{"id":"https://openalex.org/W3186147874","doi":"https://doi.org/10.1109/tnsm.2021.3099472","title":"Anticipatory Allocation of Communication and Computational Resources at the Edge Using Spatio-Temporal Dynamics of Mobile Users","display_name":"Anticipatory Allocation of Communication and Computational Resources at the Edge Using Spatio-Temporal Dynamics of Mobile Users","publication_year":2021,"publication_date":"2021-07-26","ids":{"openalex":"https://openalex.org/W3186147874","doi":"https://doi.org/10.1109/tnsm.2021.3099472","mag":"3186147874"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2021.3099472","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2021.3099472","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.1109/TNSM.2021.3099472","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021037468","display_name":"Arcangela Rago","orcid":"https://orcid.org/0000-0002-0812-269X"},"institutions":[{"id":"https://openalex.org/I4210099310","display_name":"Consorzio Nazionale Interuniversitario per le Telecomunicazioni","ror":"https://ror.org/0182a5n39","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210099310"]},{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Arcangela Rago","raw_affiliation_strings":["Consorzio Nazionale Interuniversitario per le Telecomunicazioni, Parma, Italy","Department of Electrical and Information Engineering, Politecnico di Bari, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Consorzio Nazionale Interuniversitario per le Telecomunicazioni, Parma, Italy","institution_ids":["https://openalex.org/I4210099310"]},{"raw_affiliation_string":"Department of Electrical and Information Engineering, Politecnico di Bari, Bari, Italy","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058937816","display_name":"Giuseppe Piro","orcid":"https://orcid.org/0000-0003-3783-5565"},"institutions":[{"id":"https://openalex.org/I4210099310","display_name":"Consorzio Nazionale Interuniversitario per le Telecomunicazioni","ror":"https://ror.org/0182a5n39","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210099310"]},{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Piro","raw_affiliation_strings":["Consorzio Nazionale Interuniversitario per le Telecomunicazioni, Parma, Italy","Department of Electrical and Information Engineering, Politecnico di Bari, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Consorzio Nazionale Interuniversitario per le Telecomunicazioni, Parma, Italy","institution_ids":["https://openalex.org/I4210099310"]},{"raw_affiliation_string":"Department of Electrical and Information Engineering, Politecnico di Bari, Bari, Italy","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026099433","display_name":"Gennaro Boggia","orcid":"https://orcid.org/0000-0002-0883-3045"},"institutions":[{"id":"https://openalex.org/I4210099310","display_name":"Consorzio Nazionale Interuniversitario per le Telecomunicazioni","ror":"https://ror.org/0182a5n39","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210099310"]},{"id":"https://openalex.org/I68618741","display_name":"Polytechnic University of Bari","ror":"https://ror.org/03c44v465","country_code":"IT","type":"education","lineage":["https://openalex.org/I68618741"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gennaro Boggia","raw_affiliation_strings":["Consorzio Nazionale Interuniversitario per le Telecomunicazioni, Parma, Italy","Department of Electrical and Information Engineering, Politecnico di Bari, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Consorzio Nazionale Interuniversitario per le Telecomunicazioni, Parma, Italy","institution_ids":["https://openalex.org/I4210099310"]},{"raw_affiliation_string":"Department of Electrical and Information Engineering, Politecnico di Bari, Bari, Italy","institution_ids":["https://openalex.org/I68618741"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055526140","display_name":"Paolo Dini","orcid":"https://orcid.org/0000-0001-6756-0289"},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Paolo Dini","raw_affiliation_strings":["Centre Tecnologic de Telecomunicacions de Catalunya (CTTC/CERCA), Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Centre Tecnologic de Telecomunicacions de Catalunya (CTTC/CERCA), Barcelona, Spain","institution_ids":["https://openalex.org/I4210087295"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5021037468"],"corresponding_institution_ids":["https://openalex.org/I4210099310","https://openalex.org/I68618741"],"apc_list":null,"apc_paid":null,"fwci":2.0708,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.87376573,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"18","issue":"4","first_page":"4548","last_page":"4562"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9053682684898376},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.592200756072998},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5873304605484009},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5849036574363708},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5630905628204346},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5408821702003479},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5384891033172607},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.5350910425186157},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5332680940628052},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5243740081787109},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4735504686832428},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.45808565616607666},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.44299980998039246},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.4349300265312195},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.43238121271133423},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.16147536039352417},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12964874505996704}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9053682684898376},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.592200756072998},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5873304605484009},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5849036574363708},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5630905628204346},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5408821702003479},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5384891033172607},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.5350910425186157},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5332680940628052},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5243740081787109},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4735504686832428},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.45808565616607666},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.44299980998039246},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.4349300265312195},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.43238121271133423},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.16147536039352417},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12964874505996704},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnsm.2021.3099472","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2021.3099472","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},{"id":"pmh:oai:zenodo.org:5245618","is_oa":true,"landing_page_url":"https://doi.org/10.1109/TNSM.2021.3099472","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Network