{"id":"https://openalex.org/W3200691353","doi":"https://doi.org/10.1109/tnnls.2021.3111911","title":"An Intelligent Method for Predicting the Pressure Coefficient Curve of Airfoil-Based Conditional Generative Adversarial Networks","display_name":"An Intelligent Method for Predicting the Pressure Coefficient Curve of Airfoil-Based Conditional Generative Adversarial Networks","publication_year":2021,"publication_date":"2021-09-23","ids":{"openalex":"https://openalex.org/W3200691353","doi":"https://doi.org/10.1109/tnnls.2021.3111911","mag":"3200691353","pmid":"https://pubmed.ncbi.nlm.nih.gov/34554920"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2021.3111911","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2021.3111911","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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 Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5015493306","display_name":"Yueqing Wang","orcid":"https://orcid.org/0000-0002-8734-8346"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]},{"id":"https://openalex.org/I2802505932","display_name":"China Aerodynamics Research and Development Center","ror":"https://ror.org/00jma8s40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I2802505932"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yueqing Wang","raw_affiliation_strings":["China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China","School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-8734-8346","affiliations":[{"raw_affiliation_string":"China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China","institution_ids":["https://openalex.org/I2802505932"]},{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023992845","display_name":"Liang Deng","orcid":"https://orcid.org/0000-0003-1444-4588"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]},{"id":"https://openalex.org/I2802505932","display_name":"China Aerodynamics Research and Development Center","ror":"https://ror.org/00jma8s40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I2802505932"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Deng","raw_affiliation_strings":["China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China","School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-1444-4588","affiliations":[{"raw_affiliation_string":"China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China","institution_ids":["https://openalex.org/I2802505932"]},{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087250235","display_name":"Yunbo Wan","orcid":"https://orcid.org/0009-0004-5749-3384"},"institutions":[{"id":"https://openalex.org/I2802505932","display_name":"China Aerodynamics Research and Development Center","ror":"https://ror.org/00jma8s40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I2802505932"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunbo Wan","raw_affiliation_strings":["China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China","institution_ids":["https://openalex.org/I2802505932"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069021726","display_name":"Zhigong Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I2802505932","display_name":"China Aerodynamics Research and Development Center","ror":"https://ror.org/00jma8s40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I2802505932"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhigong Yang","raw_affiliation_strings":["China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China","institution_ids":["https://openalex.org/I2802505932"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016964586","display_name":"Wenxiang Yang","orcid":"https://orcid.org/0000-0002-7912-0181"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenxiang Yang","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-7912-0181","affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108137141","display_name":"Cheng Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I2802505932","display_name":"China Aerodynamics Research and Development Center","ror":"https://ror.org/00jma8s40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I2802505932"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Chen","raw_affiliation_strings":["China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China","institution_ids":["https://openalex.org/I2802505932"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100624303","display_name":"Dan Zhao","orcid":"https://orcid.org/0000-0002-4484-6505"},"institutions":[{"id":"https://openalex.org/I2802505932","display_name":"China Aerodynamics Research and Development Center","ror":"https://ror.org/00jma8s40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I2802505932"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Zhao","raw_affiliation_strings":["China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China","institution_ids":["https://openalex.org/I2802505932"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100321437","display_name":"Fang