Continuous TOA Measurement-Based Single-Anchor Indoor Localization

On the premise of guaranteeing high-quality measurement data, active wireless localization (A-WL) locates the target by at least three anchor nodes (ANs) with known coordinates, while passive wireless localization (P-WL) requires more ANs. In addition, P-WL requires a cumbersome training process to...

Full description

Saved in:
Bibliographic Details
Published inIEEE access Vol. 13; pp. 122568 - 122580
Main Authors Lei, Ting, Pan, Shengshan, Wang, Kaiyu, Yu, Yan
Format Journal Article
LanguageEnglish
Published IEEE 2025
Subjects
Online AccessGet full text

Cover

Loading…
Abstract On the premise of guaranteeing high-quality measurement data, active wireless localization (A-WL) locates the target by at least three anchor nodes (ANs) with known coordinates, while passive wireless localization (P-WL) requires more ANs. In addition, P-WL requires a cumbersome training process to maintain the robustness in application scenarios as much as possible. However, the optimal deployment of ANs is not an easy task, and the application scenario will not remain unchanged. Therefore, a lightweight localization system that satisfies the localization accuracy requirements and can be quickly deployed should be one of the preferred solutions for WL. In this paper, we propose a single-anchor localization system based on continuous time-of-arrival (TOA) measurement. Specifically, we fix the AN on the blade with uniform rotation, construct the time-length distribution map by using the cyclically varying TOA caused by blade rotation, and intercept it according to the rotation period. We extract the change angle and distance information from the intercepted data in real time to achieve single-anchor localization. Meanwhile, we also construct a support vector machine classifier to identify the line-of-sight state of each interception period to assist the angle estimation in harsh environments and further improve the adaptability of the system. Experimental results show that the line-of-sight recognition accuracy of higher than 92% under continuous movement, and the average localization error of less than 0.6m. The average localization error is less than 0.3m in the mixed motion state.
AbstractList On the premise of guaranteeing high-quality measurement data, active wireless localization (A-WL) locates the target by at least three anchor nodes (ANs) with known coordinates, while passive wireless localization (P-WL) requires more ANs. In addition, P-WL requires a cumbersome training process to maintain the robustness in application scenarios as much as possible. However, the optimal deployment of ANs is not an easy task, and the application scenario will not remain unchanged. Therefore, a lightweight localization system that satisfies the localization accuracy requirements and can be quickly deployed should be one of the preferred solutions for WL. In this paper, we propose a single-anchor localization system based on continuous time-of-arrival (TOA) measurement. Specifically, we fix the AN on the blade with uniform rotation, construct the time-length distribution map by using the cyclically varying TOA caused by blade rotation, and intercept it according to the rotation period. We extract the change angle and distance information from the intercepted data in real time to achieve single-anchor localization. Meanwhile, we also construct a support vector machine classifier to identify the line-of-sight state of each interception period to assist the angle estimation in harsh environments and further improve the adaptability of the system. Experimental results show that the line-of-sight recognition accuracy of higher than 92% under continuous movement, and the average localization error of less than 0.6m. The average localization error is less than 0.3m in the mixed motion state.
