{"id":"https://openalex.org/W4413104483","doi":"https://doi.org/10.1115/1.4069381","title":"Advancing Thermal Physics-Informed PointNet Distortion Prediction Capabilities in Wire Arc-Directed Energy Deposition","display_name":"Advancing Thermal Physics-Informed PointNet Distortion Prediction Capabilities in Wire Arc-Directed Energy Deposition","publication_year":2025,"publication_date":"2025-08-12","ids":{"openalex":"https://openalex.org/W4413104483","doi":"https://doi.org/10.1115/1.4069381"},"language":"en","primary_location":{"id":"doi:10.1115/1.4069381","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4069381","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4069381/7528655/jcise-25-1022.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":"hybrid","oa_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4069381/7528655/jcise-25-1022.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041773501","display_name":"Christian Zamiela","orcid":"https://orcid.org/0000-0003-0035-3220"},"institutions":[{"id":"https://openalex.org/I82497590","display_name":"Auburn University","ror":"https://ror.org/02v80fc35","country_code":"US","type":"education","lineage":["https://openalex.org/I82497590"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christian Zamiela","raw_affiliation_strings":["Auburn University Department of Industrial and Systems Engineering, , , \u00a0","1301 Shelby Center Auburn Auburn, AL 36849"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Auburn University Department of Industrial and Systems Engineering, , , \u00a0","institution_ids":["https://openalex.org/I82497590"]},{"raw_affiliation_string":"1301 Shelby Center Auburn Auburn, AL 36849","institution_ids":["https://openalex.org/I82497590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052232338","display_name":"Ryan Stokes","orcid":"https://orcid.org/0000-0002-7036-1077"},"institutions":[{"id":"https://openalex.org/I138876546","display_name":"Vels University","ror":"https://ror.org/00tscx035","country_code":"IN","type":"education","lineage":["https://openalex.org/I138876546"]},{"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":["IN","US"],"is_corresponding":false,"raw_author_name":"Ryan Stokes","raw_affiliation_strings":["Center for Advanced Vehicular Systems (CAVS) , , \u00a0 ;","Mississippi State University Department of Mechanical Engineering, , , \u00a0","75 B. S. Hood Rd Mississippi State, MS 39762"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Advanced Vehicular Systems (CAVS) , , \u00a0 ;","institution_ids":["https://openalex.org/I138876546"]},{"raw_affiliation_string":"Mississippi State University Department of Mechanical Engineering, , , \u00a0","institution_ids":["https://openalex.org/I99041443"]},{"raw_affiliation_string":"75 B. S. Hood Rd 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/I138876546","display_name":"Vels University","ror":"https://ror.org/00tscx035","country_code":"IN","type":"education","lineage":["https://openalex.org/I138876546"]},{"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":["IN","US"],"is_corresponding":false,"raw_author_name":"Wenmeng Tian","raw_affiliation_strings":["Center for Advanced Vehicular Systems (CAVS) , , \u00a0","Mississippi State University Department of Industrial and Systems Engineering, , , \u00a0 ;","260 Mccain Building Miss State, MS 39762"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Advanced Vehicular Systems (CAVS) , , \u00a0","institution_ids":["https://openalex.org/I138876546"]},{"raw_affiliation_string":"Mississippi State University Department of Industrial and Systems Engineering, , , \u00a0 ;","institution_ids":["https://openalex.org/I99041443"]},{"raw_affiliation_string":"260 Mccain Building Miss State, MS 39762","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067215767","display_name":"Matthew W. Priddy","orcid":"https://orcid.org/0000-0002-1644-2060"},"institutions":[{"id":"https://openalex.org/I138876546","display_name":"Vels University","ror":"https://ror.org/00tscx035","country_code":"IN","type":"education","lineage":["https://openalex.org/I138876546"]},{"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":["IN","US"],"is_corresponding":false,"raw_author_name":"Matthew W. Priddy","raw_affiliation_strings":["Center for Advanced Vehicular Systems (CAVS) , , \u00a0 ;","Mississippi State University Department of Mechanical Engineering, , , \u00a0","479-1 Hardy Road 210 Carpenter Hall Mississippi State, MS 39762"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Advanced Vehicular Systems (CAVS) , , \u00a0 ;","institution_ids":["https://openalex.org/I138876546"]},{"raw_affiliation_string":"Mississippi State University Department of Mechanical Engineering, , , \u00a0","institution_ids":["https://openalex.org/I99041443"]},{"raw_affiliation_string":"479-1 Hardy Road 210 Carpenter Hall Mississippi State, MS 39762","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038634061","display_name":"Linkan Bian","orcid":"https://orcid.org/0000-0002-5057-6599"},"institutions":[{"id":"https://openalex.org/I138876546","display_name":"Vels University","ror":"https://ror.org/00tscx035","country_code":"IN","type":"education","lineage":["https://openalex.org/I138876546"]},{"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":["IN","US"],"is_corresponding":false,"raw_author_name":"Linkan