{"id":"https://openalex.org/W3202212331","doi":"https://doi.org/10.48550/arxiv.2110.02443","title":"Pedestrian Wind Factor Estimation in Complex Urban Environments","display_name":"Pedestrian Wind Factor Estimation in Complex Urban Environments","publication_year":2021,"publication_date":"2021-10-06","ids":{"openalex":"https://openalex.org/W3202212331","doi":"https://doi.org/10.48550/arxiv.2110.02443","mag":"3202212331"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2110.02443","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2110.02443","pdf_url":"https://arxiv.org/pdf/2110.02443","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2110.02443","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087562172","display_name":"Sarah Mokhtar","orcid":"https://orcid.org/0000-0002-7981-9232","observed_orcids":["https://orcid.org/0000-0002-7981-9232"]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mokhtar, Sarah","raw_affiliation_strings":["Massachusetts Institute of Technology , Cambridge , MA 02139 , USA","Massachusetts Institute Of Technology#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology , Cambridge , MA 02139 , USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Massachusetts Institute Of Technology#TAB#","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032462373","display_name":"Matthew Beveridge","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Beveridge, Matthew","raw_affiliation_strings":["Massachusetts Institute of Technology , Cambridge , MA 02139 , USA","Massachusetts Institute Of Technology#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology , Cambridge , MA 02139 , USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Massachusetts Institute Of Technology#TAB#","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110927441","display_name":"Yumeng Melody Cao","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cao, Yumeng","raw_affiliation_strings":["Massachusetts Institute of Technology , Cambridge , MA 02139 , USA","Massachusetts Institute Of Technology#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology , Cambridge , MA 02139 , USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Massachusetts Institute Of Technology#TAB#","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019248564","display_name":"Iddo Drori","orcid":"https://orcid.org/0000-0001-9797-3885","observed_orcids":["https://orcid.org/0000-0001-9797-3885"]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Drori, Iddo","raw_affiliation_strings":["Massachusetts Institute of Technology , Cambridge , MA 02139 , USA","Massachusetts Institute Of Technology#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology , Cambridge , MA 02139 , USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Massachusetts Institute Of Technology#TAB#","institution_ids":["https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I63966007"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11371","display_name":"Wind and Air Flow Studies","score":0.9824000000953674,"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":0.9824000000953674,"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/T10766","display_name":"Urban Heat Island Mitigation","score":0.012400000356137753,"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/T12325","display_name":"Urban Design and Spatial Analysis","score":0.0026000000070780516,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pedestrian-wind-comfort","display_name":"pedestrian wind comfort","score":0.9810000061988831},{"id":"https://openalex.org/keywords/urban-microclimate","display_name":"urban microclimate","score":0.8140000104904175},{"id":"https://openalex.org/keywords/complex-urban-environments","display_name":"complex urban environments","score":0.746999979019165},{"id":"https://openalex.org/keywords/conditional-gan","display_name":"conditional generative adversarial networks","score":0.8960000276565552}],"concepts":[{"id":"https://openalex.org/C2777113093","wikidata":"https://www.wikidata.org/wiki/Q221488","display_name":"Pedestrian","level":2,"score":0.6356359720230103},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5575354695320129},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.49398428201675415},{"id":"https://openalex.org/C32957820","wikidata":"https://www.wikidata.org/wiki/Q215108","display_name":"Microclimate","level":2,"score":0.48672106862068176},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.48306065797805786},{"id":"https://openalex.org/C49545453","wikidata":"https://www.wikidata.org/wiki/Q69883","display_name":"Urban planning","level":2,"score":0.44929519295692444},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.30055126547813416},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.24147561192512512},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.19860491156578064},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18302980065345764},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.10209527611732483},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:arXiv.org:2110.02443","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2110.02443","pdf_url":"https://arxiv.org/pdf/2110.02443","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:3202212331","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/pdf/2110.02443.