Author Wang, Kaiyu
Yu, Yan
Pan, Shengshan
Lei, Ting
Author_xml – sequence: 1
  givenname: Ting
  orcidid: 0000-0001-5635-0374
  surname: Lei
  fullname: Lei, Ting
  email: wushenyeyu@mail.dlut.edu.cn
  organization: Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China
– sequence: 2
  givenname: Shengshan
  surname: Pan
  fullname: Pan, Shengshan
  email: pssbu@dlut.edu.cn
  organization: Faculty of Infrastructure Engineering, Dalian University of Technology, Dalian, China
– sequence: 3
  givenname: Kaiyu
  surname: Wang
  fullname: Wang, Kaiyu
  organization: Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China
– sequence: 4
  givenname: Yan
  surname: Yu
  fullname: Yu, Yan
  organization: Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China
BookMark eNqFkMFOAjEQhhujiYg8ARdeYLHd7i7tETaoJBgO4LmZLVMsWVrTXQ769BaWEOPFmcM0k3z_pN8DuXXeISFDRseMUfk0Lcv5ej1OKZPjVGYsl8UN6aWskAnPeXH7631PBk2zp7FEXOWTHpmV3rXWHf2xGW1W09EbQnMMeEDXJjNocDtaW7erMZk6_eHDaOG2Po6l11Dbb2itd4_kzkDd4OAy--T9eb4pX5Pl6mVRTpeJ5oK2SZVTqTmanBkqYmdGUqM5B20oZSwDkU5gYjTgdlIVAAXXGUBecKZ1RA3vk0WXu_WwV5_BHiB8KQ9WnRc-7BSE1uoalUbDoRBZxWmWxX8KytKKZQIECpkijVm8y9LBN01Ac81jVJ2sqs6qOllVF6uRkn8obduzgzaArf9hhx1rEfF6TQguKS_4Dz-qhss
CODEN IAECCG
CitedBy_id crossref_primary_10_1007_s41870_022_00929_6
crossref_primary_10_1007_s11760_021_01997_0
crossref_primary_10_1007_s11831_020_09497_z
crossref_primary_10_1109_TMC_2021_3083613
Cites_doi 10.1109/TIM.2017.2681398
10.1145/130385.130401
10.1109/TVT.2016.2545523
10.1109/TMC.2015.2505729
10.1109/LWC.2014.2341636
10.1109/TWC.2014.2314640
10.1109/JSYST.2014.2346625
10.1109/TMC.2016.2608946
10.1109/TGRS.2006.880628
10.1109/TIE.2016.2608897
10.1109/ICC.2017.7996470
10.1109/CCNC.2018.8319264
10.1109/ACCESS.2017.2728789
10.1109/TMC.2015.2463287
10.1109/TIE.2014.2327595
10.1109/PLANS.2018.8373545
10.1109/TWC.2015.2448540
10.1109/TNNLS.2012.2199516
10.1109/ACCESS.2018.2879436
10.1109/TII.2016.2579265
10.1109/TAP.2018.2810340
10.1109/TIM.2015.2506239
10.1109/TVT.2015.2397437
10.1109/IEEE-IWS.2018.8400983
10.1109/TASE.2014.2351814
10.1109/TVT.2016.2530761
10.1109/JSEN.2016.2602840
10.1109/LCOMM.2015.2482979
10.1109/ICRA.2012.6224869
10.1109/WPNC.2017.8250079
10.1109/TMC.2014.2320254
10.1109/TVT.2018.2810307
10.1109/JSEN.2015.2506166
10.1109/TSP.2016.2633784
10.1109/MSP.2015.2504328
10.1109/ICT.2018.8464834
10.1109/IPIN.2017.8115877
10.1109/TIM.2014.2363578
10.1109/72.788646
10.1109/JSEN.2016.2581489
ContentType Journal Article
DBID 97E
ESBDL
RIA
RIE
AAYXX
CITATION
DOA
DOI 10.1109/ACCESS.2019.2941596
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE Xplore Open Access Journals
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Xplore
CrossRef
DOAJ: Directory of Open Access Journal (DOAJ)
DatabaseTitle CrossRef
DatabaseTitleList

Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2169-3536
EndPage 122580
ExternalDocumentID oai_doaj_org_article_cef3a684b30449578012b148a8e892e0
10_1109_ACCESS_2019_2941596
8839036
Genre orig-research
GrantInformation_xml – fundername: International S & T Cooperation Program of China
  grantid: 2015DFG82080
– fundername: National Natural Science Foundation of China
  grantid: 51678108; 51678110
  funderid: 10.13039/501100001809
– fundername: Fundamental Research Funds for the Central Universities
  grantid: DUT15ZD117
  funderid: 10.13039/501100012226
GroupedDBID 0R~
4.4
5VS
6IK
97E
AAJGR
ABAZT
ABVLG
ACGFS
ADBBV
AGSQL
ALMA_UNASSIGNED_HOLDINGS
BCNDV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
EBS
EJD
ESBDL
GROUPED_DOAJ