Wang","orcid":"https://orcid.org/0000-0002-8259-8557"},"institutions":[{"id":"https://openalex.org/I2802505932","display_name":"China Aerodynamics Research and Development Center","ror":"https://ror.org/00jma8s40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I2802505932"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fang Wang","raw_affiliation_strings":["China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China"],"raw_orcid":"https://orcid.org/0000-0002-8259-8557","affiliations":[{"raw_affiliation_string":"China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, China","institution_ids":["https://openalex.org/I2802505932"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100720832","display_name":"Yang Guo","orcid":"https://orcid.org/0000-0001-9050-0866"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Guo","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5015493306"],"corresponding_institution_ids":["https://openalex.org/I170215575","https://openalex.org/I2802505932"],"apc_list":null,"apc_paid":null,"fwci":2.2315,"has_fulltext":false,"cited_by_count":34,"citation_normalized_percentile":{"value":0.88737054,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"34","issue":"7","first_page":"3538","last_page":"3552"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10360","display_name":"Fluid Dynamics and Turbulent Flows","score":0.9969000220298767,"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/T11008","display_name":"Aerodynamics and Acoustics in Jet Flows","score":0.9916999936103821,"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/airfoil","display_name":"Airfoil","score":0.912124752998352},{"id":"https://openalex.org/keywords/aerodynamics","display_name":"Aerodynamics","score":0.7703289985656738},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6784016489982605},{"id":"https://openalex.org/keywords/computational-fluid-dynamics","display_name":"Computational fluid dynamics","score":0.6441712975502014},{"id":"https://openalex.org/keywords/distortion","display_name":"Distortion (music)","score":0.5024363994598389},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.473227858543396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4196470379829407},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.378757506608963},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3517817556858063},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18670889735221863},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.1764783263206482},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.16469621658325195}],"concepts":[{"id":"https://openalex.org/C112124176","wikidata":"https://www.wikidata.org/wiki/Q4698744","display_name":"Airfoil","level":2,"score":0.912124752998352},{"id":"https://openalex.org/C13393347","wikidata":"https://www.wikidata.org/wiki/Q8424","display_name":"Aerodynamics","level":2,"score":0.7703289985656738},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6784016489982605},{"id":"https://openalex.org/C1633027","wikidata":"https://www.wikidata.org/wiki/Q815820","display_name":"Computational fluid dynamics","level":2,"score":0.6441712975502014},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.5024363994598389},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.473227858543396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4196470379829407},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.378757506608963},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3517817556858063},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18670889735221863},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.1764783263206482},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.16469621658325195},{"id":"https://openalex.org/C194257627","wikidata":"https://www.wikidata.org/wiki/Q211554","display_name":"Amplifier","level":3,"score":0.0},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2021.3111911","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2021.3111911","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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 Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:34554920","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34554920","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.6700000166893005}],"awards":[{"id":"https://openalex.org/G2870928710","display_name":null,"funder_award_id":"61806205","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"},{"id":"https://openalex.org/F4320329896","display_name":"National Numerical Wind Tunnel Project