs),":[196],"three":[198],"other":[199],"adversarial":[201],"networks":[202],"(GANs).":[203],"Overall,":[204],"emerges":[206],"best-performing":[209],"with":[211],"average":[213],"KID":[214],"0.840,":[217],"0.1185,":[221],"peak":[222],"signal-to-noise":[223],"ratio":[224],"(PSNR)":[225],"18.150,":[227],"structural":[229],"index":[231],"measure":[232],"(SSIM)":[233],"0.173,":[235],"demonstrated":[237],"strong":[238],"capabilities":[239],"generating":[241],"variations":[245],"terms":[247],"images.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
