{"id":"https://openalex.org/W4401508690","doi":"https://doi.org/10.1109/iccworkshops59551.2024.10615700","title":"Geomixup: Robust Radio Frequency Based Indoor Localization Leveraging Geographic Information","display_name":"Geomixup: Robust Radio Frequency Based Indoor Localization Leveraging Geographic Information","publication_year":2024,"publication_date":"2024-06-09","ids":{"openalex":"https://openalex.org/W4401508690","doi":"https://doi.org/10.1109/iccworkshops59551.2024.10615700"},"language":"en","primary_location":{"id":"doi:10.1109/iccworkshops59551.2024.10615700","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccworkshops59551.2024.10615700","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Communications Workshops (ICC Workshops)","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/A5033197028","display_name":"Minseok Jeong","orcid":null},"institutions":[{"id":"https://openalex.org/I39534123","display_name":"Gwangju Institute of Science and Technology","ror":"https://ror.org/024kbgz78","country_code":"KR","type":"education","lineage":["https://openalex.org/I39534123"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minseok Jeong","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology,Gwangju,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology,Gwangju,South Korea","institution_ids":["https://openalex.org/I39534123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054416254","display_name":"Giup Seo","orcid":"https://orcid.org/0000-0001-8629-5978"},"institutions":[{"id":"https://openalex.org/I39534123","display_name":"Gwangju Institute of Science and Technology","ror":"https://ror.org/024kbgz78","country_code":"KR","type":"education","lineage":["https://openalex.org/I39534123"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Giup Seo","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology,Gwangju,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology,Gwangju,South Korea","institution_ids":["https://openalex.org/I39534123"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006486439","display_name":"Euiseok Hwang","orcid":"https://orcid.org/0000-0002-1718-7030"},"institutions":[{"id":"https://openalex.org/I39534123","display_name":"Gwangju Institute of Science and Technology","ror":"https://ror.org/024kbgz78","country_code":"KR","type":"education","lineage":["https://openalex.org/I39534123"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Euiseok Hwang","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology,Gwangju,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology,Gwangju,South Korea","institution_ids":["https://openalex.org/I39534123"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I39534123"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"32","issue":null,"first_page":"939","last_page":"944"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9994999766349792,"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":0.9994999766349792,"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/T13121","display_name":"Radio Wave Propagation Studies","score":0.9448000192642212,"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":0.6538071632385254},{"id":"https://openalex.org/keywords/radio-frequency","display_name":"Radio frequency","score":0.5270901918411255},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.36780452728271484},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.27306848764419556},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.20776057243347168}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6538071632385254},{"id":"https://openalex.org/C74064498","wikidata":"https://www.wikidata.org/wiki/Q3396184","display_name":"Radio frequency","level":2,"score":0.5270901918411255},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.36780452728271484},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.27306848764419556},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20776057243347168}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccworkshops59551.2024.10615700","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccworkshops59551.2024.10615700","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2100989187","https://openalex.org/W2240192984","https://openalex.org/W2291136642","https://openalex.org/W2345276999","https://openalex.org/W2886915282","https://openalex.org/W2908011467","https://openalex.org/W2913848079","https://openalex.org/W2919115771","https://openalex.org/W2964029185","https://openalex.org/W2964116600","https://openalex.org/W4210659589","https://openalex.org/W4234674466","https://openalex.org/W4281668500","https://openalex.org/W4288359148","https://openalex.org/W4307823382","https://openalex.org/W4317038447","https://openalex.org/W4376607456","https://openalex.org/W6761839128"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"In":[0],"this":[1,25],"paper,":[2],"we":[3,27,74,107,158],"address":[4],"the":[5,34,38,83,89,101,104,118,129,144,186],"problem":[6],"of":[7,37,103,170,178,190],"non-robustness":[8],"in":[9,88,141,149,168,183],"empirical":[10],"risk":[11],"minimization-based":[12],"learning":[13,166],"schemes":[14],"for":[15,67,197],"indoor":[16,199],"localization":[17,77,156,200],"using":[18],"radio":[19],"frequency":[20],"(RF)":[21],"fingerprints.":[22],"To":[23,99],"overcome":[24],"challenge,":[26],"propose":[28],"a":[29,51,138,175],"novel":[30],"solution":[31],"that":[32,82,121,160],"leverages":[33],"manifold":[35],"structure":[36],"channel":[39],"state":[40],"information":[41,63],"(CSI)":[42],"data,":[43],"exploiting":[44],"its":[45],"geographical":[46],"similarity.":[47],"Our":[48],"approach":[49],"involves":[50],"simple":[52],"yet":[53],"effective":[54],"data":[55,66,72,119],"augmentation":[56],"scheme":[57,163],"named":[58],"Geomixup,":[59],"which":[60],"utilizes":[61],"geographic":[62],"to":[64,132],"synthesize":[65],"training.":[68,126],"By":[69],"incorporating":[70],"geolocation-based":[71],"aug-mentation,":[73],"enable":[75],"robust":[76],"based":[78,155],"on":[79,117],"CSI,":[80],"ensuring":[81],"model's":[84],"decisions":[85],"are":[86],"grounded":[87],"highly":[90,195],"correlated":[91,97],"geolocation":[92],"feature,":[93],"rather":[94],"than":[95],"weakly":[96],"ones.":[98],"evaluate":[100],"performance":[102,110],"proposed":[105,162],"method,":[106],"utilized":[108],"two":[109],"measures,":[111],"pseudo":[112],"accuracy":[113],"and":[114,136,188],"distance":[115],"error,":[116],"points":[120],"were":[122],"not":[123],"encountered":[124],"during":[125],"They":[127],"consider":[128],"confidence":[130,148],"assigned":[131],"each":[133],"location":[134],"prediction":[135],"apply":[137],"larger":[139],"penalty":[140],"cases":[142],"where":[143],"model":[145],"exhibits":[146],"high":[147],"misplacement.":[150],"Through":[151],"extensive":[152],"RF":[153],"-":[154],"tests,":[157],"demonstrate":[159],"our":[161,191],"outperforms":[164],"other":[165],"methods":[167],"terms":[169],"robustness,":[171],"all":[172],"while":[173],"maintaining":[174],"negligible":[176],"loss":[177],"accuracy.":[179],"This":[180],"significant":[181],"improvement":[182],"robustness":[184],"ensures":[185],"reliability":[187],"stability":[189],"approach,":[192],"making":[193],"it":[194],"suitable":[196],"real-world":[198],"applieations.":[201]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
