{"id":"https://openalex.org/W3176950054","doi":"https://doi.org/10.1109/i2mtc50364.2021.9460075","title":"SNR-based Reinforcement Learning Rate Adaptation for Time Critical Wi-Fi Networks: Assessment through a Calibrated Simulator","display_name":"SNR-based Reinforcement Learning Rate Adaptation for Time Critical Wi-Fi Networks: Assessment through a Calibrated Simulator","publication_year":2021,"publication_date":"2021-05-17","ids":{"openalex":"https://openalex.org/W3176950054","doi":"https://doi.org/10.1109/i2mtc50364.2021.9460075","mag":"3176950054"},"language":"en","primary_location":{"id":"doi:10.1109/i2mtc50364.2021.9460075","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc50364.2021.9460075","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11380/1269479","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009754812","display_name":"Giovanni Peserico","orcid":"https://orcid.org/0000-0001-5444-6946"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Giovanni Peserico","raw_affiliation_strings":["Autec s.r.l., University of Padova, Italy"],"affiliations":[{"raw_affiliation_string":"Autec s.r.l., University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057731225","display_name":"Tommaso Fedullo","orcid":"https://orcid.org/0000-0003-4779-2669"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Tommaso Fedullo","raw_affiliation_strings":["University of Padova, Italy"],"affiliations":[{"raw_affiliation_string":"University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067918860","display_name":"Alberto Morato","orcid":"https://orcid.org/0000-0001-5745-0529"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alberto Morato","raw_affiliation_strings":["CMZ Sistemi Elettronici s.r.l., University of Padova, Italy"],"affiliations":[{"raw_affiliation_string":"CMZ Sistemi Elettronici s.r.l., University of Padova, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073035456","display_name":"Federico Tramarin","orcid":"https://orcid.org/0000-0001-6380-7897"},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federico Tramarin","raw_affiliation_strings":["University of Modena and Reggio Emilia, Italy"],"affiliations":[{"raw_affiliation_string":"University of Modena and Reggio Emilia, Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086682881","display_name":"Luigi Rovati","orcid":"https://orcid.org/0000-0002-1743-3043"},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luigi Rovati","raw_affiliation_strings":["University of Modena and Reggio Emilia, Italy"],"affiliations":[{"raw_affiliation_string":"University of Modena and Reggio Emilia, Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002939266","display_name":"Stefano Vitturi","orcid":"https://orcid.org/0000-0003-3859-3510"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210100607","display_name":"Institute of Electronics, Computer and Telecommunication Engineering","ror":"https://ror.org/00n4jbh84","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210100607","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Stefano Vitturi","raw_affiliation_strings":["National Research Council of Italy, CNR-IEIIT"],"affiliations":[{"raw_affiliation_string":"National Research Council of Italy, CNR-IEIIT","institution_ids":["https://openalex.org/I4210100607","https://openalex.org/I4210155236"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5009754812"],"corresponding_institution_ids":["https://openalex.org/I138689650"],"apc_list":null,"apc_paid":null,"fwci":0.1593,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.51031581,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11158","display_name":"Wireless Networks and Protocols","score":0.9995999932289124,"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/T11158","display_name":"Wireless Networks and Protocols","score":0.9995999932289124,"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/T11932","display_name":"Wireless Body Area Networks","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9904000163078308,"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":0.777462363243103},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6926360726356506},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6332100629806519},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5780279040336609},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5696349740028381},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5523010492324829},{"id":"https://openalex.org/keywords/factory","display_name":"Factory (object-oriented programming)","score":0.531500518321991},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5290875434875488},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.5102314949035645},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4851130247116089},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4668847620487213},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.44674643874168396},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.44476965069770813},{"id":"https://openalex.org/keywords/industrial-internet","display_name":"Industrial Internet","score":0.4434168338775635},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4133198857307434},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4124499559402466},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.3533332049846649},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.25876694917678833},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2528671622276306},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.24914810061454773},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12312117218971252},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.11638146638870239},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08891791105270386}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.777462363243103},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6926360726356506},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6332100629806519},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5780279040336609},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5696349740028381},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5523010492324829},{"id":"https://openalex.org/C40149104","wikidata":"https://www.wikidata.org/wiki/Q5620977","display_name":"Factory (object-oriented programming)","level":2,"score":0.531500518321991},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5290875434875488},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.5102314949035645},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4851130247116089},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4668847620487213},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.44674643874168396},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.44476965069770813},{"id":"https://openalex.org/C202839342","wikidata":"https://www.wikidata.org/wiki/Q60740481","display_name":"Industrial Internet","level":3,"score":0.4434168338775635},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4133198857307434},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4124499559402466},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.3533332049846649},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.25876694917678833},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2528671622276306},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.24914810061454773},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12312117218971252},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.11638146638870239},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08891791105270386},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","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},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/i2mtc50364.2021.9460075","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc50364.2021.9460075","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.unimore.it:11380/1269479","is_oa":true,"landing_page_url":"http://hdl.handle.net/11380/1269479","pdf_url":null,"source":{"id":"https://openalex.org/S4377196326","display_name":"Iris Unimore (University of Modena and Reggio Emilia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122346577","host_organization_name":"University of Modena and Reggio Emilia","host_organization_lineage":["https://openalex.org/I122346577"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:www.research.unipd.it:11577/3456406","is_oa":true,"landing_page_url":"http://hdl.handle.net/11577/3456406","pdf_url":null,"source":{"id":"https://openalex.org/S4306402547","display_name":"Padua Research Archive (University of Padova)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:iris.unimore.it:11380/1269479","is_oa":true,"landing_page_url":"http://hdl.handle.net/11380/1269479","pdf_url":null,"source":{"id":"https://openalex.org/S4377196326","display_name":"Iris Unimore (University of Modena and Reggio Emilia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122346577","host_organization_name":"University of Modena and Reggio Emilia","host_organization_lineage":["https://openalex.org/I122346577"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2097456391","https://openalex.org/W2135032037","https://openalex.org/W2344135218","https://openalex.org/W2531364460","https://openalex.org/W2732225743","https://openalex.org/W2746576252","https://openalex.org/W2811266402","https://openalex.org/W2898035736","https://openalex.org/W2901156261","https://openalex.org/W3014307849","https://openalex.org/W3015585135","https://openalex.org/W3020931524","https://openalex.org/W3085033793","https://openalex.org/W3085394716","https://openalex.org/W3090535981","https://openalex.org/W3092340697","https://openalex.org/W6756413806","https://openalex.org/W7049215263"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W2586548817","https://openalex.org/W4311097251","https://openalex.org/W2625093826","https://openalex.org/W4306904969","https://openalex.org/W2950174689","https://openalex.org/W3076529025","https://openalex.org/W3212933010","https://openalex.org/W4390610562","https://openalex.org/W3182070348"],"abstract_inverted_index":{"Nowadays,":[0],"the":[1,43,69,116,142,145,151,155,162,170,180,189,192],"Internet":[2,29],"of":[3,30,73,98,144,164,174,182,191],"Things":[4],"is":[5,24,76,101,158],"spreading":[6],"in":[7,58],"several":[8],"different":[9],"research":[10],"fields,":[11],"such":[12,63],"as":[13,27,64],"factory":[14],"automation,":[15],"instrumentation":[16],"and":[17,19,60,89,131,147],"measurement,":[18],"process":[20],"control,":[21],"where":[22],"it":[23],"referred":[25],"to":[26,41,86,125,128,168],"Industrial":[28],"Things.":[31],"In":[32,48,91,137],"these":[33],"scenarios,":[34],"wireless":[35],"communication":[36],"represents":[37],"a":[38,102,165],"key":[39],"aspect":[40],"guarantee":[42],"required":[44],"pervasive":[45],"connectivity":[46],"required.":[47],"particular,":[49],"Wi-Fi":[50],"networks":[51],"are":[52],"revealing":[53],"ever":[54],"more":[55],"attractive":[56],"also":[57],"time-":[59],"mission-critical":[61],"applications,":[62],"distributed":[65],"measurement":[66,166],"systems.":[67],"Also,":[68],"multi-rate":[70],"support":[71],"feature":[72],"Wi-Fi,":[74],"which":[75,100],"implemented":[77],"by":[78],"rate":[79],"adaptation":[80],"(RA)":[81],"algorithms,":[82],"demonstrated":[83,124],"its":[84,148],"effectiveness":[85,190],"improve":[87],"reliability":[88],"timeliness.":[90],"this":[92],"paper,":[93],"we":[94,139,178],"propose":[95],"an":[96,119,183],"enhancement":[97],"RSIN,":[99],"RA":[103],"algorithm":[104,113,146],"specifically":[105],"conceived":[106],"for":[107],"industrial":[108,175],"real-time":[109],"applications.":[110],"The":[111],"new":[112],"starts":[114],"from":[115,141],"assumption":[117],"that":[118,187],"SNR":[120],"measure":[121],"has":[122],"been":[123],"be":[126],"effective":[127],"perform":[129],"RA,":[130],"bases":[132],"on":[133,150],"Reinforcement":[134],"Learning":[135],"techniques.":[136],"detail,":[138],"start":[140],"design":[143],"implementation":[149],"OmNet++":[152],"simulator.":[153],"Then,":[154],"simulation":[156],"model":[157],"adequately":[159],"calibrated":[160],"exploiting":[161],"results":[163,181],"campaign,":[167],"reflect":[169],"channel":[171],"behavior":[172],"typical":[173],"environments.":[176],"Finally,":[177],"present":[179],"extensive":[184],"performance":[185],"assessment":[186],"demonstrate":[188],"proposed":[193],"technique.":[194]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
