{"id":"https://openalex.org/W7083687724","doi":"https://doi.org/10.1109/tii.2025.3609182","title":"Mechanism Informed Image Feature Decoding for Melt Pool Morphology Evolution Prediction in Laser Powder Bed Fusion","display_name":"Mechanism Informed Image Feature Decoding for Melt Pool Morphology Evolution Prediction in Laser Powder Bed Fusion","publication_year":2025,"publication_date":"2025-09-29","ids":{"openalex":"https://openalex.org/W7083687724","doi":"https://doi.org/10.1109/tii.2025.3609182"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2025.3609182","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3609182","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Qisheng Wang","orcid":"https://orcid.org/0000-0003-0489-5588"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I2802624667","display_name":"Hefei Institutes of Physical Science","ror":"https://ror.org/046n57345","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667"]},{"id":"https://openalex.org/I4210099079","display_name":"Institute of Intelligent Machines","ror":"https://ror.org/00w0qep84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667","https://openalex.org/I4210099079"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qisheng Wang","raw_affiliation_strings":["Institute of Intelligent Machines, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Changzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0489-5588","affiliations":[{"raw_affiliation_string":"Institute of Intelligent Machines, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Changzhou, China","institution_ids":["https://openalex.org/I2802624667","https://openalex.org/I4210099079","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xin Lin","orcid":"https://orcid.org/0000-0001-9720-789X"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Lin","raw_affiliation_strings":["School of Mechanical Engineering, Wuhan University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-9720-789X","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Wuhan University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Haihong Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138186","display_name":"Wuhan National Laboratory for Optoelectronics","ror":"https://ror.org/03c9ncn37","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210138186"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haihong Zhu","raw_affiliation_strings":["Wuhan National Laboratory for Optoelectronics, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan National Laboratory for Optoelectronics, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I4210138186","https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":null,"display_name":"Kunpeng Zhu","orcid":"https://orcid.org/0000-0003-0702-0162"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I2802624667","display_name":"Hefei Institutes of Physical Science","ror":"https://ror.org/046n57345","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667"]},{"id":"https://openalex.org/I4210099079","display_name":"Institute of Intelligent Machines","ror":"https://ror.org/00w0qep84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667","https://openalex.org/I4210099079"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kunpeng Zhu","raw_affiliation_strings":["Institute of Intelligent Machines, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Changzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0702-0162","affiliations":[{"raw_affiliation_string":"Institute of Intelligent Machines, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Changzhou, China","institution_ids":["https://openalex.org/I2802624667","https://openalex.org/I4210099079","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.67902923,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"1","first_page":"253","last_page":"262"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.6642000079154968,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.6642000079154968,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13067","display_name":"Geological Modeling and Analysis","score":0.024299999698996544,"subfield":{"id":"https://openalex.org/subfields/1906","display_name":"Geochemistry and Petrology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14311","display_name":"Electrical and Electromagnetic Research","score":0.0203000009059906,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"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/fuse","display_name":"Fuse (electrical)","score":0.7652000188827515},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.7059000134468079},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5616000294685364},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5210999846458435},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.5133000016212463},{"id":"https://openalex.org/keywords/laser","display_name":"Laser","score":0.5001999735832214},{"id":"https://openalex.org/keywords/inertial-confinement-fusion","display_name":"Inertial confinement fusion","score":0.46700000762939453},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4643000066280365},{"id":"https://openalex.org/keywords/selective-laser-melting","display_name":"Selective laser melting","score":0.459199994802475}],"concepts":[{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.7652000188827515},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.7059000134468079},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5616000294685364},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.5444999933242798},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.527999997138977},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5210999846458435},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.5133000016212463},{"id":"https://openalex.org/C520434653","wikidata":"https://www.wikidata.org/wiki/Q38867","display_name":"Laser","level":2,"score":0.5001999735832214},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.49900001287460327},{"id":"https://openalex.org/C107430045","wikidata":"https://www.wikidata.org/wiki/Q1364409","display_name":"Inertial confinement