A new device-free localization method for RSS data with considering correlations
Device-free localization (DFL) is an emerging intelligent sensing technique with challenging issues due to the highly correlated data. Localization performance has been demonstrated from algorithmic as well as modelling perspectives, for example, by including various sparsity constraints. The genera...
Uloženo v:
| Vydáno v: | Computer communications Ročník 211; s. 302 - 310 |
|---|---|
| Hlavní autoři: | , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Elsevier B.V
01.11.2023
|
| Témata: | |
| ISSN: | 0140-3664, 1873-703X |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | Device-free localization (DFL) is an emerging intelligent sensing technique with challenging issues due to the highly correlated data. Localization performance has been demonstrated from algorithmic as well as modelling perspectives, for example, by including various sparsity constraints. The general sparse regularization method simultaneously estimates parameters and selects features, but its performance relies heavily on the correlations among features, which leads to generalization errors. Our goal in this study is to formulate a DFL method based on independently interpretable sparse coding to improve the accuracy and efficiency of localization. The scheme uses a novel correlation constraint of sensing matrix columns to handle the high correlation of the received signal strength (RSS) data, overcoming not only the fluctuation of RSS due to environmental changes but also avoiding overfitting through identification of informative variables that provide interpretable results. Meanwhile, the minimax concave penalty (MCP) is proposed as a sparse regularizer to obtain strong sparsity and an exact estimate. We propose using the difference of convex functions algorithm (DCA) and non-convex proximal splitting to address the non-convexity problem. Extensive experiments were performed in a cluttered indoor laboratory and open outdoor environment to verify the efficacy of the proposed method. |
|---|---|
| AbstractList | Device-free localization (DFL) is an emerging intelligent sensing technique with challenging issues due to the highly correlated data. Localization performance has been demonstrated from algorithmic as well as modelling perspectives, for example, by including various sparsity constraints. The general sparse regularization method simultaneously estimates parameters and selects features, but its performance relies heavily on the correlations among features, which leads to generalization errors. Our goal in this study is to formulate a DFL method based on independently interpretable sparse coding to improve the accuracy and efficiency of localization. The scheme uses a novel correlation constraint of sensing matrix columns to handle the high correlation of the received signal strength (RSS) data, overcoming not only the fluctuation of RSS due to environmental changes but also avoiding overfitting through identification of informative variables that provide interpretable results. Meanwhile, the minimax concave penalty (MCP) is proposed as a sparse regularizer to obtain strong sparsity and an exact estimate. We propose using the difference of convex functions algorithm (DCA) and non-convex proximal splitting to address the non-convexity problem. Extensive experiments were performed in a cluttered indoor laboratory and open outdoor environment to verify the efficacy of the proposed method. |
| Author | Ding, Shuxue Tan, Benying Xia, Ziwei Zhao, Haoli Li, Yujie |
