{"id":"https://openalex.org/W4292794304","doi":"https://doi.org/10.23919/annsim55834.2022.9859495","title":"A Novel Gan-Based Method For Building Surface Wind Pressure Prediction","display_name":"A Novel Gan-Based Method For Building Surface Wind Pressure Prediction","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4292794304","doi":"https://doi.org/10.23919/annsim55834.2022.9859495"},"language":"en","primary_location":{"id":"doi:10.23919/annsim55834.2022.9859495","is_oa":false,"landing_page_url":"https://doi.org/10.23919/annsim55834.2022.9859495","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Annual Modeling and Simulation Conference (ANNSIM)","raw_type":"proceedings-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":"https://openalex.org/A5100812392","display_name":"Lin Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103247","display_name":"Jiangsu Provincial Urban Planning and Design Institute","ror":"https://ror.org/01bf03r65","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210103247"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Sun","raw_affiliation_strings":["Nanjing University 22 Hankou Road,School of Architecture and Urban Planning,Nanjing,CHINA","School of Architecture and Urban Planning, Nanjing University 22 Hankou Road, Nanjing, CHINA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University 22 Hankou Road,School of Architecture and Urban Planning,Nanjing,CHINA","institution_ids":["https://openalex.org/I4210103247"]},{"raw_affiliation_string":"School of Architecture and Urban Planning, Nanjing University 22 Hankou Road, Nanjing, CHINA","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076332655","display_name":"Shuqi Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103247","display_name":"Jiangsu Provincial Urban Planning and Design Institute","ror":"https://ror.org/01bf03r65","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210103247"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuqi Cao","raw_affiliation_strings":["Nanjing University 22 Hankou Road,School of Architecture and Urban Planning,Nanjing,CHINA","School of Architecture and Urban Planning, Nanjing University 22 Hankou Road, Nanjing, CHINA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University 22 Hankou Road,School of Architecture and Urban Planning,Nanjing,CHINA","institution_ids":["https://openalex.org/I4210103247"]},{"raw_affiliation_string":"School of Architecture and Urban Planning, Nanjing University 22 Hankou Road, Nanjing, CHINA","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025178851","display_name":"Likai Wang","orcid":"https://orcid.org/0000-0003-4054-649X"},"institutions":[{"id":"https://openalex.org/I4210103247","display_name":"Jiangsu Provincial Urban Planning and Design Institute","ror":"https://ror.org/01bf03r65","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210103247"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Likai Wang","raw_affiliation_strings":["Nanjing University 22 Hankou Road,School of Architecture and Urban Planning,Nanjing,CHINA","School of Architecture and Urban Planning, Nanjing University 22 Hankou Road, Nanjing, CHINA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University 22 Hankou Road,School of Architecture and Urban Planning,Nanjing,CHINA","institution_ids":["https://openalex.org/I4210103247"]},{"raw_affiliation_string":"School of Architecture and Urban Planning, Nanjing University 22 Hankou Road, Nanjing, CHINA","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011672837","display_name":"Guohua Ji","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103247","display_name":"Jiangsu Provincial Urban Planning and Design Institute","ror":"https://ror.org/01bf03r65","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210103247"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guohua Ji","raw_affiliation_strings":["Nanjing University 22 Hankou Road,School of Architecture and Urban Planning,Nanjing,CHINA","School of Architecture and Urban Planning, Nanjing University 22 Hankou Road, Nanjing, CHINA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University 22 Hankou Road,School of Architecture and Urban Planning,Nanjing,CHINA","institution_ids":["https://openalex.org/I4210103247"]},{"raw_affiliation_string":"School of Architecture and Urban Planning, Nanjing University 22 Hankou Road, Nanjing, CHINA","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5194,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.58982212,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"512","last_page":"522"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11371","display_name":"Wind and Air Flow Studies","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11371","display_name":"Wind and Air Flow Studies","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9753999710083008,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T12081","display_name":"Aerodynamics and Fluid Dynamics Research","score":0.9550999999046326,"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/computer-science","display_name":"Computer science","score":0.6405194997787476},{"id":"https://openalex.org/keywords/computational-fluid-dynamics","display_name":"Computational