Bian","raw_affiliation_strings":["Center for Advanced Vehicular Systems (CAVS) , , \u00a0","Mississippi State University Department of Industrial and Systems Engineering, , , \u00a0 ;","Industrial and Systmems Engineering Department McCain 260 Mississippi State, MS 0"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Advanced Vehicular Systems (CAVS) , , \u00a0","institution_ids":["https://openalex.org/I138876546"]},{"raw_affiliation_string":"Mississippi State University Department of Industrial and Systems Engineering, , , \u00a0 ;","institution_ids":["https://openalex.org/I99041443"]},{"raw_affiliation_string":"Industrial and Systmems Engineering Department McCain 260 Mississippi State, MS 0","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0363,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75442062,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"25","issue":"11","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10834","display_name":"Welding Techniques and Residual Stresses","score":0.9983000159263611,"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/T10834","display_name":"Welding Techniques and Residual Stresses","score":0.9983000159263611,"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/T10705","display_name":"Additive Manufacturing Materials and Processes","score":0.9951000213623047,"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/T13049","display_name":"Surface Roughness and Optical Measurements","score":0.991599977016449,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/arc","display_name":"Arc (geometry)","score":0.6405164003372192},{"id":"https://openalex.org/keywords/distortion","display_name":"Distortion (music)","score":0.6398061513900757},{"id":"https://openalex.org/keywords/thermal","display_name":"Thermal","score":0.5705156922340393},{"id":"https://openalex.org/keywords/deposition","display_name":"Deposition (geology)","score":0.4733690619468689},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.425091028213501},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.4088321328163147},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38557055592536926},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.3690569996833801},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.367509663105011},{"id":"https://openalex.org/keywords/engineering-physics","display_name":"Engineering physics","score":0.3396451473236084},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3063398003578186},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.26672065258026123},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.25858792662620544},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10419076681137085}],"concepts":[{"id":"https://openalex.org/C83415579","wikidata":"https://www.wikidata.org/wiki/Q161973","display_name":"Arc (geometry)","level":2,"score":0.6405164003372192},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.6398061513900757},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.5705156922340393},{"id":"https://openalex.org/C64297162","wikidata":"https://www.wikidata.org/wiki/Q1987070","display_name":"Deposition (geology)","level":3,"score":0.4733690619468689},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.425091028213501},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4088321328163147},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38557055592536926},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.3690569996833801},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.367509663105011},{"id":"https://openalex.org/C61696701","wikidata":"https://www.wikidata.org/wiki/Q770766","display_name":"Engineering physics","level":1,"score":0.3396451473236084},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3063398003578186},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.26672065258026123},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.25858792662620544},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10419076681137085},{"id":"https://openalex.org/C46362747","wikidata":"https://www.wikidata.org/wiki/Q173431","display_name":"CMOS","level":2,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C2816523","wikidata":"https://www.wikidata.org/wiki/Q180184","display_name":"Sediment","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C194257627","wikidata":"https://www.wikidata.org/wiki/Q211554","display_name":"Amplifier","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4069381","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4069381","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4069381/7528655/jcise-25-1022.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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:10.1115/1.4069381","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4069381","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4069381/7528655/jcise-25-1022.