{"id":"https://openalex.org/W4415400194","doi":"https://doi.org/10.1109/etfa65518.2025.11205770","title":"Machine Learning to Predict Slot Usage in TSCH Wireless Sensor Networks","display_name":"Machine Learning to Predict Slot Usage in TSCH Wireless Sensor Networks","publication_year":2025,"publication_date":"2025-09-09","ids":{"openalex":"https://openalex.org/W4415400194","doi":"https://doi.org/10.1109/etfa65518.2025.11205770"},"language":null,"primary_location":{"id":"doi:10.1109/etfa65518.2025.11205770","is_oa":false,"landing_page_url":"https://doi.org/10.1109/etfa65518.2025.11205770","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2512.03570","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050248664","display_name":"Stefano Scanzio","orcid":"https://orcid.org/0000-0001-7643-2342"},"institutions":[{"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"]},{"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"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Stefano Scanzio","raw_affiliation_strings":["National Research Council of Italy (CNR&#x2013;IEIIT),Italy"],"affiliations":[{"raw_affiliation_string":"National Research Council of Italy (CNR&#x2013;IEIIT),Italy","institution_ids":["https://openalex.org/I4210155236","https://openalex.org/I4210100607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032201529","display_name":"Gabriele Formis","orcid":"https://orcid.org/0000-0001-9290-002X"},"institutions":[{"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"]},{"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"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gabriele Formis","raw_affiliation_strings":["National Research Council of Italy (CNR&#x2013;IEIIT),Italy"],"affiliations":[{"raw_affiliation_string":"National Research Council of Italy (CNR&#x2013;IEIIT),Italy","institution_ids":["https://openalex.org/I4210155236","https://openalex.org/I4210100607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064289997","display_name":"Tullio Facchinetti","orcid":"https://orcid.org/0000-0003-0221-6123"},"institutions":[{"id":"https://openalex.org/I25217355","display_name":"University of Pavia","ror":"https://ror.org/00s6t1f81","country_code":"IT","type":"education","lineage":["https://openalex.org/I25217355"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Tullio Facchinetti","raw_affiliation_strings":["University of Pavia,Italy"],"affiliations":[{"raw_affiliation_string":"University of Pavia,Italy","institution_ids":["https://openalex.org/I25217355"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000601354","display_name":"Gianluca Cena","orcid":"https://orcid.org/0000-0003-0084-5321"},"institutions":[{"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"]},{"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"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gianluca Cena","raw_affiliation_strings":["National Research Council of Italy (CNR&#x2013;IEIIT),Italy"],"affiliations":[{"raw_affiliation_string":"National Research Council of Italy (CNR&#x2013;IEIIT),Italy","institution_ids":["https://openalex.org/I4210155236","https://openalex.org/I4210100607"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5050248664"],"corresponding_institution_ids":["https://openalex.org/I4210100607","https://openalex.org/I4210155236"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34795521,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9679999947547913,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9679999947547913,"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/T12222","display_name":"IoT-based Smart Home Systems","score":0.9143000245094299,"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/wireless-sensor-network","display_name":"Wireless sensor network","score":0.7620000243186951},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5421000123023987},{"id":"https://openalex.org/keywords/key-distribution-in-wireless-sensor-networks","display_name":"Key distribution in wireless sensor networks","score":0.5135999917984009},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.47049999237060547},{"id":"https://openalex.org/keywords/data-transmission","display_name":"Data transmission","score":0.43709999322891235},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4007999897003174},{"id":"https://openalex.org/keywords/mobile-wireless-sensor-network","display_name":"Mobile wireless sensor network","score":0.39969998598098755},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.39419999718666077},{"id":"https://openalex.org/keywords/topology-control","display_name":"Topology control","score":0.38960000872612},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.3840000033378601}],"concepts":[{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.7620000243186951},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6064000129699707},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5421000123023987},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.515999972820282},{"id":"https://openalex.org/C41971633","wikidata":"https://www.wikidata.org/wiki/Q6398155","display_name":"Key distribution in wireless sensor networks","level":4,"score":0.5135999917984009},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.47049999237060547},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.43709999322891235},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4251999855041504},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4007999897003174},{"id":"https://openalex.org/C7091991","wikidata":"https://www.wikidata.org/wiki/Q17149548","display_name":"Mobile