| Author_xml | – sequence: 1 givenname: Ziwei surname: Xia fullname: Xia, Ziwei organization: School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin 541004, China – sequence: 2 givenname: Benying orcidid: 0000-0002-9121-8499 surname: Tan fullname: Tan, Benying email: by-tan@guet.edu.cn organization: School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin 541004, China – sequence: 3 givenname: Haoli surname: Zhao fullname: Zhao, Haoli organization: School of Automation, Guangdong University of Technology, Guangzhou 510006, China – sequence: 4 givenname: Shuxue surname: Ding fullname: Ding, Shuxue email: sding@guet.edu.cn organization: School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin 541004, China – sequence: 5 givenname: Yujie surname: Li fullname: Li, Yujie organization: School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin 541004, China |
| BookMark | eNqFkE1LAzEQhoNUsFb_gYf8gV1nN9kvD0IpfkFBsQreQjI7a1O2G8mGFv31bltPHhQG3rk8LzPPKRt1riPGLhKIE0jyy1WMbj1MnEIqYqhigPSIjZOyEFEB4m3ExpBIiESeyxN22vcrAJBFIcbsaco72vKaNhYpajwRbx3q1n7pYF3H1xSWruaN8_x5seC1DppvbVhydF1va_K2ex9276ndA_0ZO25029P5T07Y6-3Ny-w-mj_ePcym8wgF5CEiMxxmihQNlChlQ1WpZdlkWZo0eW5EmlWoNRapTpohsSpMpUGiMRlUWBsxYVeHXvSu7z01Cm3YnxC8tq1KQO3cqJU6uFE7NwoqNbgZYPkL_vB2rf3nf9j1AaPhsY0lr3q01CHV1hMGVTv7d8E3foGEZw |
| CitedBy_id | crossref_primary_10_1109_TCE_2024_3435881 crossref_primary_10_3390_s25185696 |
| Cites_doi | 10.14429/dsj.69.13214 10.1109/TMC.2010.175 10.1109/TMC.2009.174 10.1109/JSAC.2015.2430515 10.1109/TII.2015.2501225 10.1109/TIFS.2011.2146774 10.1145/1287853.1287880 10.1109/TIE.2014.2301714 10.18637/jss.v033.i01 10.1109/ACCESS.2018.2876034 10.1186/1687-1499-2013-186 10.1145/2999572.2999589 10.1214/07-AOAS131 10.1109/JPROC.2010.2052010 10.1109/TIE.2012.2228145 10.1109/TVT.2015.2397436 10.1111/j.1467-9868.2005.00503.x 10.4018/ijaci.2014010103 10.1109/ACCESS.2019.2911004 10.1145/2070562.2070580 10.1049/iet-com.2011.0603 10.1109/TVT.2013.2254732 10.1109/TMC.2014.2329007 10.1109/TII.2015.2433211 10.1016/j.adhoc.2017.06.007 10.1145/3236386.3241340 10.1109/LSP.2015.2438176 10.1109/TVT.2016.2555986 10.1609/aaai.v27i1.8576 10.1016/j.comcom.2012.06.004 10.1214/08-AOS620 |
| ContentType | Journal Article |
| Copyright | 2023 Elsevier B.V. |
| Copyright_xml | – notice: 2023 Elsevier B.V. |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.comcom.2023.09.002 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1873-703X |
| EndPage | 310 |
| ExternalDocumentID | 10_1016_j_comcom_2023_09_002 S0140366423003146 |
| GroupedDBID | --K --M .DC .~1 0R~ 1B1 1~. 1~5 4.4 457 4G. 5GY 5VS 7-5 71M 77K 8P~ 9JN AABNK AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAXUO AAYFN ABBOA ABFNM ABMAC ABYKQ ACDAQ ACGFS ACRLP ACZNC ADBBV ADEZE ADTZH AEBSH AECPX AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AHZHX AIALX AIEXJ AIKHN AITUG AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD AXJTR BJAXD BKOJK BLXMC CS3 DU5 EBS EFJIC EFLBG EO8 EO9 EP2 EP3 FDB FIRID FNPLU FYGXN G-Q GBLVA GBOLZ IHE J1W JJJVA KOM LG9 M41 MO0 MS~ N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 ROL RPZ RXW SDF SDG SDP SES SEW SPC SPCBC SST SSV SSZ T5K WH7 ZMT ~G- 07C 29F 77I 9DU AAQXK AATTM AAXKI AAYWO AAYXX ABJNI ABWVN ABXDB ACLOT ACNNM ACRPL ACVFH ADCNI ADJOM ADMUD ADNMO AEIPS AEUPX AFJKZ AFPUW AGQPQ AI. AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP ASPBG AVWKF AZFZN CITATION EFKBS EJD F0J FEDTE FGOYB HLZ HVGLF HZ~ R2- SBC TAE UHS VH1 VOH WUQ XPP ZY4 ~HD |
| ID | FETCH-LOGICAL-c306t-eb703b72cb08c44fe98a48f5521f66b3259caac72a1faacc97b9a04cbb509cdb3 |
| ISICitedReferencesCount | 2 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001088721800001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0140-3664 |
