{"id":"https://openalex.org/W4392904831","doi":"https://doi.org/10.1109/ccnc51664.2024.10454828","title":"On TinyML WiFi Fingerprinting-Based Indoor Localization: Comparing RSSI vs. CSI Utilization","display_name":"On TinyML WiFi Fingerprinting-Based Indoor Localization: Comparing RSSI vs. CSI Utilization","publication_year":2024,"publication_date":"2024-01-06","ids":{"openalex":"https://openalex.org/W4392904831","doi":"https://doi.org/10.1109/ccnc51664.2024.10454828"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc51664.2024.10454828","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454828","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications & Networking Conference (CCNC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036687213","display_name":"Diego M\u00e9ndez","orcid":"https://orcid.org/0000-0002-9866-4416"},"institutions":[{"id":"https://openalex.org/I233745408","display_name":"Pontificia Universidad Javeriana","ror":"https://ror.org/03etyjw28","country_code":"CO","type":"education","lineage":["https://openalex.org/I233745408"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Diego Mendez","raw_affiliation_strings":["School of Engineering Pontificia Universidad Javeriana,Electronics Engineering Department,Bogotá,Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering Pontificia Universidad Javeriana,Electronics Engineering Department,Bogotá,Colombia","institution_ids":["https://openalex.org/I233745408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070111950","display_name":"Marco Zennaro","orcid":"https://orcid.org/0000-0002-0578-0830"},"institutions":[{"id":"https://openalex.org/I12323705","display_name":"The Abdus Salam International Centre for Theoretical Physics (ICTP)","ror":"https://ror.org/009gyvm78","country_code":"IT","type":"facility","lineage":["https://openalex.org/I12323705","https://openalex.org/I1286959531","https://openalex.org/I1293226324","https://openalex.org/I2801247003"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Zennaro","raw_affiliation_strings":["The Abdus Salam International Centre for Theoretical Physics,Science, Technology and Innovation Unit,Trieste,Italy","Science, Technology and Innovation Unit, The Abdus Salam International Centre for Theoretical Physics, Trieste, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Abdus Salam International Centre for Theoretical Physics,Science, Technology and Innovation Unit,Trieste,Italy","institution_ids":["https://openalex.org/I12323705"]},{"raw_affiliation_string":"Science, Technology and Innovation Unit, The Abdus Salam International Centre for Theoretical Physics, Trieste, Italy","institution_ids":["https://openalex.org/I12323705"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087476575","display_name":"Moez Altayeb","orcid":"https://orcid.org/0000-0003-3273-8598"},"institutions":[{"id":"https://openalex.org/I12323705","display_name":"The Abdus Salam International Centre for Theoretical Physics (ICTP)","ror":"https://ror.org/009gyvm78","country_code":"IT","type":"facility","lineage":["https://openalex.org/I12323705","https://openalex.org/I1286959531","https://openalex.org/I1293226324","https://openalex.org/I2801247003"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Moez Altayeb","raw_affiliation_strings":["The Abdus Salam International Centre for Theoretical Physics,Science, Technology and Innovation Unit,Trieste,Italy","Science, Technology and Innovation Unit, The Abdus Salam International Centre for Theoretical Physics, Trieste, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Abdus Salam International Centre for Theoretical Physics,Science, Technology and Innovation Unit,Trieste,Italy","institution_ids":["https://openalex.org/I12323705"]},{"raw_affiliation_string":"Science, Technology and Innovation Unit, The Abdus Salam International Centre for Theoretical Physics, Trieste, Italy","institution_ids":["https://openalex.org/I12323705"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043546527","display_name":"Pietro Manzoni","orcid":"https://orcid.org/0000-0003-3753-0403"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pietro Manzoni","raw_affiliation_strings":["School of Informatics Universitat Politècnica de València,Department of Computer Engineering,Valencia,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics Universitat Politècnica de València,Department of Computer Engineering,Valencia,Spain","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":1.0,"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"}},{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9753000140190125,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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":0.6932539939880371},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.41223275661468506}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6932539939880371},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.41223275661468506}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccnc51664.2024.10454828","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454828","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications & Networking Conference (CCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W3022043258","https://openalex.org/W3047861007","https://openalex.org/W3161365497","https://openalex.org/W3164026182","https://openalex.org/W3202905974","https://openalex.org/W4210478904","https://openalex.org/W4210679107","https://openalex.org/W4224272211","https://openalex.org/W4225274282","https://openalex.org/W4297032622","https://openalex.org/W4312665750","https://openalex.org/W4319309513","https://openalex.org/W4319795026"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"As":[0],"context-aware":[1],"location-based":[2],"services":[3],"(LBS)":[4],"become":[5],"increasingly":[6],"important":[7],"in":[8,31,143],"many":[9],"Internet":[10],"of":[11,83,119],"Things":[12],"(IoT)":[13],"verticals,":[14],"such":[15],"as":[16,40,59,77],"logistics":[17],"or":[18,98,113],"industry":[19],"4.0,":[20],"indoor":[21],"localization":[22],"is":[23],"now":[24],"an":[25,135],"essential":[26],"feature":[27],"to":[28],"be":[29],"integrated":[30],"these":[32],"solutions.":[33],"For":[34],"this":[35,69,73],"purpose,":[36],"fingerprinting-based":[37],"solutions":[38],"arise":[39],"a":[41,65,84,110,128,140],"feasible":[42],"solution,":[43],"especially":[44],"when":[45,89],"integrating":[46],"artificial":[47],"intelligence":[48],"on":[49,64],"the":[50,81,120,146],"edge,":[51],"supported":[52],"by":[53],"computational":[54],"and":[55,79],"memory-restricted":[56],"embedded":[57],"devices,":[58],"it":[60],"does":[61],"not":[62],"depend":[63],"cloud-based":[66],"deployment.":[67],"In":[68],"work,":[70],"we":[71],"integrate":[72],"new":[74],"paradigm,":[75],"known":[76],"TinyML,":[78],"compare":[80],"implementation":[82],"machine":[85],"learning":[86],"(ML)":[87],"model":[88,132],"using":[90],"only":[91],"WiFi":[92,99],"Received":[93],"Signal":[94],"Strength":[95],"Indicator":[96],"(RSSI)":[97],"Channel":[100],"State":[101],"Information":[102],"(CSI)":[103],"data.":[104],"We":[105],"tested":[106],"two":[107],"different":[108,117],"scenarios,":[109],"single":[111],"sample":[112],"time":[114],"series,":[115],"with":[116,139],"configurations":[118],"trained":[121],"neural":[122],"network.":[123],"Our":[124],"results":[125],"show":[126],"that":[127],"CSI":[129],"data":[130],"ML":[131],"always":[133],"outperforms":[134],"equivalent":[136],"RSSI":[137],"approach,":[138],"massive":[141],"difference":[142],"performance":[144],"for":[145],"time-series":[147],"case.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}