wireless sensor network","level":5,"score":0.39969998598098755},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.39419999718666077},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3910999894142151},{"id":"https://openalex.org/C2778034918","wikidata":"https://www.wikidata.org/wiki/Q3689301","display_name":"Topology control","level":5,"score":0.38960000872612},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.3840000033378601},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3698999881744385},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.3691999912261963},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.36239999532699585},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.3495999872684479},{"id":"https://openalex.org/C187713609","wikidata":"https://www.wikidata.org/wiki/Q2465461","display_name":"Default gateway","level":2,"score":0.31709998846054077},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.31470000743865967},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.31290000677108765},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.3124000132083893},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.30880001187324524},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3010999858379364},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.29660001397132874},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2879999876022339},{"id":"https://openalex.org/C111185680","wikidata":"https://www.wikidata.org/wiki/Q3866206","display_name":"Sensor node","level":5,"score":0.28369998931884766},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.2784999907016754},{"id":"https://openalex.org/C92018576","wikidata":"https://www.wikidata.org/wiki/Q3242194","display_name":"Power transmission","level":3,"score":0.27459999918937683},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2590000033378601},{"id":"https://openalex.org/C56685638","wikidata":"https://www.wikidata.org/wiki/Q2300474","display_name":"Power control","level":3,"score":0.2515999972820282},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/etfa65518.2025.11205770","is_oa":false,"landing_page_url":"https://doi.org/10.1109/etfa65518.2025.11205770","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2512.03570","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2512.03570","pdf_url":"https://arxiv.org/pdf/2512.03570","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2512.03570","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2512.03570","pdf_url":"https://arxiv.org/pdf/2512.03570","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2233891588","display_name":null,"funder_award_id":"PE_0000001","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7205771190","display_name":null,"funder_award_id":"PE00000001","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8386731437","display_name":null,"funder_award_id":"Resilience Plan (NRRP)","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":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4415400194.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Wireless":[0],"sensor":[1,163],"networks":[2,81],"(WSNs)":[3],"are":[4],"employed":[5],"across":[6],"a":[7,18,29,49,93,127,183],"wide":[8],"range":[9],"of":[10,32,71,109,114,145,150,161,182],"industrial":[11,65],"applications":[12],"where":[13],"ultra-low":[14],"power":[15,180],"consumption":[16,181],"is":[17,48,100],"critical":[19],"prerequisite.":[20],"At":[21],"the":[22,69,76,84,106,110,143,146,167,179],"same":[23],"time,":[24],"these":[25,151],"systems":[26],"must":[27],"maintain":[28],"certain":[30],"level":[31],"determinism":[33],"to":[34,74,89,104,118,174],"ensure":[35],"reliable":[36],"and":[37,102,176],"predictable":[38],"operation.":[39],"In":[40],"this":[41],"view,":[42],"time":[43],"slotted":[44],"channel":[45],"hopping":[46],"(TSCH)":[47],"communication":[50],"technology":[51],"that":[52,166],"meets":[53],"both":[54],"conditions,":[55],"making":[56],"it":[57],"an":[58,158],"attractive":[59],"option":[60],"for":[61],"its":[62],"usage":[63],"in":[64,80,87,126,134],"WSNs.This":[66],"work":[67],"proposes":[68],"use":[70],"machine":[72,115],"learning":[73,116],"learn":[75],"traffic":[77],"pattern":[78],"generated":[79],"based":[82,156],"on":[83,153,157],"TSCH":[85,184],"protocol,":[86],"order":[88],"turn":[90],"nodes":[91,164],"into":[92],"deep":[94],"sleep":[95],"state":[96],"when":[97],"no":[98],"transmission":[99],"planned":[101],"thus":[103],"improve":[105],"energy":[107],"efficiency":[108],"WSN.":[111],"The":[112,148],"ability":[113],"models":[117,152],"make":[119],"good":[120],"predictions":[121],"at":[122],"different":[123],"network":[124,130],"levels":[125],"typical":[128],"tree":[129],"topology":[131],"was":[132],"analyzed":[133],"depth,":[135],"showing":[136],"how":[137],"their":[138],"capabilities":[139],"degrade":[140],"while":[141],"approaching":[142],"root":[144],"tree.":[147],"application":[149],"simulated":[154],"data":[155],"accurate":[159],"modeling":[160],"wireless":[162],"indicates":[165],"investigated":[168],"algorithms":[169],"can":[170],"be":[171],"suitably":[172],"used":[173],"further":[175],"substantially":[177],"reduce":[178],"network.":[185]},"counts_by_year":[],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-22T00:00:00"}