of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W1990634119","https://openalex.org/W2039146599","https://openalex.org/W2095705004","https://openalex.org/W2157823032","https://openalex.org/W2163605009","https://openalex.org/W2183341477","https://openalex.org/W2293626636","https://openalex.org/W2322032452","https://openalex.org/W2331950761","https://openalex.org/W2356652130","https://openalex.org/W2501995758","https://openalex.org/W2515505748","https://openalex.org/W2618574778","https://openalex.org/W2621240502","https://openalex.org/W2739748921","https://openalex.org/W2801938748","https://openalex.org/W2809507870","https://openalex.org/W2811105005","https://openalex.org/W2946771678","https://openalex.org/W2950883932","https://openalex.org/W2952563552","https://openalex.org/W2955919019","https://openalex.org/W2962757926","https://openalex.org/W2963073614","https://openalex.org/W2963226019","https://openalex.org/W2964128214","https://openalex.org/W2964277698","https://openalex.org/W2970612144","https://openalex.org/W2985630280","https://openalex.org/W3015051256","https://openalex.org/W3027484323","https://openalex.org/W3038687103","https://openalex.org/W3123883114","https://openalex.org/W3137695714","https://openalex.org/W3163529418","https://openalex.org/W4289709361","https://openalex.org/W4295521014","https://openalex.org/W4301206121","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6639824700","https://openalex.org/W6674330103","https://openalex.org/W6684191040","https://openalex.org/W6718140377","https://openalex.org/W6724307092","https://openalex.org/W6735913928","https://openalex.org/W6738510445","https://openalex.org/W6741832134","https://openalex.org/W6752370472","https://openalex.org/W6753619017","https://openalex.org/W6763485134","https://openalex.org/W6765779288","https://openalex.org/W6769789486","https://openalex.org/W6778282525"],"related_works":["https://openalex.org/W2334573633","https://openalex.org/W2048257397","https://openalex.org/W3201830750","https://openalex.org/W1976158656","https://openalex.org/W2071242205","https://openalex.org/W2186002321","https://openalex.org/W1594991474","https://openalex.org/W2368225858","https://openalex.org/W2968568300","https://openalex.org/W2314947019"],"abstract_inverted_index":{"Recently,":[0],"extensive":[1],"studies":[2],"have":[3,47],"focused":[4],"on":[5,14,141],"analyzing":[6],"aerodynamic":[7,23,72,86,112,196],"performance":[8],"due":[9],"to":[10,69,93,123,159,173,189,195,206,225,239],"its":[11],"important":[12],"impact":[13],"aircraft":[15],"design.":[16],"Most":[17],"of":[18,25,60,99,118,138,181],"these":[19,51,125],"works":[20],"compute":[21],"the":[22,26,40,71,82,97,105,108,116,134,161,175,179,186,215],"coefficient":[24,73,197],"airfoil":[27,83,109,139,163],"through":[28],"computational":[29,41],"fluid":[30],"dynamics":[31],"(CFD)":[32],"simulation,":[33],"which":[34,90],"is":[35,185,222],"too":[36],"time-consuming.":[37],"To":[38,178],"reduce":[39],"time":[42],"required,":[43],"some":[44,79,102],"intelligence-based":[45],"methods":[46,52,67,80,103],"been":[48],"presented.":[49],"However,":[50],"also":[53],"suffer":[54],"from":[55],"certain":[56],"issues.":[57],"First,":[58],"most":[59],"them":[61],"directly":[62],"implement":[63],"existing":[64],"machine":[65],"learning":[66],"used":[68],"predict":[70,174],"without":[74],"adding":[75],"any":[76],"improvements.":[77],"Second,":[78],"convert":[81],"shape":[84,110],"and":[85,96,111],"curves":[87],"into":[88],"images,":[89],"may":[91],"lead":[92],"curve":[94,217],"distortion":[95],"introduction":[98],"noise.":[100],"Third,":[101],"learn":[104],"relationship":[106],"between":[107],"coefficients":[113,136],"but":[114],"ignore":[115],"influence":[117],"initial":[119],"inflow":[120],"conditions.":[121],"Accordingly,":[122],"address":[124],"issues,":[126],"we":[127,150,166,200],"propose":[128],"an":[129],"intelligent":[130],"method":[131,221,234],"for":[132],"predicting":[133],"pressure":[135],"(Cp)":[137],"based":[140],"a":[142,153,168,202,236],"conditional":[143],"generative":[144,191],"adversarial":[145,192],"network":[146,172,193],"(cGAN).":[147],"More":[148,231],"specifically,":[149],"first":[151,187],"present":[152],"two-step":[154],"data":[155],"augmentation":[156],"strategy":[157],"designed":[158],"expand":[160],"original":[162],"dataset.":[164],"Subsequently,":[165],"design":[167,201],"novel":[169],"cGAN-based":[170],"neural":[171],"Cp":[176,216],"curve.":[177],"best":[180],"our":[182,208,220,233],"knowledge,":[183],"this":[184],"work":[188],"apply":[190],"(GAN)":[194],"prediction.":[198],"Moreover,":[199],"new":[203],"loss":[204],"function":[205],"train":[207],"network.":[209],"Extensive":[210],"experimental":[211],"results":[212],"demonstrate":[213],"that":[214,226],"predicted":[218],"by":[219],"very":[223],"close":[224,238],"generated":[227],"via":[228],"CFD":[229,243],"simulation.":[230,244],"importantly,":[232],"achieves":[235],"speedup":[237],"1000x":[240],"compared":[241],"with":[242]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