fusion","level":3,"score":0.46700000762939453},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4643000066280365},{"id":"https://openalex.org/C26796778","wikidata":"https://www.wikidata.org/wiki/Q2267983","display_name":"Selective laser melting","level":3,"score":0.459199994802475},{"id":"https://openalex.org/C141349535","wikidata":"https://www.wikidata.org/wiki/Q1361664","display_name":"Laser scanning","level":3,"score":0.448199987411499},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42969998717308044},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3919000029563904},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3799000084400177},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3747999966144562},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.3718999922275543},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.361299991607666},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.3598000109195709},{"id":"https://openalex.org/C173414695","wikidata":"https://www.wikidata.org/wiki/Q5510276","display_name":"Fusion mechanism","level":4,"score":0.34209999442100525},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3273000121116638},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.32510000467300415},{"id":"https://openalex.org/C106553664","wikidata":"https://www.wikidata.org/wiki/Q1156744","display_name":"Time evolution","level":2,"score":0.32019999623298645},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.31209999322891235},{"id":"https://openalex.org/C499950583","wikidata":"https://www.wikidata.org/wiki/Q183252","display_name":"Morphology (biology)","level":2,"score":0.31209999322891235},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3077999949455261},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.3052000105381012},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.2856999933719635},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.28049999475479126},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.26589998602867126},{"id":"https://openalex.org/C26771246","wikidata":"https://www.wikidata.org/wiki/Q321095","display_name":"Scanning electron microscope","level":2,"score":0.2529999911785126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2025.3609182","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3609182","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5084376984","display_name":null,"funder_award_id":"52175528","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1902237438","https://openalex.org/W2279780730","https://openalex.org/W2811065521","https://openalex.org/W2942539847","https://openalex.org/W2979499980","https://openalex.org/W3034940974","https://openalex.org/W3061569788","https://openalex.org/W3189435898","https://openalex.org/W4213228517","https://openalex.org/W4225344259","https://openalex.org/W4291971987","https://openalex.org/W4292399665","https://openalex.org/W4298204516","https://openalex.org/W4306249047","https://openalex.org/W4307946560","https://openalex.org/W4313555724","https://openalex.org/W4319962131","https://openalex.org/W4323308942","https://openalex.org/W4362606349","https://openalex.org/W4366393030","https://openalex.org/W4376126803","https://openalex.org/W4377197398","https://openalex.org/W4379140879","https://openalex.org/W4386918944","https://openalex.org/W4387848424","https://openalex.org/W4389495177","https://openalex.org/W4389738365","https://openalex.org/W4391811877","https://openalex.org/W4396505452","https://openalex.org/W4398226234","https://openalex.org/W4401413379","https://openalex.org/W4402698301"],"related_works":[],"abstract_inverted_index":{"Accurate":[0],"prediction":[1,57,219],"of":[2,15,40,143],"the":[3,34,38,41,106,122,126,129,134,161,177,182,195,211,218],"melt":[4,16,130,162,183],"pool":[5,17,131,163,184],"morphology":[6,164,185],"evolution":[7,35,120,132,165],"is":[8,53,91,102,138,157],"a":[9,77,141],"crucial":[10],"foundation":[11],"for":[12],"realizing":[13],"control":[14],"and":[18,37,71,86,113,117,133,146,169,192,203],"reducing":[19],"laser":[20,109,170],"powder":[21],"bed":[22],"fusion":[23],"process":[24,69],"defects.":[25],"The":[26,66,98,154,172,206],"existing":[27],"methods":[28],"do":[29],"not":[30],"effectively":[31],"consider":[32],"both":[33],"mechanism":[36,47,78,107,193,223],"influence":[39],"historical":[42,135],"scanning":[43,72,123,136],"trajectory.":[44],"A":[45],"novel":[46],"informed":[48],"image":[49,115,190],"feature":[50],"decoding":[51],"approach":[52],"proposed,":[54],"which":[55],"achieves":[56],"by":[58,76,149,159,201],"guiding":[59],"an":[60,150],"encoder-decoder":[61],"framework":[62,156],"with":[63],"melting":[64],"mechanisms.":[65],"material":[67],"properties,":[68],"parameters,":[70],"strategies":[73],"are":[74],"integrated":[75],"analytical":[79],"model":[80,90,220],"to":[81,93,104,188],"obtain":[82],"regional":[83],"theoretical":[84],"temperatures,":[85],"convolutional":[87],"neural":[88],"network":[89],"used":[92,103],"extract":[94],"temperature":[95],"distribution":[96],"features.":[97],"gated":[99],"recurrent":[100],"unit":[101],"fuse":[105],"feature,":[108,112,194],"moving":[110],"direction":[111],"sensing":[114,189],"features":[116,191],"describe":[118],"their":[119],"along":[121],"track.":[124],"Moreover,":[125],"relationship":[127],"between":[128],"track":[137],"modeled":[139],"as":[140],"function":[142],"time":[144],"difference":[145],"spatial":[147],"distances":[148],"improved":[151],"attention":[152],"mechanism.":[153],"proposed":[155],"validated":[158],"predicting":[160],"under":[166],"varying":[167],"geometry":[168],"power.":[171],"experimental":[173],"results":[174,208],"indicate":[175,216],"that":[176,217],"method":[178],"can":[179],"better":[180],"predict":[181],"evolution.":[186],"Compared":[187],"mean":[196],"absolute":[197],"percentage":[198],"error":[199],"decreased":[200],"3.5%":[202],"1.8%,":[204],"respectively.":[205],"analysis":[207],"based":[209],"on":[210],"Shapley":[212],"additive":[213],"explanations":[214],"further":[215],"has":[221],"good":[222],"consistency.":[224]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}