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2110.02443","doi":"https://doi.org/10.48550/arxiv.2110.02443","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2110.02443","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2110.02443","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2110.02443","pdf_url":"https://arxiv.org/pdf/2110.02443","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":1.0,"id":"https://metadata.un.org/sdg/11"},{"display_name":"Climate action","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/13"}],"sustainable_development_goals_aurora":[{"display_name":"Sustainable cities and communities","score":0.8100000023841858,"id":"https://metadata.un.org/sdg/11"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1992264379","https://openalex.org/W1995708434","https://openalex.org/W2040912280","https://openalex.org/W2048159849","https://openalex.org/W2107168535","https://openalex.org/W2125389028","https://openalex.org/W2515505748","https://openalex.org/W2552465644","https://openalex.org/W2560474170","https://openalex.org/W2585298970","https://openalex.org/W2600383743","https://openalex.org/W2739748921","https://openalex.org/W2751586045","https://openalex.org/W2795982117","https://openalex.org/W2900769969","https://openalex.org/W2904367110","https://openalex.org/W2918222882","https://openalex.org/W2948412951","https://openalex.org/W2949099979","https://openalex.org/W2964245526","https://openalex.org/W2964327849","https://openalex.org/W2966755844","https://openalex.org/W2973119841","https://openalex.org/W2993128548","https://openalex.org/W2996375490","https://openalex.org/W3091796855","https://openalex.org/W3095593507","https://openalex.org/W3135340871","https://openalex.org/W3158192271"],"related_works":["https://openalex.org/W2792863887","https://openalex.org/W2384794843","https://openalex.org/W199952682","https://openalex.org/W1605352561","https://openalex.org/W2914050128","https://openalex.org/W2910669743","https://openalex.org/W2809538545","https://openalex.org/W3006384189","https://openalex.org/W3194511064","https://openalex.org/W2613246984","https://openalex.org/W3206831613","https://openalex.org/W2184074115","https://openalex.org/W2070487625","https://openalex.org/W2964620875","https://openalex.org/W2793585826","https://openalex.org/W1984342998","https://openalex.org/W2150112540","https://openalex.org/W2587368277","https://openalex.org/W2947776022","https://openalex.org/W2801592509"],"abstract_inverted_index":{"Urban":[0],"planners":[1],"and":[2,11,38,52,62,94,104,126,133],"policy":[3,92],"makers":[4,93],"face":[5],"the":[6,23,32,40,42,60,118],"challenge":[7,57],"of":[8,34,44,66,130],"creating":[9],"livable":[10],"enjoyable":[12],"cities":[13],"for":[14,78,135],"larger":[15],"populations":[16],"in":[17,30,39,48,84],"much":[18],"denser":[19],"urban":[20,24,35,50,86,131],"conditions.":[21],"While":[22],"microclimate":[25,46],"holds":[26],"a":[27,56,75,109],"key":[28],"role":[29],"defining":[31],"quality":[33,142],"spaces":[36],"today":[37],"future,":[41],"integration":[43],"wind":[45,81,143],"assessment":[47],"early":[49],"design":[51],"planning":[53],"processes":[54],"remains":[55],"due":[58],"to":[59,97,116,152],"complexity":[61],"high":[63,123,141],"computational":[64,67,119],"expense":[65],"fluid":[68],"dynamics":[69],"(CFD)":[70],"simulations.":[71],"This":[72],"work":[73],"develops":[74],"data-driven":[76],"workflow":[77],"real-time":[79],"pedestrian":[80,136],"comfort":[82,137],"estimation":[83],"complex":[85],"environments":[87],"which":[88],"may":[89],"enable":[90],"designers,":[91],"city":[95],"residents":[96],"make":[98],"informed":[99],"decisions":[100],"about":[101],"mobility,":[102],"health,":[103],"energy":[105],"choices.":[106],"We":[107,139],"use":[108],"conditional":[110],"generative":[111],"adversarial":[112],"network":[113],"(cGAN)":[114],"architecture":[115],"reduce":[117],"computation":[120,148],"while":[121,146],"maintaining":[122],"confidence":[124],"levels":[125],"interpretability,":[127],"adequate":[128],"representation":[129],"complexity,":[132],"suitability":[134],"estimation.":[138],"demonstrate":[140],"field":[144],"approximations":[145],"reducing":[147],"time":[149],"from":[150],"days":[151],"seconds.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}