fluid dynamics","score":0.5528745055198669},{"id":"https://openalex.org/keywords/plug-in","display_name":"Plug-in","score":0.5482651591300964},{"id":"https://openalex.org/keywords/wind-direction","display_name":"Wind direction","score":0.45418253540992737},{"id":"https://openalex.org/keywords/surface","display_name":"Surface (topology)","score":0.4477236866950989},{"id":"https://openalex.org/keywords/marine-engineering","display_name":"Marine engineering","score":0.4215490221977234},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.41877397894859314},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.38369181752204895},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3287472128868103},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3231351971626282},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.2360227108001709},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.18620416522026062},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18588295578956604},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1069699227809906}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6405194997787476},{"id":"https://openalex.org/C1633027","wikidata":"https://www.wikidata.org/wiki/Q815820","display_name":"Computational fluid dynamics","level":2,"score":0.5528745055198669},{"id":"https://openalex.org/C4924752","wikidata":"https://www.wikidata.org/wiki/Q184148","display_name":"Plug-in","level":2,"score":0.5482651591300964},{"id":"https://openalex.org/C107775477","wikidata":"https://www.wikidata.org/wiki/Q1057900","display_name":"Wind direction","level":3,"score":0.45418253540992737},{"id":"https://openalex.org/C2776799497","wikidata":"https://www.wikidata.org/wiki/Q484298","display_name":"Surface (topology)","level":2,"score":0.4477236866950989},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.4215490221977234},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.41877397894859314},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.38369181752204895},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3287472128868103},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3231351971626282},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.2360227108001709},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.18620416522026062},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18588295578956604},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1069699227809906},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/annsim55834.2022.9859495","is_oa":false,"landing_page_url":"https://doi.org/10.23919/annsim55834.2022.9859495","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Annual Modeling and Simulation Conference (ANNSIM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8899999856948853,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2049867362","https://openalex.org/W2395060487","https://openalex.org/W2515505748","https://openalex.org/W2922466402","https://openalex.org/W2963073614","https://openalex.org/W4285719418","https://openalex.org/W4286419827","https://openalex.org/W4302804560","https://openalex.org/W6712008390","https://openalex.org/W7002038707"],"related_works":["https://openalex.org/W2288310241","https://openalex.org/W1984090108","https://openalex.org/W4321492268","https://openalex.org/W238980701","https://openalex.org/W2301582445","https://openalex.org/W2112476022","https://openalex.org/W170616846","https://openalex.org/W3082854019","https://openalex.org/W2303412596","https://openalex.org/W2517858430"],"abstract_inverted_index":{"The":[0,46],"wind":[1,37,67],"pressure":[2,38,68],"on":[3,51],"the":[4,17,75,85,94,112,115,119,122,124,132,136,142],"surface":[5,36,66],"of":[6,53,55,96,114,121,126],"buildings":[7,41,56],"can":[8,139],"be":[9],"critical,":[10],"especially":[11],"for":[12,33],"high-rise":[13,40],"buildings.":[14],"To":[15,117],"overcome":[16],"limitations":[18],"in":[19,39],"applying":[20],"time-consuming":[21],"CFD":[22],"simulations":[23],"to":[24,110],"early":[25],"design":[26],"stage,":[27],"we":[28,81,99],"introduce":[29],"a":[30,101,106],"novel":[31],"approach":[32,104],"generating":[34],"real-time":[35],"through":[42],"Deep":[43],"Learning":[44],"(DL).":[45],"DL":[47,90,108],"model":[48,91,109],"is":[49,69],"trained":[50],"datasets":[52],"hundreds":[54],"geometries":[57],"generated":[58],"by":[59,71],"Grasshopper":[60],"plugin":[61],"EvoMass,":[62],"and":[63,89,105,131],"their":[64],"corresponding":[65],"simulated":[70],"RhinoCFD.":[72],"Moreover,":[73],"regarding":[74],"current":[76],"performance":[77],"prediction":[78],"using":[79],"DL,":[80],"have":[82],"noted":[83],"that":[84,135],"common":[86],"labeling":[87,103],"map":[88],"may":[92],"hinder":[93],"efficiency":[95],"training.":[97],"Thus,":[98],"proposed":[100],"new":[102],"modified":[107],"assess":[111],"accuracy":[113],"prediction.":[116],"demonstrate":[118],"validity":[120],"approach,":[123],"experiments":[125],"simulation":[127],"predictions":[128],"were":[129],"conducted,":[130],"results":[133],"shows":[134],"presented":[137],"method":[138],"greatly":[140],"enhance":[141],"accuracy.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