| IngestDate | Sat Nov 29 07:24:14 EST 2025 Tue Nov 18 21:51:31 EST 2025 Fri Feb 23 02:34:36 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Device-free localization Sparse representation Difference of convex functions algorithm (DCA) Minimax concave penalty (MCP) Highly correlated data |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c306t-eb703b72cb08c44fe98a48f5521f66b3259caac72a1faacc97b9a04cbb509cdb3 |
| ORCID | 0000-0002-9121-8499 |
| PageCount | 9 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_comcom_2023_09_002 crossref_primary_10_1016_j_comcom_2023_09_002 elsevier_sciencedirect_doi_10_1016_j_comcom_2023_09_002 |
| PublicationCentury | 2000 |
| PublicationDate | 2023-11-01 2023-11-00 |
| PublicationDateYYYYMMDD | 2023-11-01 |
| PublicationDate_xml | – month: 11 year: 2023 text: 2023-11-01 day: 01 |
| PublicationDecade | 2020 |
| PublicationTitle | Computer communications |
| PublicationYear | 2023 |
| Publisher | Elsevier B.V |
| Publisher_xml | – name: Elsevier B.V |
| References | Anusha, Ramanathan, Jayakumar (b18) 2019; 69 Wang, Gao, Yu, Cheng, Wu, Wang (b22) 2012; 60 Zhang, Tan, Ding, Li, Li (b33) 2022 Yang, Huang, Guo, Wang (b9) 2013; 2013 Mager, Lundrigan, Patwari (b13) 2015; 33 Bickel, Ritov, Tsybakov (b34) 2009; 37 J. Wang, J. Xiong, H. Jiang, X. Chen, D. Fang, D-watch: Embracing” bad” multipaths for device-free localization with COTS RFID devices, 2016, pp. 253–266. Wilson, Patwari (b43) 2010; 9 Wilson, Patwari (b5) 2010; 10 Wang, Zhang, Gao, Ma, Feng, Wang (b14) 2016; 66 Sreeraj, Ramanathan (b11) 2017 Wang, Gao, Cheng, Yu, Xin, Wang (b28) 2014; 61 Patwari, Wilson (b1) 2010; 98 Talampas, Low (b23) 2015; 12 Rampa, Savazzi, Nicoli, D’Amico (b29) 2015; 22 Bühlmann, Van De Geer (b35) 2011 Zou, Hastie (b36) 2005; 67 M. Youssef, M. Mah, A. Agrawala, Challenges: device-free passive localization for wireless environments, in: Proceedings of the 13th annual ACM international conference on Mobile computing and networking, 2007, pp. 222–229. Zhao, Ding, Li, Zhao (b40) 2019; 7 Talampas, Low (b12) 2015; 12 Woyach, Puccinelli, Haenggi (b2) 2006 Wang, Gao, Zhang, Wang (b30) 2012; 6 Wilson, Patwari (b21) 2010; 10 Huang, Zhao, Li, Ding, Zhao, Li (b32) 2018; 6 Takada, Suzuki, Fujisawa (b25) 2018 Popleteev, Engel (b8) 2014; 6 Wilson, Patwari (b20) 2010; 9 Wang, Gao, Yu, Zhang, Feng (b16) 2015; 12 Hong, Ohtsuki (b17) 2015; 64 Lipton (b24) 2018; 16 Kong, Fujimaki, Liu, Nie, Ding (b39) 2014; 27 Friedman, Hastie, Tibshirani (b42) 2010; 33 Xue, Zhang, Gao, Xiao (b31) 2022 Patwari, Wilson (b19) 2011; 6 Li, Yang, Zhao, Xie (b26) 2021 Grave, Obozinski, Bach (b37) 2011; 24 S.-B. Chen, C. Ding, B. Luo, Y. Xie, Uncorrelated lasso, in: Twenty-seventh AAAI conference on artificial intelligence, 2013. Chen, Li, Lai (b10) 2013; 62 Deak, Curran, Condell (b3) 2012; 35 Friedman, Hastie, Höfling, Tibshirani (b41) 2007; 1 Guo, Huang, Jiang, Guo, Li, Wang (b15) 2014; 14 S. Sen, R.R. Choudhury, B. Radunovic, T. Minka, Precise indoor localization using PHY layer information, in: Proceedings of the 10th ACM Workshop on hot topics in networks, 2011, pp. 1–6. Palipana, Pietropaoli, Pesch (b4) 2017; 64 Yang (10.1016/j.comcom.2023.09.002_b9) 2013; 2013 Bickel (10.1016/j.comcom.2023.09.002_b34) 2009; 37 Anusha (10.1016/j.comcom.2023.09.002_b18) 2019; 69 Li (10.1016/j.comcom.2023.09.002_b26) 2021 Wilson (10.1016/j.comcom.2023.09.002_b5) 2010; 10 Popleteev (10.1016/j.comcom.2023.09.002_b8) 2014; 6 Lipton (10.1016/j.comcom.2023.09.002_b24) 2018; 16 Huang (10.1016/j.comcom.2023.09.002_b32) 2018; 6 Wilson (10.1016/j.comcom.2023.09.002_b43) 2010; 9 Deak (10.1016/j.comcom.2023.09.002_b3) 2012; 35 Sreeraj (10.1016/j.comcom.2023.09.002_b11) 2017 Grave (10.1016/j.comcom.2023.09.002_b37) 2011; 24 