{"id":"https://openalex.org/W4385656672","doi":"https://doi.org/10.1109/jiot.2023.3303188","title":"Meet User\u2019s Service Requirements in Smart Cities Using Recurrent Neural Networks and Optimization Algorithm","display_name":"Meet User\u2019s Service Requirements in Smart Cities Using Recurrent Neural Networks and Optimization Algorithm","publication_year":2023,"publication_date":"2023-08-08","ids":{"openalex":"https://openalex.org/W4385656672","doi":"https://doi.org/10.1109/jiot.2023.3303188"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2023.3303188","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3303188","pdf_url":"https://ieeexplore.ieee.org/ielx7/6488907/6702522/10210672.pdf","source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/6488907/6702522/10210672.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081253819","display_name":"Seyed Salar Sefati","orcid":"https://orcid.org/0000-0002-7208-3576"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Seyed Salar Sefati","raw_affiliation_strings":["Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, University POLITEHNICA of Bucharest, Bucharest, Romania","Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, POLITEHNICA University of Bucharest, Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0002-7208-3576","affiliations":[{"raw_affiliation_string":"Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, University POLITEHNICA of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, POLITEHNICA University of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028377757","display_name":"Bahman Arasteh","orcid":"https://orcid.org/0000-0001-5202-6315"},"institutions":[{"id":"https://openalex.org/I4210121333","display_name":"Istinye University","ror":"https://ror.org/03081nz23","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210121333"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Bahman Arasteh","raw_affiliation_strings":["Department of Software Engineering, Faculty of Engineering and Natural Science, Istinye University, Istanbul, T&#x00FC;rkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Faculty of Engineering and Natural Science, Istinye University, Istanbul, T&#x00FC;rkiye","institution_ids":["https://openalex.org/I4210121333"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057547358","display_name":"Simona Halunga","orcid":"https://orcid.org/0000-0001-7028-3921"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Simona Halunga","raw_affiliation_strings":["Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, University POLITEHNICA of Bucharest, Bucharest, Romania","Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, POLITEHNICA University of Bucharest, Bucharest, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, University POLITEHNICA of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, POLITEHNICA University of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072602284","display_name":"Octavian Fratu","orcid":"https://orcid.org/0000-0001-5679-9307"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Octavian Fratu","raw_affiliation_strings":["Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, University POLITEHNICA of Bucharest, Bucharest, Romania","Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, POLITEHNICA University of Bucharest, Bucharest, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, University POLITEHNICA of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Telecommunications Department, Faculty of Electronics, Telecommunications and Information Technology, POLITEHNICA University of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002336714","display_name":"Asgarali Bouyer","orcid":"https://orcid.org/0000-0002-4808-2856"},"institutions":[{"id":"https://openalex.org/I4210121333","display_name":"Istinye University","ror":"https://ror.org/03081nz23","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210121333"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Asgarali Bouyer","raw_affiliation_strings":["Department of Software Engineering, Faculty of Engineering and Natural Science, Istinye University, Istanbul, T&#x00FC;rkiye"],"raw_orcid":"https://orcid.org/0000-0002-4808-2856","affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Faculty of Engineering and Natural Science, Istinye University, Istanbul, T&#x00FC;rkiye","institution_ids":["https://openalex.org/I4210121333"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5387,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.88465784,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"10","issue":"24","first_page":"22256","last_page":"22269"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9968000054359436,"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"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9968000054359436,"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/T12546","display_name":"Smart Parking Systems Research","score":0.9793999791145325,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.96670001745224,"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/computer-science","display_name":"Computer science","score":0.8010866641998291},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5741049647331238},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.48295825719833374},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.40279993414878845},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.33719009160995483},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.286212682723999}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8010866641998291},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5741049647331238},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.48295825719833374},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.40279993414878845},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33719009160995483},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.286212682723999},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/jiot.2023.3303188","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3303188","pdf_url":"https://ieeexplore.ieee.org/ielx7/6488907/6702522/10210672.pdf","source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:publications/d3c55998-33b3-49c0-aa0f-20169c470a23","is_oa":true,"landing_page_url":"https://pure.au.dk/portal/en/publications/d3c55998-33b3-49c0-aa0f-20169c470a23","pdf_url":"https://pure.au.dk/ws/files/390271038/Meet_Users_Service_Requirements_in_Smart_Cities_Using_Recurrent_Neural_Networks_and_Optimization_Algorithm_Publishers_version_2023.