{"id":"https://openalex.org/W4313639441","doi":"https://doi.org/10.1109/twc.2022.3232858","title":"Learning to Locate: Adaptive Fingerprint-Based Localization With Few-Shot Relation Learning in Dynamic Indoor Environments","display_name":"Learning to Locate: Adaptive Fingerprint-Based Localization With Few-Shot Relation Learning in Dynamic Indoor Environments","publication_year":2023,"publication_date":"2023-01-06","ids":{"openalex":"https://openalex.org/W4313639441","doi":"https://doi.org/10.1109/twc.2022.3232858"},"language":"en","primary_location":{"id":"doi:10.1109/twc.2022.3232858","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2022.3232858","pdf_url":null,"source":{"id":"https://openalex.org/S63459445","display_name":"IEEE Transactions on Wireless Communications","issn_l":"1536-1276","issn":["1536-1276","1558-2248"],"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 Wireless Communications","raw_type":"journal-article"},"type":"article","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/A5032437526","display_name":"Lingyan Zhang","orcid":"https://orcid.org/0000-0001-7968-190X"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingyan Zhang","raw_affiliation_strings":["Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-7968-190X","affiliations":[{"raw_affiliation_string":"Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100684143","display_name":"Shaohua Wu","orcid":"https://orcid.org/0000-0002-6950-0594"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaohua Wu","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-6950-0594","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100329653","display_name":"Tingting Zhang","orcid":"https://orcid.org/0000-0003-2585-0290"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingting Zhang","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-2585-0290","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071725895","display_name":"Qinyu Zhang","orcid":"https://orcid.org/0000-0001-9272-0475"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinyu Zhang","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-9272-0475","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.4073,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.95061387,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"22","issue":"8","first_page":"5253","last_page":"5264"},"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":0.9950000047683716,"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/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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":0.8283305168151855},{"id":"https://openalex.org/keywords/fingerprint","display_name":"Fingerprint (computing)","score":0.7858940958976746},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.6917271614074707},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.6676106452941895},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.6261172294616699},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.573124349117279},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5664137005805969},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46999749541282654},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.4520754814147949},{"id":"https://openalex.org/keywords/fingerprint-recognition","display_name":"Fingerprint recognition","score":0.420918732881546},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4112895727157593},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3380444645881653},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.33760011196136475},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32917964458465576}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8283305168151855},{"id":"https://openalex.org/C2777826928","wikidata":"https://www.wikidata.org/wiki/Q3745713","display_name":"Fingerprint (computing)","level":2,"score":0.7858940958976746},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.6917271614074707},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.6676106452941895},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.6261172294616699},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.573124349117279},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5664137005805969},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46999749541282654},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.4520754814147949},{"id":"https://openalex.org/C168406668","wikidata":"https://www.wikidata.org/wiki/Q178022","display_name":"Fingerprint recognition","level":3,"score":0.420918732881546},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4112895727157593},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3380444645881653},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33760011196136475},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32917964458465576},{"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/twc.2022.3232858","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2022.3232858","pdf_url":null,"source":{"id":"https://openalex.org/S63459445","display_name":"IEEE Transactions on Wireless Communications","issn_l":"1536-1276","issn":["1536-1276","1558-2248"],"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 Wireless Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2111649089","display_name":"\u57fa\u4e8e\u65e0\u7ebf\u63a2\u6d4b\u7f51\u7edc\u7684\u8d44\u6e90\u5206\u914d\u548c\u8c03\u5ea6\u7b56\u7565\u7814\u7a76","funder_award_id":"61771159","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G230151898","display_name":null,"funder_award_id":"JCYJ20190806143212658","funder_id":"https://openalex.org/F4320336569","funder_display_name":"Shenzhen Science and Technology Innovation