{"id":"https://openalex.org/W4404317674","doi":"https://doi.org/10.1109/aiotc63215.2024.10748324","title":"CACFD:Channel Attention for Computational Fluid Dynamics Stimulation","display_name":"CACFD:Channel Attention for Computational Fluid Dynamics Stimulation","publication_year":2024,"publication_date":"2024-09-13","ids":{"openalex":"https://openalex.org/W4404317674","doi":"https://doi.org/10.1109/aiotc63215.2024.10748324"},"language":"en","primary_location":{"id":"doi:10.1109/aiotc63215.2024.10748324","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiotc63215.2024.10748324","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 3rd International Conference on Artificial Intelligence, Internet of Things and Cloud Computing Technology (AIoTC)","raw_type":"proceedings-article"},"type":"conference-paper","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":"https://openalex.org/A5101638847","display_name":"H. Sun","orcid":"https://orcid.org/0000-0002-2341-536X"},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Sun","raw_affiliation_strings":["School of Transportation, Inner Mongolia University,Hohhot,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Transportation, Inner Mongolia University,Hohhot,China","institution_ids":["https://openalex.org/I2722730"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jiaxin Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaxin Shi","raw_affiliation_strings":["School of Electronic Information Engineering, Inner Mongolia University,Hohhot,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, Inner Mongolia University,Hohhot,China","institution_ids":["https://openalex.org/I2722730"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I2722730"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"240","last_page":"243"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12810","display_name":"Real-time simulation and control systems","score":0.8296999931335449,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T12810","display_name":"Real-time simulation and control systems","score":0.8296999931335449,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T12007","display_name":"Plasma and Flow Control in Aerodynamics","score":0.8206999897956848,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/channel","display_name":"Channel (broadcasting)","score":0.6028995513916016},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6023619771003723},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.5994136929512024},{"id":"https://openalex.org/keywords/computational-fluid-dynamics","display_name":"Computational fluid dynamics","score":0.48247912526130676},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.19637086987495422},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.16210883855819702},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.14374354481697083},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.08013957738876343}],"concepts":[{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.6028995513916016},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6023619771003723},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.5994136929512024},{"id":"https://openalex.org/C1633027","wikidata":"https://www.wikidata.org/wiki/Q815820","display_name":"Computational fluid dynamics","level":2,"score":0.48247912526130676},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.19637086987495422},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.16210883855819702},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.14374354481697083},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.08013957738876343}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aiotc63215.2024.10748324","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiotc63215.2024.10748324","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 3rd International Conference on Artificial Intelligence, Internet of Things and Cloud Computing Technology (AIoTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2142383651","https://openalex.org/W4287813931","https://openalex.org/W4387215679","https://openalex.org/W4389374623","https://openalex.org/W4394789287","https://openalex.org/W4398222148"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2902248750","https://openalex.org/W2583171488","https://openalex.org/W2006186928","https://openalex.org/W2275426735","https://openalex.org/W2390279801","https://openalex.org/W2189586792","https://openalex.org/W2082695312"],"abstract_inverted_index":{"Computational":[0],"Fluid":[1],"Dynamics":[2],"(CFD)":[3],"simulations":[4],"are":[5],"essential":[6],"for":[7,134],"predicting":[8],"fluid":[9,58,136],"behavior":[10],"in":[11,76],"various":[12],"engineering":[13],"applications.":[14],"However,":[15],"traditional":[16],"CFD":[17,101],"approaches":[18],"based":[19],"on":[20,63],"the":[21,25,65,77,81,86,89,122],"numerical":[22],"solution":[23],"of":[24,67,124],"Navier-Stokes":[26,90],"equations":[27],"can":[28],"be":[29],"computationally":[30],"expensive":[31],"and":[32,126],"time-consuming.":[33],"To":[34],"address":[35],"these":[36],"challenges,":[37],"we":[38,110],"propose":[39],"a":[40,131],"novel":[41],"deep":[42],"learning":[43],"model,":[44],"CACFD,":[45],"which":[46],"leverages":[47],"Channel":[48],"Attention":[49],"mechanisms":[50],"within":[51],"an":[52],"autoencoder-like":[53],"architecture":[54],"to":[55,84,88],"efficiently":[56],"simulate":[57],"dynamics.":[59],"Our":[60],"approach":[61],"focuses":[62],"improving":[64],"representation":[66],"complex":[68],"flow":[69],"patterns":[70],"by":[71],"selectively":[72],"emphasizing":[73],"relevant":[74],"features":[75],"channel":[78],"dimension,":[79],"enhancing":[80],"model's":[82],"ability":[83],"approximate":[85],"solutions":[87],"equations.":[91],"We":[92],"demonstrate":[93],"that":[94,112],"CACFD":[95,113],"achieves":[96],"significant":[97],"speedups":[98],"over":[99],"conventional":[100],"methods":[102],"while":[103],"maintaining":[104],"high":[105],"accuracy.":[106],"Through":[107],"extensive":[108],"experiments,":[109],"show":[111],"not":[114],"only":[115],"reduces":[116],"computational":[117],"cost":[118],"but":[119],"also":[120],"preserves":[121],"fidelity":[123],"velocity":[125],"pressure":[127],"fields,":[128],"making":[129],"it":[130],"promising":[132],"alternative":[133],"real-time":[135],"dynamics":[137],"simulation.":[138]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}