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sefati, S, Arasteh, B, Halunga, S, Fratu, O & Bouyer, A 2023, 'Meet User\u2019s Service Requirements in Smart Cities Using Recurrent Neural Networks and Optimization Algorithm', IEEE Internet of Things Journal, vol. 10, no. 24, pp. 22256-22269. https://doi.org/10.1109/JIOT.2023.3303188","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pure.atira.dk:openaire/d3c55998-33b3-49c0-aa0f-20169c470a23","is_oa":true,"landing_page_url":"https://pure.au.dk/portal/files/390271038/Meet_Users_Service_Requirements_in_Smart_Cities_Using_Recurrent_Neural_Networks_and_Optimization_Algorithm_Publishers_version_2023.pdf","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sefati, S, Arasteh, B, Halunga, S, Fratu, O & Bouyer, A 2023, 'Meet User\u2019s Service Requirements in Smart Cities Using Recurrent Neural Networks and Optimization Algorithm', IEEE Internet of Things Journal, vol. 10, no. 24, pp. 22256-22269. https://doi.org/10.1109/JIOT.2023.3303188","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/jiot.2023.3303188","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3303188","pdf_url":"https://ieeexplore.ieee.org/ielx7/6488907/6702522/10210672.pdf","source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.49000000953674316,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G2454465944","display_name":"MObility and Training fOR beyond 5G Ecosystems","funder_award_id":"861219","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7842005466","display_name":null,"funder_award_id":"Horizon 2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385656672.pdf","grobid_xml":"https://content.openalex.org/works/W4385656672.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W846669277","https://openalex.org/W1973647365","https://openalex.org/W2029562132","https://openalex.org/W2568816818","https://openalex.org/W2772084711","https://openalex.org/W2795153700","https://openalex.org/W2885195348","https://openalex.org/W2888165279","https://openalex.org/W2888979422","https://openalex.org/W2964060038","https://openalex.org/W2964110499","https://openalex.org/W2980570898","https://openalex.org/W3010044360","https://openalex.org/W3021511176","https://openalex.org/W3041279471","https://openalex.org/W3045843229","https://openalex.org/W3101115706","https://openalex.org/W3134806768","https://openalex.org/W3155790576","https://openalex.org/W3173844004","https://openalex.org/W3198478421","https://openalex.org/W4213187874","https://openalex.org/W4220965363","https://openalex.org/W4220980958","https://openalex.org/W4221060637","https://openalex.org/W4223505602","https://openalex.org/W4283722037","https://openalex.org/W4285004955","https://openalex.org/W4292971665","https://openalex.org/W4309287962","https://openalex.org/W4309822225","https://openalex.org/W4313472834","https://openalex.org/W4317642823","https://openalex.org/W4321502946","https://openalex.org/W4324345747","https://openalex.org/W4352976972","https://openalex.org/W4362717919","https://openalex.org/W4377028368"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"Despite":[0],"significant":[1,239],"advancements":[2],"in":[3,22,28,63,129,132,188,213,233,241],"Internet":[4],"of":[5,25,66,101,170,179,215],"Things":[6],"(IoT)-based":[7],"smart":[8,235],"cities,":[9,236],"service":[10,68,229],"discovery":[11,230],"and":[12,43,87,99,136,153,158,192,218,225,231],"composition":[13,100,232],"continue":[14],"to":[15,46,113,149,174,181,197],"pose":[16],"challenges.":[17],"Current":[18],"methodologies":[19],"face":[20],"limitations":[21],"optimizing":[23,61],"Quality":[24],"Service":[26],"(QoS)":[27],"diverse":[29],"network":[30,123],"conditions,":[31],"thus":[32],"creating":[33],"a":[34,51,88,238],"critical":[35],"research":[36],"gap.":[37],"This":[38,107,185],"study":[39],"presents":[40],"an":[41,223],"original":[42],"innovative":[44],"solution":[45,227],"this":[47],"issue":[48],"by":[49],"introducing":[50],"novel":[52],"three-layered":[53],"Recurrent":[54],"Neural":[55],"Network":[56],"(RNN)":[57],"algorithm.":[58],"Aimed":[59],"at":[60],"QoS":[62,120],"the":[64,97,110,115,133,147,163,168,176,190,199],"context":[65],"IoT":[67],"discovery,":[69],"our":[70,208],"method":[71],"incorporates":[72],"user":[73],"requirements":[74],"into":[75],"its":[76],"evaluation":[77],"matrix.":[78],"It":[79],"also":[80],"integrates":[81],"Long":[82],"Short-Term":[83],"Memory":[84],"(LSTM)":[85],"networks":[86],"unique":[89],"Black":[90],"Widow":[91],"Optimization":[92],"(BWO)":[93],"algorithm,":[94,165],"collectively":[95],"facilitating":[96],"selection":[98],"optimal":[102,177],"services":[103,117,180,196],"for":[104,142,228],"specific":[105],"tasks.":[106],"approach":[108,209],"allows":[109],"RNN":[111,148],"algorithm":[112,186],"identify":[114],"top-K":[116],"based":[118],"on":[119],"under":[121],"varying":[122],"conditions.":[124],"Our":[125],"methodology\u2019s":[126],"novelty":[127],"lies":[128],"implementing":[130],"LSTM":[131],"hidden":[134],"layer":[135],"employing":[137],"backpropagation":[138],"through":[139],"time":[140],"(BPTT)":[141],"parameter":[143],"updates,":[144],"which":[145,166],"enables":[146],"capture":[150],"temporal":[151],"patterns":[152],"intricate":[154],"relationships":[155],"between":[156,195],"devices":[157],"services.":[159],"Further,":[160],"we":[161],"use":[162],"BWO":[164],"simulates":[167],"behavior":[169],"black":[171],"widow":[172],"spiders,":[173],"find":[175],"combination":[178],"meet":[182],"system":[183],"requirements.":[184],"factors":[187],"both":[189],"attractive":[191],"repulsive":[193],"forces":[194],"isolate":[198],"best":[200],"candidate":[201],"solutions.":[202],"In":[203],"comparison":[204],"with":[205],"existing":[206],"methods,":[207],"shows":[210],"superior":[211],"performance":[212],"terms":[214],"latency,":[216],"availability,":[217],"reliability.":[219],"Thus,":[220],"it":[221],"provides":[222],"efficient":[224],"effective":[226],"IoT-based":[234],"bridging":[237],"gap":[240],"current":[242],"research.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T08:27:34.040176","created_date":"2025-10-10T00:00:00"}
