{"id":"https://openalex.org/W7160053386","doi":"https://doi.org/10.37199/o41011107","title":"Exploring the Feasibility of Using GANs for Traffic Mitigation. Reimagining Urban Planning for Tirana's Emerging City Center.","display_name":"Exploring the Feasibility of Using GANs for Traffic Mitigation. Reimagining Urban Planning for Tirana's Emerging City Center.","publication_year":2025,"publication_date":"2025-09-05","ids":{"openalex":"https://openalex.org/W7160053386","doi":"https://doi.org/10.37199/o41011107"},"language":"en","primary_location":{"id":"doi:10.37199/o41011107","doi":"https://doi.org/10.37199/o41011107","is_oa":true,"landing_page_url":"https://doi.org/10.37199/o41011107","pdf_url":"https://press.universitetipolis.edu.al/wp-content/uploads/2026/04/Andia.pdf","source":{"id":"https://openalex.org/S4387292752","display_name":"The Scientific Journal of the Observatory of Mediterranean Basin","issn_l":"2959-4081","issn":["2959-4081"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210113289","host_organization_name":"Polis University","host_organization_lineage":["https://openalex.org/I4210113289"],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Scientific Journal of the Observatory of Mediterranean Basin","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://press.universitetipolis.edu.al/wp-content/uploads/2026/04/Andia.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5124830058","display_name":"Andia VLLAMASI","orcid":"https://orcid.org/0009-0007-1730-4130","observed_orcids":["https://orcid.org/0009-0007-1730-4130"]},"institutions":[{"id":"https://openalex.org/I4210113289","display_name":"Polis University","ror":"https://ror.org/023y4pd41","country_code":"AL","type":"education","lineage":["https://openalex.org/I4210113289"]}],"countries":["AL"],"is_corresponding":true,"raw_author_name":"Andia VLLAMASI","raw_affiliation_strings":["Polis University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Polis University","institution_ids":["https://openalex.org/I4210113289"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5124830058"],"corresponding_institution_ids":["https://openalex.org/I4210113289"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":"1&2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12325","display_name":"Urban Design and Spatial Analysis","score":0.7914999723434448,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12325","display_name":"Urban Design and Spatial Analysis","score":0.7914999723434448,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.05079999938607216,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10698","display_name":"Transportation Planning and Optimization","score":0.027699999511241913,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-adversarial-networks","display_name":"generative adversarial networks","score":0.9860000014305115},{"id":"https://openalex.org/keywords/traffic-mitigation","display_name":"traffic mitigation","score":0.8489999771118164},{"id":"https://openalex.org/keywords/urban-planning","display_name":"urban planning","score":0.871999979019165},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"traffic congestion","score":0.6449999809265137},{"id":"https://openalex.org/keywords/traffic-forecasting","display_name":"traffic prediction","score":0.5360000133514404},{"id":"https://openalex.org/keywords/tirana","display_name":"Tirana","score":0.45500001311302185},{"id":"https://openalex.org/keywords/sustainable-urban-growth","display_name":"sustainable urban growth","score":0.5889999866485596}],"concepts":[{"id":"https://openalex.org/C49545453","wikidata":"https://www.wikidata.org/wiki/Q69883","display_name":"Urban planning","level":2,"score":0.5437999963760376},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.5424000024795532},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.39010000228881836},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.31139999628067017},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.310699999332428},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3061999976634979},{"id":"https://openalex.org/C2778368647","wikidata":"https://www.wikidata.org/wiki/Q702492","display_name":"Urban area","level":2,"score":0.27549999952316284},{"id":"https://openalex.org/C4238864","wikidata":"https://www.wikidata.org/wiki/Q2069949","display_name":"Urban density","level":3,"score":0.27250000834465027},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.26579999923706055},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C2986162411","wikidata":"https://www.wikidata.org/wiki/Q702492","display_name":"Urban environment","level":2,"score":0.2554999887943268},{"id":"https://openalex.org/C39853841","wikidata":"https://www.wikidata.org/wiki/Q161078","display_name":"Urbanization","level":2,"score":0.25380000472068787}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.37199/o41011107","doi":"https://doi.org/10.37199/o41011107","is_oa":true,"landing_page_url":"https://doi.org/10.37199/o41011107","pdf_url":"https://press.universitetipolis.edu.al/wp-content/uploads/2026/04/Andia.pdf","source":{"id":"https://openalex.org/S4387292752","display_name":"The Scientific Journal of the Observatory of Mediterranean Basin","issn_l":"2959-4081","issn":["2959-4081"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210113289","host_organization_name":"Polis University","host_organization_lineage":["https://openalex.org/I4210113289"],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Scientific Journal of the Observatory of Mediterranean