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":[],"awards":[{"id":"https://openalex.org/G5259331294","display_name":null,"funder_award_id":"W911NF","funder_id":"https://openalex.org/F4320338295","funder_display_name":"Army Research Laboratory"}],"funders":[{"id":"https://openalex.org/F4320338295","display_name":"Army Research Laboratory","ror":"https://ror.org/011hc8f90"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413104483.pdf","grobid_xml":"https://content.openalex.org/works/W4413104483.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1997498268","https://openalex.org/W2089755190","https://openalex.org/W2611819392","https://openalex.org/W2616247523","https://openalex.org/W2762311902","https://openalex.org/W2772940940","https://openalex.org/W2887955127","https://openalex.org/W2899283552","https://openalex.org/W2915627018","https://openalex.org/W2916873196","https://openalex.org/W2944666012","https://openalex.org/W2991910174","https://openalex.org/W3003630384","https://openalex.org/W3017456503","https://openalex.org/W3023212902","https://openalex.org/W3025171962","https://openalex.org/W3031288689","https://openalex.org/W3096600878","https://openalex.org/W3119602513","https://openalex.org/W3119746149","https://openalex.org/W3122963181","https://openalex.org/W3130565475","https://openalex.org/W3131319002","https://openalex.org/W3164702964","https://openalex.org/W3168663177","https://openalex.org/W3188138811","https://openalex.org/W3196583099","https://openalex.org/W3200838293","https://openalex.org/W3216959350","https://openalex.org/W4220661368","https://openalex.org/W4221039801","https://openalex.org/W4236015183","https://openalex.org/W4280571816","https://openalex.org/W4283721387","https://openalex.org/W4286609354","https://openalex.org/W4287851412","https://openalex.org/W4288734997","https://openalex.org/W4293793447","https://openalex.org/W4295204169","https://openalex.org/W4309776504","https://openalex.org/W4313573011","https://openalex.org/W4319590563","https://openalex.org/W4320912741","https://openalex.org/W4321071998","https://openalex.org/W4361275317","https://openalex.org/W4388918109","https://openalex.org/W4394630999","https://openalex.org/W4394821311","https://openalex.org/W4395960484","https://openalex.org/W4396694297","https://openalex.org/W4398205770"],"related_works":["https://openalex.org/W2544839741","https://openalex.org/W2810064750","https://openalex.org/W3036572561","https://openalex.org/W2515218844","https://openalex.org/W1885735754","https://openalex.org/W3045564025","https://openalex.org/W1965970232","https://openalex.org/W2033676320","https://openalex.org/W4386295674","https://openalex.org/W4401947068"],"abstract_inverted_index":{"Abstract":[0],"Additive":[1],"manufacturing":[2,237],"(AM)":[3],"is":[4,32,68,192],"a":[5,59,69,93,126,160,186,210],"customizable":[6],"layer-wise":[7],"production":[8],"process":[9,13,51],"challenged":[10],"by":[11,110,113],"inherent":[12],"complexity,":[14],"often":[15],"leading":[16],"to":[17,74,78,83,135,182,221],"structural":[18,30],"defects":[19,31],"such":[20],"as":[21],"geometric":[22],"deformation":[23],"and":[24,36,42,64,119,137,148,170,178,197,224,235],"distortion.":[25],"A":[26],"common":[27],"cause":[28],"of":[29,88,102,206,217],"uneven":[33],"material":[34],"expansion":[35,196,202],"contraction":[37,198],"during":[38],"the":[39,50,86,100,180,215,230],"rapid":[40],"heating":[41],"cooling":[43],"phases.":[44],"Various":[45],"data":[46,62,77,168,176],"types":[47,169],"can":[48],"monitor":[49],"for":[52,166,232],"defects,":[53],"but":[54],"many":[55],"AM":[56],"processes":[57,208],"lack":[58,101],"unified":[60],"in-process":[61],"collection":[63],"synchronization.":[65],"Moreover,":[66],"there":[67],"gap":[70],"in":[71,103,130,152,173,227],"developing":[72],"methods":[73],"utilize":[75],"multimodal":[76,115,139],"learn":[79],"from":[80],"previous":[81],"experiments":[82],"save":[84],"on":[85],"cost":[87],"resources.":[89],"This":[90],"work":[91],"develops":[92],"thermal":[94,120,143,154,195,201],"physics-informed":[95,187,218],"PointNet":[96,161],"methodology":[97],"that":[98],"addresses":[99],"situ":[104,153],"data-driven":[105],"distortion":[106,183],"characterization":[107],"models":[108],"constrained":[109],"physical":[111],"function":[112,191],"leveraging":[114],"position,":[116],"weld":[117,149],"parameters,":[118],"data.":[121,157],"First,":[122],"this":[123],"research":[124],"utilizes":[125],"digital":[127],"environment":[128],"developed":[129],"robot":[131],"operating":[132],"system":[133,145],"2":[134],"merge":[136],"synchronize":[138],"sensor":[140,171],"data\u2014including":[141],"infrared":[142],"images,":[144],"joint":[146],"states,":[147],"parameters\u2014to":[150],"collect":[151],"point":[155,174],"cloud":[156,175],"Second,":[158],"using":[159,200],"deep":[162],"learning":[163,220],"model":[164,188],"accounts":[165],"various":[167],"sources":[172],"format":[177],"maps":[179],"relationship":[181],"characterization.":[184],"Finally,":[185],"training":[189],"loss":[190],"created":[193],"with":[194],"constraints":[199],"coefficients.":[203],"The":[204],"integration":[205],"these":[207],"marks":[209],"significant":[211],"step":[212],"toward":[213],"harnessing":[214],"power":[216],"machine":[219],"better":[222],"understand":[223],"predict":[225],"distortions":[226],"AM,":[228],"paving":[229],"way":[231],"more":[233],"reliable":[234],"accurate":[236],"outcomes.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