and Service Management, 1(1), (2021-07-01)","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:5245618","is_oa":true,"landing_page_url":"https://doi.org/10.1109/TNSM.2021.3099472","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Network and Service Management, 1(1), (2021-07-01)","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":77,"referenced_works":["https://openalex.org/W1485009520","https://openalex.org/W1522301498","https://openalex.org/W1836465849","https://openalex.org/W1933856690","https://openalex.org/W2040340473","https://openalex.org/W2042308583","https://openalex.org/W2064675550","https://openalex.org/W2098432798","https://openalex.org/W2145339207","https://openalex.org/W2267513979","https://openalex.org/W2562344159","https://openalex.org/W2594560857","https://openalex.org/W2624989916","https://openalex.org/W2783036520","https://openalex.org/W2792782202","https://openalex.org/W2802854212","https://openalex.org/W2807536558","https://openalex.org/W2847563905","https://openalex.org/W2887051675","https://openalex.org/W2906718952","https://openalex.org/W2907445159","https://openalex.org/W2908483391","https://openalex.org/W2908537295","https://openalex.org/W2920054549","https://openalex.org/W2947774554","https://openalex.org/W2954358107","https://openalex.org/W2955325220","https://openalex.org/W2960620344","https://openalex.org/W2962814013","https://openalex.org/W2962855623","https://openalex.org/W2962883549","https://openalex.org/W2963049813","https://openalex.org/W2963644017","https://openalex.org/W2964298328","https://openalex.org/W2964431348","https://openalex.org/W2967491679","https://openalex.org/W2968424451","https://openalex.org/W2969262682","https://openalex.org/W2971510968","https://openalex.org/W2971544482","https://openalex.org/W2973449430","https://openalex.org/W2975128548","https://openalex.org/W2981871664","https://openalex.org/W2985404942","https://openalex.org/W2989178978","https://openalex.org/W2993074299","https://openalex.org/W2996943136","https://openalex.org/W2998640320","https://openalex.org/W2999338250","https://openalex.org/W3005082831","https://openalex.org/W3007943882","https://openalex.org/W3010410179","https://openalex.org/W3011342776","https://openalex.org/W3021654819","https://openalex.org/W3024547383","https://openalex.org/W3034606981","https://openalex.org/W3037139504","https://openalex.org/W3045355232","https://openalex.org/W3045559265","https://openalex.org/W3046715012","https://openalex.org/W3084602213","https://openalex.org/W3087978881","https://openalex.org/W3090914698","https://openalex.org/W3098486933","https://openalex.org/W3101855696","https://openalex.org/W3103072945","https://openalex.org/W3105886168","https://openalex.org/W3123210386","https://openalex.org/W3131994420","https://openalex.org/W3132848370","https://openalex.org/W3142867684","https://openalex.org/W6628877408","https://openalex.org/W6631190155","https://openalex.org/W6638667902","https://openalex.org/W6760250828","https://openalex.org/W6778123646","https://openalex.org/W6785440207"],"related_works":["https://openalex.org/W3154796165","https://openalex.org/W4361251304","https://openalex.org/W4378977105","https://openalex.org/W3139051647","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W3174690704","https://openalex.org/W2968424451","https://openalex.org/W4221092438","https://openalex.org/W4385335479"],"abstract_inverted_index":{"Multi-access":[0,142],"Edge":[1,143],"Computing":[2,144],"represents":[3],"a":[4,59,70,98,106,122,156,167],"key":[5],"enabling":[6],"technology":[7],"for":[8,23,33,73],"emerging":[9],"mobile":[10,92],"networks.":[11],"It":[12],"offers":[13],"intensive":[14],"computational":[15,78],"resources":[16,37,79,185],"very":[17],"close":[18],"to":[19,45,102,111,135,176],"the":[20,49,81,86,117,149,152,184,188,193],"end-users,":[21],"useful":[22],"task":[24],"offloading":[25],"purposes.":[26],"Many":[27],"scientific":[28],"contributions":[29],"already":[30],"proposed":[31,153],"approaches":[32],"optimally":[34,136],"allocating":[35,75],"these":[36],"over":[38,58,113],"time.":[39],"However,":[40],"most":[41],"of":[42,48,51,88,91,119,125,151,196],"them":[43],"fail":[44],"take":[46],"advantage":[47],"prediction":[50,87],"both":[52],"users\u2019":[53,104,138,181],"mobility":[54],"and":[55,77,127,132,162,178],"service":[56,130,197],"demands":[57],"look-ahead":[60,115],"temporal":[61],"horizon.":[62],"To":[63],"bridge":[64],"this":[65,67],"gap,":[66],"paper":[68],"formulates":[69],"novel":[71],"methodology":[72],"anticipatorily":[74],"communication":[76],"at":[80,187],"network":[82,189],"edge,":[83,190],"based":[84],"on":[85],"spatio-temporal":[89],"dynamics":[90],"users.":[93],"The":[94],"conceived":[95],"architecture":[96],"exploits":[97],"Software-Defined":[99],"Networking":[100],"approach":[101,154],"monitor":[103],"mobility,":[105],"Convolutional":[107],"Long":[108],"Short-Term":[109],"Memory":[110],"predict":[112],"different":[114],"horizons":[116],"number":[118,124],"users":[120],"within":[121],"given":[123],"cells":[126],"their":[128],"related":[129],"demands,":[131],"Dynamic":[133],"Programming":[134],"allocate":[137],"requests":[139,182],"among":[140,183],"available":[141,186],"servers.":[145],"Computer":[146],"simulations":[147],"investigate":[148],"effectiveness":[150],"in":[155],"realistic":[157],"autonomous":[158],"driving":[159],"use":[160],"case":[161],"compare":[163],"its":[164,173],"behavior":[165],"against":[166],"baseline":[168],"solution.":[169],"Obtained":[170],"results":[171],"demonstrate":[172],"unique":[174],"ability":[175],"dynamically":[177],"fairly":[179],"distribute":[180],"while":[191],"ensuring":[192],"targeted":[194],"quality":[195],"level.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
