{"id":"https://openalex.org/W2803864529","doi":"https://doi.org/10.1016/j.future.2018.05.013","title":"A resilient and distributed near real-time traffic forecasting application for Fog computing environments","display_name":"A resilient and distributed near real-time traffic forecasting application for Fog computing environments","publication_year":2018,"publication_date":"2018-05-18","ids":{"openalex":"https://openalex.org/W2803864529","doi":"https://doi.org/10.1016/j.future.2018.05.013","mag":"2803864529"},"language":"en","primary_location":{"id":"doi:10.1016/j.future.2018.05.013","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.future.2018.05.013","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0167739X1732678X/pdf","source":{"id":"https://openalex.org/S186357190","display_name":"Future Generation Computer Systems","issn_l":"0167-739X","issn":["0167-739X","1872-7115"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Generation Computer Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.sciencedirect.com/science/article/pii/S0167739X1732678X/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022618752","display_name":"Juan Luis P\u00e9rez-Ord\u00f3\u00f1ez","orcid":"https://orcid.org/0000-0002-6862-9433"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Juan Luis P\u00e9rez","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Catalunya (UPC) - BarcelonaTech, Barcelona Supercomputing Center, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Catalunya (UPC) - BarcelonaTech, Barcelona Supercomputing Center, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047955083","display_name":"Alberto Gutierrez-Torre","orcid":"https://orcid.org/0000-0002-5548-3359"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alberto Gutierrez-Torre","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Catalunya (UPC) - BarcelonaTech, Barcelona Supercomputing Center, Spain"],"raw_orcid":"https://orcid.org/0000-0002-5548-3359","affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Catalunya (UPC) - BarcelonaTech, Barcelona Supercomputing Center, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074281010","display_name":"Josep Ll. Berral","orcid":"https://orcid.org/0000-0003-3037-3580"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Josep Ll. Berral","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Catalunya (UPC) - BarcelonaTech, Barcelona Supercomputing Center, Spain"],"raw_orcid":"https://orcid.org/0000-0003-3037-3580","affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Catalunya (UPC) - BarcelonaTech, Barcelona Supercomputing Center, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081849393","display_name":"David Carrera","orcid":"https://orcid.org/0000-0003-4898-3424"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David Carrera","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Catalunya (UPC) - BarcelonaTech, Barcelona Supercomputing Center, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Catalunya (UPC) - BarcelonaTech, Barcelona Supercomputing Center, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5022618752"],"corresponding_institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"],"apc_list":{"value":3340,"currency":"USD","value_usd":3340},"apc_paid":{"value":3340,"currency":"USD","value_usd":3340},"fwci":4.1944,"has_fulltext":true,"cited_by_count":43,"citation_normalized_percentile":{"value":0.93581012,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"87","issue":null,"first_page":"198","last_page":"212"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9991000294685364,"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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":0.8632919788360596},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7715279459953308},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6703103184700012},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6065428256988525},{"id":"https://openalex.org/keywords/resilience","display_name":"Resilience (materials science)","score":0.47680041193962097},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4334106743335724},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22582551836967468}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8632919788360596},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7715279459953308},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6703103184700012},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6065428256988525},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.47680041193962097},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4334106743335724},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22582551836967468},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1016/j.future.2018.05.013","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.future.2018.05.013","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0167739X1732678X/pdf","source":{"id":"https://openalex.org/S186357190","display_name":"Future Generation Computer Systems","issn_l":"0167-739X","issn":["0167-739X","1872-7115"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Generation Computer Systems","raw_type":"journal-article"},{"id":"pmh:oai:dnet:upcommonspor::189695c902ed6c305ba730aad7d4c382","is_oa":false,"landing_page_url":"http://hdl.handle.net/2117/127251","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:dnet:upcommonspor::b09b9cde964b3a3a570020de33696b38","is_oa":false,"landing_page_url":"http://hdl.handle.net/2117/120237","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:upcommons.upc.edu:2117/127251","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/127251","pdf_url":"http://hdl.handle.net/2117/127251","source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"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":"Article"}],"best_oa_location":{"id":"doi:10.1016/j.future.2018.05.013","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.future.2018.05.013","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0167739X1732678X/pdf","source":{"id":"https://openalex.org/S186357190","display_name":"Future