IPLJI
JAVBF
KQ8
M43
M~E
O9-
OCL
OK1
RIA
RIE
RNS
AAYXX
CITATION
RIG
ID FETCH-LOGICAL-c380t-b509c3ef51f080804f90fc33acf00114a827a7fcaed7b6aa63c4aa5631cc509f3
IEDL.DBID DOA
ISSN 2169-3536
IngestDate Wed Aug 27 01:28:30 EDT 2025
Thu Jul 31 00:28:02 EDT 2025
Thu Apr 24 23:09:27 EDT 2025
Wed Aug 27 02:13:13 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Language English
License https://creativecommons.org/licenses/by/4.0/legalcode
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c380t-b509c3ef51f080804f90fc33acf00114a827a7fcaed7b6aa63c4aa5631cc509f3
ORCID 0000-0001-5635-0374
OpenAccessLink https://doaj.org/article/cef3a684b30449578012b148a8e892e0
PageCount 13
ParticipantIDs doaj_primary_oai_doaj_org_article_cef3a684b30449578012b148a8e892e0
ieee_primary_8839036
crossref_citationtrail_10_1109_ACCESS_2019_2941596
crossref_primary_10_1109_ACCESS_2019_2941596
PublicationCentury 2000
PublicationDate 20250000
2025-00-00
2025-01-01
PublicationDateYYYYMMDD 2025-01-01
PublicationDate_xml – year: 2025
  text: 20250000
PublicationDecade 2020
PublicationTitle IEEE access
PublicationTitleAbbrev Access
PublicationYear 2025
Publisher IEEE
Publisher_xml – name: IEEE
References ref13
ref35
ref12
ref34
ref15
ref37
ref14
ref36
ref31
ref30
ref11
ref33
ref10
ref32
Meissner (ref24)
ref2
ref1
ref17
ref39
ref16
ref38
ref19
ref18
ref23
ref26
ref25
ref20
ref41
ref22
ref21
ref28
ref27
ref29
ref8
ref7
ref9
ref4
ref3
ref6
ref5
ref40
References_xml – ident: ref31
  doi: 10.1109/TIM.2017.2681398
– ident: ref39
  doi: 10.1145/130385.130401
– ident: ref13
  doi: 10.1109/TVT.2016.2545523
– ident: ref9
  doi: 10.1109/TMC.2015.2505729
– ident: ref25
  doi: 10.1109/LWC.2014.2341636
– ident: ref36
  doi: 10.1109/TWC.2014.2314640
– ident: ref1
  doi: 10.1109/JSYST.2014.2346625
– ident: ref10
  doi: 10.1109/TMC.2016.2608946
– ident: ref40
  doi: 10.1109/TGRS.2006.880628
– ident: ref30
  doi: 10.1109/TIE.2016.2608897
– ident: ref22
  doi: 10.1109/ICC.2017.7996470
– ident: ref33
  doi: 10.1109/CCNC.2018.8319264
– ident: ref6
  doi: 10.1109/ACCESS.2017.2728789
– ident: ref7
  doi: 10.1109/TMC.2015.2463287
– ident: ref8
  doi: 10.1109/TIE.2014.2327595
– ident: ref20
  doi: 10.1109/PLANS.2018.8373545
– ident: ref37
  doi: 10.1109/TWC.2015.2448540
– ident: ref41
  doi: 10.1109/TNNLS.2012.2199516
– ident: ref27
  doi: 10.1109/ACCESS.2018.2879436
– ident: ref3
  doi: 10.1109/TII.2016.2579265
– ident: ref21
  doi: 10.1109/TAP.2018.2810340
– ident: ref18
  doi: 10.1109/TIM.2015.2506239
– ident: ref23
  doi: 10.1109/TVT.2015.2397437
– ident: ref29
  doi: 10.1109/IEEE-IWS.2018.8400983
– ident: ref2
  doi: 10.1109/TASE.2014.2351814
– ident: ref11
  doi: 10.1109/TVT.2016.2530761
– ident: ref12
  doi: 10.1109/JSEN.2016.2602840
– ident: ref35
  doi: 10.1109/LCOMM.2015.2482979
– ident: ref32
  doi: 10.1109/ICRA.2012.6224869
– ident: ref16
  doi: 10.1109/WPNC.2017.8250079
– ident: ref4
  doi: 10.1109/TMC.2014.2320254
– ident: ref14
  doi: 10.1109/TVT.2018.2810307
– ident: ref5
  doi: 10.1109/JSEN.2015.2506166
– ident: ref19
  doi: 10.1109/TSP.2016.2633784
– ident: ref26
  doi: 10.1109/MSP.2015.2504328
– ident: ref28
  doi: 10.1109/ICT.2018.8464834
– ident: ref34
  doi: 10.1109/IPIN.2017.8115877
– ident: ref15
  doi: 10.1109/TIM.2014.2363578
– ident: ref38
  doi: 10.1109/72.788646
– ident: ref17
  doi: 10.1109/JSEN.2016.2581489
– start-page: 22
  volume-title: Proc. 19th IWSSIP
  ident: ref24
  article-title: Multipath-assisted single-anchor indoor localization in an office environment
SSID ssj0000816957
Score 2.341103
Snippet On the premise of guaranteeing high-quality measurement data, active wireless localization (A-WL) locates the target by at least three anchor nodes (ANs) with...