Zhao (10.1016/j.comcom.2023.09.002_b40) 2019; 7 Wang (10.1016/j.comcom.2023.09.002_b22) 2012; 60 Kong (10.1016/j.comcom.2023.09.002_b39) 2014; 27 Talampas (10.1016/j.comcom.2023.09.002_b12) 2015; 12 Zhang (10.1016/j.comcom.2023.09.002_b33) 2022 Patwari (10.1016/j.comcom.2023.09.002_b1) 2010; 98 Palipana (10.1016/j.comcom.2023.09.002_b4) 2017; 64 Wilson (10.1016/j.comcom.2023.09.002_b21) 2010; 10 Wang (10.1016/j.comcom.2023.09.002_b28) 2014; 61 Mager (10.1016/j.comcom.2023.09.002_b13) 2015; 33 10.1016/j.comcom.2023.09.002_b27 Wang (10.1016/j.comcom.2023.09.002_b30) 2012; 6 Takada (10.1016/j.comcom.2023.09.002_b25) 2018 Wang (10.1016/j.comcom.2023.09.002_b14) 2016; 66 10.1016/j.comcom.2023.09.002_b6 Bühlmann (10.1016/j.comcom.2023.09.002_b35) 2011 Friedman (10.1016/j.comcom.2023.09.002_b41) 2007; 1 10.1016/j.comcom.2023.09.002_b7 Xue (10.1016/j.comcom.2023.09.002_b31) 2022 Wilson (10.1016/j.comcom.2023.09.002_b20) 2010; 9 Zou (10.1016/j.comcom.2023.09.002_b36) 2005; 67 Chen (10.1016/j.comcom.2023.09.002_b10) 2013; 62 Talampas (10.1016/j.comcom.2023.09.002_b23) 2015; 12 Hong (10.1016/j.comcom.2023.09.002_b17) 2015; 64 Wang (10.1016/j.comcom.2023.09.002_b16) 2015; 12 Patwari (10.1016/j.comcom.2023.09.002_b19) 2011; 6 Guo (10.1016/j.comcom.2023.09.002_b15) 2014; 14 Friedman (10.1016/j.comcom.2023.09.002_b42) 2010; 33 Rampa (10.1016/j.comcom.2023.09.002_b29) 2015; 22 10.1016/j.comcom.2023.09.002_b38 Woyach (10.1016/j.comcom.2023.09.002_b2) 2006 |
| References_xml | – start-page: 914 year: 2017 end-page: 918 ident: b11 article-title: Improved geometric filter algorithm for device free localization publication-title: 2017 International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET) – volume: 6 start-page: 2395 year: 2012 end-page: 2403 ident: b30 article-title: Device-free localisation with wireless networks based on compressive sensing publication-title: IET Commun. – volume: 6 start-page: 35 year: 2014 end-page: 44 ident: b8 article-title: Device-free indoor localization based on ambient FM radio signals publication-title: Int. J. Ambient Comput. Intell. (IJACI) – volume: 12 start-page: 1670 year: 2015 end-page: 1678 ident: b23 article-title: A geometric filter algorithm for robust device-free localization in wireless networks publication-title: IEEE Trans. Ind. Inform. – volume: 16 start-page: 31 year: 2018 end-page: 57 ident: b24 article-title: The mythos of model interpretability: In machine learning, the concept of interpretability is both important and slippery. publication-title: Queue – volume: 64 start-page: 80 year: 2017 end-page: 98 ident: b4 article-title: Recent advances in RF-based passive device-free localisation for indoor applications publication-title: Ad Hoc Netw. – volume: 10 start-page: 612 year: 2010 end-page: 621 ident: b21 article-title: See-through walls: Motion tracking using variance-based radio tomography networks publication-title: IEEE Trans. Mob. Comput. – volume: 6 start-page: 791 year: 2011 end-page: 802 ident: b19 article-title: Spatial models for human motion-induced signal strength variance on static links publication-title: IEEE Trans. Inf. Forensics Secur. – volume: 9 start-page: 621 year: 2010 end-page: 632 ident: b43 article-title: Radio tomographic imaging with wireless networks publication-title: IEEE Trans. Mob. Comput. – volume: 12 start-page: 158 year: 2015 end-page: 168 ident: b16 article-title: Time and energy efficient TOF-based device-free wireless localization publication-title: IEEE Trans. Ind. Inform. – volume: 14 start-page: 484 year: 2014 end-page: 494 ident: b15 article-title: An exponential-Rayleigh model for RSS-based device-free localization and tracking publication-title: IEEE Trans. Mobile Comput. – reference: S.