Generation Computer Systems","issn_l":"0167-739X","issn":["0167-739X","1872-7115"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Generation Computer Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.6700000166893005,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G2436365243","display_name":null,"funder_award_id":"2014-SGR-1051","funder_id":"https://openalex.org/F4320321505","funder_display_name":"Generalitat de Catalunya"},{"id":"https://openalex.org/G3222096693","display_name":null,"funder_award_id":"TIN2015-65316-P","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G434337789","display_name":null,"funder_award_id":"HORIZON2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7096924396","display_name":null,"funder_award_id":"TIN2015-65316","funder_id":"https://openalex.org/F4320321505","funder_display_name":"Generalitat de Catalunya"},{"id":"https://openalex.org/G709866033","display_name":null,"funder_award_id":"SEV-2015-0493","funder_id":"https://openalex.org/F4320322121","funder_display_name":"Instituci\u00f3 Catalana de Recerca i Estudis Avan\u00e7ats"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321505","display_name":"Generalitat de Catalunya","ror":"https://ror.org/01bg62x04"},{"id":"https://openalex.org/F4320322121","display_name":"Instituci\u00f3 Catalana de Recerca i Estudis Avan\u00e7ats","ror":"https://ror.org/0371hy230"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2803864529.pdf","grobid_xml":"https://content.openalex.org/works/W2803864529.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W252542266","https://openalex.org/W2010117142","https://openalex.org/W2036785686","https://openalex.org/W2051470010","https://openalex.org/W2066178851","https://openalex.org/W2103869494","https://openalex.org/W2106800155","https://openalex.org/W2115096495","https://openalex.org/W2116064496","https://openalex.org/W2117442907","https://openalex.org/W2158164339","https://openalex.org/W2162724919","https://openalex.org/W2217607432","https://openalex.org/W2296335794","https://openalex.org/W2334157998","https://openalex.org/W2492681567","https://openalex.org/W2542700999","https://openalex.org/W2572447213","https://openalex.org/W2592550110","https://openalex.org/W2615758719","https://openalex.org/W2762422340","https://openalex.org/W3102845547","https://openalex.org/W6601785465","https://openalex.org/W6645512134","https://openalex.org/W6652747970","https://openalex.org/W6659849045","https://openalex.org/W6663416667","https://openalex.org/W6683128514","https://openalex.org/W6697144307","https://openalex.org/W6744937389"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W2802581102","https://openalex.org/W4205786897"],"abstract_inverted_index":{"In":[0,41,95],"this":[1],"paper":[2],"we":[3,98],"propose":[4,66],"an":[5,24],"architecture":[6],"for":[7,62],"a":[8,28,58,67,70,80,118],"city-wide":[9],"traffic":[10,81,92,101,212],"modeling":[11,82,213],"and":[12,51,54,79,150,160,168,192,214],"prediction":[13],"service":[14,120],"based":[15,84],"on":[16,85],"the":[17,39,42,113,143,158,164,169,177,183,199,210,224,230,247],"Fog":[18,43,144,184,225],"Computing":[19],"paradigm.":[20],"The":[21],"work":[22],"assumes":[23],"scenario":[25],"in":[26,49,112,136,142,182,203,223,229],"which":[27,137],"number":[29],"of":[30,69,106,115,124,162,205,227,244],"distributed":[31,91,222],"antennas":[32],"receive":[33],"data":[34,45,71,165,178,197,239],"generated":[35,111],"by":[36,117],"vehicles":[37],"across":[38,129],"city.":[40],"nodes":[44,185],"is":[46,186,193],"collected,":[47],"processed":[48,128],"local":[50],"intermediate":[52],"nodes,":[53,145],"finally":[55],"forwarded":[56],"to":[57,75,89,146,188,195,198,240,246],"central":[59],"Cloud":[60,200],"location":[61,201],"further":[63],"analysis.":[64],"We":[65],"combination":[68],"distribution":[72,166,179],"algorithm,":[73,167],"resilient":[74,187],"back-haul":[76,189],"connectivity":[77,139,152,190,207,234],"issues,":[78],"approach":[83],"deep":[86],"learning":[87,170],"techniques":[88],"provide":[90],"forecasting":[93,215],"capabilities.":[94],"our":[96],"experiments,":[97],"leverage":[99],"real":[100],"logs":[102],"from":[103,134],"one":[104],"week":[105],"Floating":[107],"Car":[108],"Data":[109],"(FCD)":[110],"city":[114],"Barcelona":[116],"road-assistance":[119],"fleet":[121],"comprising":[122],"thousands":[123],"vehicles.":[125],"FCD":[126],"was":[127],"several":[130],"simulated":[131],"conditions,":[132],"ranging":[133],"scenarios":[135],"no":[138],"failures":[140],"occurred":[141],"situations":[147],"with":[148],"long":[149],"frequent":[151],"outage":[153],"periods.":[154],"For":[155],"each":[156],"scenario,":[157],"resilience":[159],"accuracy":[161],"both":[163],"methods":[171],"were":[172],"analyzed.":[173],"Results":[174],"show":[175],"that":[176,237],"process":[180],"running":[181],"issues":[191,235],"able":[194],"deliver":[196],"even":[202],"presence":[204],"severe":[206],"problems.":[208],"Additionally,":[209],"proposed":[211],"method":[216],"exhibits":[217],"better":[218],"behavior":[219],"when":[220,233],"run":[221],"instead":[226],"centralized":[228],"Cloud,":[231],"especially":[232],"occur":[236],"force":[238],"be":[241],"delivered":[242],"out":[243],"order":[245],"Cloud.":[248]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":15},{"year":2018,"cited_by_count":2}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}