Program"},{"id":"https://openalex.org/G4354455151","display_name":null,"funder_award_id":"62101234","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4952808109","display_name":null,"funder_award_id":"YESS20210055","funder_id":"https://openalex.org/F4320311778","funder_display_name":"China Association for Science and Technology"},{"id":"https://openalex.org/G5315943096","display_name":null,"funder_award_id":"ZDSYS20210623091808025","funder_id":"https://openalex.org/F4320336569","funder_display_name":"Shenzhen Science and Technology Innovation Program"},{"id":"https://openalex.org/G7324212291","display_name":null,"funder_award_id":"2020M670910","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7916304914","display_name":null,"funder_award_id":"62171160","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320311778","display_name":"China Association for Science and Technology","ror":"https://ror.org/035vmht26"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320336569","display_name":"Shenzhen Science and Technology Innovation Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W2003738415","https://openalex.org/W2011502582","https://openalex.org/W2061883790","https://openalex.org/W2089695767","https://openalex.org/W2095143852","https://openalex.org/W2103236029","https://openalex.org/W2108422006","https://openalex.org/W2115403315","https://openalex.org/W2131157345","https://openalex.org/W2134440651","https://openalex.org/W2147628505","https://openalex.org/W2168720131","https://openalex.org/W2278572312","https://openalex.org/W2307851164","https://openalex.org/W2309512289","https://openalex.org/W2342539491","https://openalex.org/W2470447572","https://openalex.org/W2490563682","https://openalex.org/W2512035154","https://openalex.org/W2557998141","https://openalex.org/W2593952088","https://openalex.org/W2601450892","https://openalex.org/W2613020807","https://openalex.org/W2623188843","https://openalex.org/W2732107624","https://openalex.org/W2735883025","https://openalex.org/W2739748921","https://openalex.org/W2744660192","https://openalex.org/W2753857670","https://openalex.org/W2753866421","https://openalex.org/W2763697523","https://openalex.org/W2770281069","https://openalex.org/W2811148470","https://openalex.org/W2894737833","https://openalex.org/W2916587943","https://openalex.org/W2940728701","https://openalex.org/W2964105864","https://openalex.org/W2972355358","https://openalex.org/W3011286333","https://openalex.org/W3011387517","https://openalex.org/W3021789920","https://openalex.org/W3025954500","https://openalex.org/W3047788099","https://openalex.org/W3100273368","https://openalex.org/W3126469890","https://openalex.org/W3154072325","https://openalex.org/W3194017779","https://openalex.org/W4235628085","https://openalex.org/W4295521014","https://openalex.org/W4298289240","https://openalex.org/W6637568146","https://openalex.org/W6684626788","https://openalex.org/W6698302138","https://openalex.org/W6735236233","https://openalex.org/W6735913928","https://openalex.org/W6741832134"],"related_works":["https://openalex.org/W3014822659","https://openalex.org/W2117826006","https://openalex.org/W1621827506","https://openalex.org/W4362496757","https://openalex.org/W2051501574","https://openalex.org/W2124627279","https://openalex.org/W2050967184","https://openalex.org/W2566091814","https://openalex.org/W2114937328","https://openalex.org/W2148654711"],"abstract_inverted_index":{"WiFi":[0],"fingerprint-based":[1,51],"localization":[2,52],"has":[3],"been":[4],"intensive":[5],"studies":[6],"as":[7,58],"a":[8,46,62,102,121],"promising":[9],"technology":[10],"of":[11,30,65,130],"ubiquitous":[12],"location-based":[13],"services.":[14],"Two":[15],"main":[16],"concerns":[17],"for":[18,125],"its":[19],"wide":[20],"spread":[21],"applications":[22],"are":[23],"to":[24,34,112,151],"tackle":[25],"with":[26,53,71,81,181],"the":[27,82,116,127,131,141,148,158,174,178,182],"cumbersome":[28],"efforts":[29],"site":[31,55],"survey":[32],"and":[33,69,91,177],"combat":[35],"vulnerable":[36],"environment":[37],"changes.":[38],"To":[39],"address":[40],"these":[41],"issues":[42],"comprehensively,":[43],"we":[44,76],"propose":[45],"novel":[47],"approach":[48],"on":[49,97],"adaptive":[50,153],"less":[54],"survey,":[56],"named":[57],"LESS,":[59],"by":[60],"exploring":[61],"new":[63,88,145],"paradigm":[64],"radio":[66],"map":[67],"construction":[68],"adaptation":[70],"few-shot":[72],"relation":[73,110],"learning.":[74],"Firstly,":[75],"extend":[77],"sparsely":[78],"collected":[79],"fingerprints":[80,146],"fingerprint":[83],"augmentation":[84],"method":[85],"which":[86],"produces":[87],"related":[89],"data":[90],"derives":[92],"their":[93],"location":[94,154,179],"information":[95],"based":[96],"local":[98],"proximity":[99],"property":[100],"in":[101,147,186],"low-dimensional":[103],"manifold":[104],"space.":[105],"Then,":[106],"LESS":[107,137,167],"designs":[108],"deep":[109],"networks":[111],"learn":[113],"not":[114],"only":[115],"appropriate":[117],"features":[118],"but":[119],"also":[120],"transferable":[122],"deep-distance":[123],"metric":[124],"modeling":[126],"fundamental":[128],"relationships":[129,143],"neighborhood":[132,142],"fingerprints.":[133],"Finally,":[134],"once":[135],"trained,":[136],"can":[138,168],"quickly":[139],"establish":[140],"among":[144],"changed":[149],"surroundings":[150],"realize":[152],"estimations,":[155],"even":[156],"without":[157],"network":[159],"updating.":[160],"The":[161],"extensive":[162],"experimental":[163],"results":[164],"demonstrate":[165],"that":[166],"achieve":[169],"an":[170],"attractive":[171],"trade-off":[172],"between":[173],"system":[175],"overhead":[176],"performance":[180],"superiorities":[183],"over":[184],"others":[185],"dynamic":[187],"indoor":[188],"environments.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-14T07:44:22.658603","created_date":"2025-10-10T00:00:00"}