-B. Chen, C. Ding, B. Luo, Y. Xie, Uncorrelated lasso, in: Twenty-seventh AAAI conference on artificial intelligence, 2013. – volume: 60 start-page: 5943 year: 2012 end-page: 5952 ident: b22 article-title: Robust device-free wireless localization based on differential rss measurements publication-title: IEEE Trans. Ind. Electron. – year: 2021 ident: b26 article-title: Direct-optimization-based DC dictionary learning with the mcp regularizer publication-title: IEEE Trans. Neural Netw. Learn. Syst. – volume: 2013 start-page: 1 year: 2013 end-page: 12 ident: b9 article-title: A real-time device-free localization system using correlated rss measurements publication-title: EURASIP J. Wireless Commun. Networking – volume: 37 start-page: 1705 year: 2009 end-page: 1732 ident: b34 article-title: Simultaneous analysis of lasso and dantzig selector publication-title: Ann. Stat. – volume: 1 start-page: 302 year: 2007 end-page: 332 ident: b41 article-title: Pathwise coordinate optimization publication-title: Ann. Appl. Stat. – volume: 7 start-page: 53542 year: 2019 end-page: 53554 ident: b40 article-title: Norm independently interpretable regularization based sparse coding for highly correlated data publication-title: IEEE Access – volume: 35 start-page: 1939 year: 2012 end-page: 1954 ident: b3 article-title: A survey of active and passive indoor localisation systems publication-title: Comput. Commun. – volume: 12 start-page: 1670 year: 2015 end-page: 1678 ident: b12 article-title: A geometric filter algorithm for robust device-free localization in wireless networks publication-title: IEEE Trans. Ind. Inform. – start-page: 454 year: 2018 end-page: 463 ident: b25 article-title: Independently interpretable lasso: A new regularizer for sparse regression with uncorrelated variables publication-title: International Conference on Artificial Intelligence and Statistics – reference: S. Sen, R.R. Choudhury, B. Radunovic, T. Minka, Precise indoor localization using PHY layer information, in: Proceedings of the 10th ACM Workshop on hot topics in networks, 2011, pp. 1–6. – volume: 27 year: 2014 ident: b39 article-title: Exclusive feature learning on arbitrary structures via publication-title: Adv. Neural Inf. Process. Syst. – year: 2022 ident: b31 article-title: Enhanced WiFi CSI fingerprints for device-free localization with deep learning representations publication-title: IEEE Sens. J. – start-page: 1 year: 2006 end-page: 8 ident: b2 article-title: Sensorless sensing in wireless networks: Implementation and measurements publication-title: 2006 4th International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks – reference: J. Wang, J. Xiong, H. Jiang, X. Chen, D. Fang, D-watch: Embracing” bad” multipaths for device-free localization with COTS RFID devices, 2016, pp. 253–266. – volume: 69 start-page: 378 year: 2019 end-page: 388 ident: b18 article-title: Device free localisation techniques in indoor environments publication-title: Def. Sci. J – volume: 22 start-page: 1864 year: 2015 end-page: 1868 ident: b29 article-title: Physical modeling and performance bounds for device-free localization systems publication-title: IEEE Signal Process. Lett. – year: 2011 ident: b35 article-title: Statistics for High-Dimensional Data: Methods, Theory and Applications – reference: M. Youssef, M. Mah, A. Agrawala, Challenges: device-free passive localization for wireless environments, in: Proceedings of the 13th annual ACM international conference on Mobile computing and networking, 2007, pp. 222–229. – volume: 62 start-page: 3287 year: 2013 end-page: 3300 ident: b10 article-title: Trapping mobile targets in