Basin","raw_type":"journal-article"},{"id":"pmh:oai:sfera.unife.it:11392/2627410","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/11392/2627410","pdf_url":null,"source":{"id":"https://openalex.org/S4306400369","display_name":"Institutional Research Information System University of Ferrara (University of Ferrara)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I201324441","host_organization_name":"University of Ferrara","host_organization_lineage":["https://openalex.org/I201324441"],"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":"info:eu-repo/semantics/bookPart"}],"best_oa_location":{"id":"doi:10.37199/o41011107","doi":"https://doi.org/10.37199/o41011107","is_oa":true,"landing_page_url":"https://doi.org/10.37199/o41011107","pdf_url":"https://press.universitetipolis.edu.al/wp-content/uploads/2026/04/Andia.pdf","source":{"id":"https://openalex.org/S4387292752","display_name":"The Scientific Journal of the Observatory of Mediterranean Basin","issn_l":"2959-4081","issn":["2959-4081"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210113289","host_organization_name":"Polis University","host_organization_lineage":["https://openalex.org/I4210113289"],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Scientific Journal of the Observatory of Mediterranean Basin","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":1.0,"display_name":"Sustainable cities and communities"},{"id":"https://metadata.un.org/sdg/9","score":0.5378999710083008,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7160053386.pdf","grobid_xml":"https://content.openalex.org/works/W7160053386.grobid-xml"},"referenced_works_count":1,"referenced_works":["https://openalex.org/W2784216006"],"related_works":["https://openalex.org/W3003426638","https://openalex.org/W7014755570","https://openalex.org/W3041010038","https://openalex.org/W4224292318","https://openalex.org/W3048209269","https://openalex.org/W4307330166","https://openalex.org/W4294690802","https://openalex.org/W4312681435","https://openalex.org/W4318822441","https://openalex.org/W3080252065"],"abstract_inverted_index":{"Tirana":[0],"and":[1,15,19,31,41,55,78,125,153,178,191,243,258],"other":[2,65],"rapid":[3,251],"growing":[4],"cities":[5,60],"are":[6],"experiencing":[7],"fast":[8],"urbanization,":[9],"which":[10,120],"has":[11],"increased":[12],"traffic":[13,44,57,112,229,244,260,283],"congestion":[14],"caused":[16],"major":[17],"delays":[18],"disruptions":[20],"in":[21,68,133,143,186,231],"transportation":[22,32],"systems.In":[23],"order":[24,193],"to":[25,92,102,123,149,182,188,194,203,215,221,253,267],"overcome":[26],"these":[27,46],"obstacles,":[28],"network":[29],"modeling":[30],"indices":[33],"have":[34,85],"emerged":[35],"as":[36,59],"crucial":[37],"instruments":[38],"for":[39,51,81,99,227],"comprehending":[40],"reducing":[42],"urban":[43,53,87,95,134,144,180,198,218,269],"problems.Predicting":[45],"indices,":[47],"however,":[48],"becomes":[49],"essential":[50],"sustainable":[52,288],"planning":[54,270],"efficient":[56,276],"management":[58],"become":[61],"increasingly":[62],"complex.Along":[63],"with":[64,89,108],"recent":[66],"advances":[67],"deep":[69],"learning,":[70],"the":[71,115,127,140,147,159,167,175,225,248,273],"introduction":[72],"of":[73,117,129,139,162,170,241,250,275],"Generative":[74],"Adversarial":[75],"Networks":[76],"(GANs)":[77],"their":[79,259],"adaptations":[80],"spatial":[82],"data":[83],"analysis":[84],"provided":[86],"planners":[88,181,211],"powerful":[90],"tools":[91],"construct":[93],"hyperrealistic":[94],"layouts.Presenting":[96],"a":[97,264],"methodology":[98],"using":[100],"GANs":[101,171,207],"produce":[103],"new":[104],"suitable":[105],"city":[106,277],"layouts":[107,185],"an":[109],"emphasis":[110],"on":[111,236],"mitigation":[113],"is":[114],"aim":[116],"this":[118,200],"study,":[119],"also":[121,286],"aims":[122],"explore":[124,254],"showcase":[126],"potential":[128,226],"AI,":[130],"specifically":[131],"GANs,":[132],"planning.This":[135],"approach":[136,201],"surpasses":[137],"some":[138],"traditional":[141],"limitations":[142],"planning,":[145],"particularly":[146],"ability":[148],"facilitate":[150],"iterative":[151],"upgrades":[152],"provide":[154],"prompt":[155],"performance":[156],"feedback":[157],"at":[158],"first":[160],"stages":[161],"design.This":[163],"study":[164],"investigates":[165],"how":[166,205],"generative":[168],"capabilities":[169],"could":[172],"speed":[173],"up":[174],"design":[176,256],"process":[177],"enable":[179,247],"dynamically":[183],"alter":[184],"response":[187],"shifting":[189],"constraints":[190],"objectives.In":[192],"create":[195],"sustainable,":[196],"ideal":[197],"landscapes,":[199],"seeks":[202],"assess":[204,217],"well":[206],"support":[208],"data-driven":[209],"decisionmaking.Urban":[210],"will":[212,246],"be":[213],"able":[214],"precisely":[216],"plans":[219,278],"prior":[220],"implementation":[222],"through":[223],"analyzing":[224],"providing":[228],"estimates":[230],"sequential":[232],"time":[233],"slots":[234],"based":[235],"varying":[237],"travel":[238],"demands.The":[239],"combination":[240],"GAN":[242],"predictions":[245],"generation":[249],"scenarios":[252],"multiple":[255],"alternatives":[257],"impact.These":[261],"developments":[262],"offer":[263],"revolutionary":[265],"perspective":[266],"contemporary":[268],"by":[271],"facilitating":[272],"investigation":[274],"that":[279],"not":[280],"only":[281],"reduce":[282],"jams":[284],"but":[285],"encourage":[287],"growth.":[289]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-05-05T00:00:00"}