SourceID doaj
crossref
ieee
SourceType Open Website
Enrichment Source
Index Database
Publisher
StartPage 122568
SubjectTerms angle estimation
Antenna arrays
Blades
Estimation
line-of-sight recognition
Rotation measurement
support vector machine (SVM)
Support vector machines
Time measurement
time-length distribution
Wireless communication
Wireless localization
SummonAdditionalLinks – databaseName: IEEE Xplore
  dbid: RIE
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV07T8MwED6VTjDwRpSXMjA2JbGdxB7bClQQhYEisUWOc5YQKEWoXfj1nJ0QHkKIKZFlJ47P8ec7330HcBqVmcFYIqklMQ-F0CxUGWLIEy0ybt2Zp_e2uEkn9-LqIXnoQL-NhUFE73yGA3frz_LLuVk6U9mZJDSnFXcFVkhxq2O1WnuKSyChkqwhFqJ3nA3HY_oG572lBkwRUDli_i_g4zn6vyVV8ZhysQHTj97UriRPg-WiGJi3H0SN_-3uJqw3m8tgWM-GLehgtQ1rXygHd2Dk6KgeqyUp_MHsdhhMP22E4YgQrQzuqN4zhsOKFsbX4LIq53S5dpDXhGzuwv3F-Ww8CZs8CqHhMlqEBW0KDEebxDZyNJLCqsgazrWxPpZWS5bpzBqNZVakWqfcCK2TlMfGUFPL96BbzSvchyCRqtRRijFPCiEMUyyVpZVWMZNKZEkP2McA56YhGXe5Lp5zr2xEKq-lkjup5I1UetBvG73UHBt_Vx85ybVVHUG2L6DBz5v_LTdouU6lKHgkSAfMHBAXpPppiVIxjHqw4wTWPqSR1cHvxYewylzeX296OYLu4nWJx7QZWRQnfha-AxSd2f8
  priority: 102
  providerName: IEEE
Title Continuous TOA Measurement-Based Single-Anchor Indoor Localization
URI https://ieeexplore.ieee.org/document/8839036
https://doaj.org/article/cef3a684b30449578012b148a8e892e0
Volume 13
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV07T8MwELZQJxgQUBDlUWVgxDSxHcce04qqIB4DrdQtcpyzhFSlqGr_P2cnlLLAwhQpOjvJXeTvzr77jpCbuMosJAowLEk4FcIwqjMAylMjMu78mWfItniRk5l4nKfznVZfPiesoQduFDew4LiRSpQYd6Mzn_kVtUQf3ihQmkGI1hHzdoKpsAarRKJwSzOETxzkoxF-kc_l0ndMI2x5mv4dKAqM_T9arASEGR-Rw9Y1jPLmlY7JHtQn5GCHMLBLhp5M6r3eYLgeTV_z6Pl7h48OEY-q6A3lFkDzGpe1VfRQV0u8PHnAagsuT8lsfD8dTWjbBYFaruI1LRHSLQeXJi72JJDC6dhZzo11oRLWKJaZzFkDVVZKYyS3wphU8sRaHOr4GenUyxrOSZQqXZlYQsLTUgjLNJOqcsppZqUClvYI-1JIYVuKcN-pYlGEUCHWRaPFwmuxaLXYI7fbQR8NQ8bv4kOv6a2op7cON9DoRWv04i-j90jX22k7iUI3D6H44j_mviT7zPf4DdssV6SzXm3gGh2PddkP_1g_1Ah-AlqV0HI
linkProvider Directory of Open Access Journals
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwzV1Lb9QwEB6VcgAOvApieeYAN7JN_EjsA4fdhWqXbsuBrdRbcJyxhKiyqN0IwW_hr_DfGDtuKAhxq8QpUWRbsv3F8_DMNwDPs6a0mCsksyTnqRCGpbpETLk0ouTO33mGaIvDYn4k3h7L4y34PuTCIGIIPsOxfw13-c3adt5VtqtImtOJG0Mo9_HrFzLQzl4tXtNuvmBs781qNk9jDYHUcpVt0poEouXoZO4yT6EonM6c5dxYF_JIjWKlKZ012JR1YUzBrTBGFjy3lro6TuNegaukZ0jWZ4cNHhxfskLLMlIZ0ax2J7MZrZqPF9Njpkk0-lIAF8RdqArwWxmXIMX2bsGP8_n3wSufxt2mHttvf1BD_q8LdBtuRvU5mfR4vwNb2N6FGxdIFXdg6gm3PrbdujtLVu8mycEvL2g6JZndJO-p3Qmmk5aO_tNk0TZreiy9UI9Jqffg6FImcR-223WLDyCRSjcmKzDnshbCMs0K1TjlNLOFQiZHwM43tLKRRt1X8zipgjmV6apHQeVRUEUUjODl0OlzzyLy7-ZTj5ShqacADx9os6t4olQWHTeFEjXPBFm5pVc1ajJujUKlGWYj2PEAGQaJ2Hj498_P4Np8dbCslovD_Udwnfkqx8HR9Bi2N6cdPiHVa1M_DX9AAh8uG1E_AZONOI8
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Continuous+TOA+Measurement-Based+Single-Anchor+Indoor+Localization&rft.jtitle=IEEE+access&rft.au=Lei%2C+Ting&rft.au=Pan%2C+Shengshan&rft.au=Wang%2C+Kaiyu&rft.au=Yu%2C+Yan&rft.date=2025&rft.issn=2169-3536&rft.eissn=2169-3536&rft.volume=13&rft.spage=122568&rft.epage=122580&rft_id=info:doi/10.1109%2FACCESS.2019.2941596&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_ACCESS_2019_2941596
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2169-3536&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2169-3536&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2169-3536&client=summon