wireless sensor networks: An energy-efficient perspective publication-title: IEEE Trans. Veh. Technol. – volume: 66 start-page: 1659 year: 2016 end-page: 1669 ident: b14 article-title: Device-free simultaneous wireless localization and activity recognition with wavelet feature publication-title: IEEE Trans. Veh. Technol. – volume: 33 start-page: 1 year: 2010 ident: b42 article-title: Regularization paths for generalized linear models via coordinate descent publication-title: J. Stat. Softw. – start-page: 1 year: 2022 end-page: 15 ident: b33 article-title: Device-free indoor localization based on sparse coding with nonconvex regularization and adaptive relaxation localization criteria publication-title: Int. J. Mach. Learn. Cybern. – volume: 9 start-page: 621 year: 2010 end-page: 632 ident: b20 article-title: Radio tomographic imaging with wireless networks publication-title: IEEE Trans. Mob. Comput. – volume: 98 start-page: 1961 year: 2010 end-page: 1973 ident: b1 article-title: RF sensor networks for device-free localization: Measurements, models, and algorithms publication-title: Proc. IEEE – volume: 33 start-page: 2429 year: 2015 end-page: 2438 ident: b13 article-title: Fingerprint-based device-free localization performance in changing environments publication-title: IEEE J. Sel. Areas Commun. – volume: 61 start-page: 5681 year: 2014 end-page: 5689 ident: b28 article-title: Lightweight robust device-free localization in wireless networks publication-title: IEEE Trans. Ind. Electron. – volume: 67 start-page: 301 year: 2005 end-page: 320 ident: b36 article-title: Regularization and variable selection via the elastic net publication-title: J. R. Stat. Soc.: Ser. B (Stat. Methodol.) – volume: 24 year: 2011 ident: b37 article-title: Trace lasso: a trace norm regularization for correlated designs publication-title: Adv. Neural Inf. Process. Syst. – volume: 10 start-page: 612 year: 2010 end-page: 621 ident: b5 article-title: See-through walls: Motion tracking using variance-based radio tomography networks publication-title: IEEE Trans. Mob. Comput. – volume: 6 start-page: 61782 year: 2018 end-page: 61799 ident: b32 article-title: An accurate and efficient device-free localization approach based on sparse coding in subspace publication-title: IEEE Access – volume: 64 start-page: 1354 year: 2015 end-page: 1363 ident: b17 article-title: Signal eigenvector-based device-free passive localization using array sensor publication-title: IEEE Trans. Veh. Technol. – volume: 69 start-page: 378 issue: 4 year: 2019 ident: 10.1016/j.comcom.2023.09.002_b18 article-title: Device free localisation techniques in indoor environments publication-title: Def. Sci. J doi: 10.14429/dsj.69.13214 – volume: 10 start-page: 612 issue: 5 year: 2010 ident: 10.1016/j.comcom.2023.09.002_b21 article-title: See-through walls: Motion tracking using variance-based radio tomography networks publication-title: IEEE Trans. Mob. Comput. doi: 10.1109/TMC.2010.175 – volume: 9 start-page: 621 issue: 5 year: 2010 ident: 10.1016/j.comcom.2023.09.002_b43 article-title: Radio tomographic imaging with wireless networks publication-title: IEEE Trans. Mob. Comput. doi: 10.1109/TMC.2009.174 – volume: 24 year: 2011 ident: 10.1016/j.comcom.2023.09.002_b37 article-title: Trace lasso: a trace norm regularization for correlated designs publication-title: Adv. Neural Inf. Process. Syst. – volume: 33 start-page: 2429 issue: 11 year: 2015 ident: 10.1016/j.comcom.2023.09.002_b13 article-title: Fingerprint-based device-free localization performance in changing environments publication-title: IEEE J. Sel. Areas Commun. doi: 10.1109/JSAC.2015.2430515 – volume: 10 start-page: 612 issue: 5 year: 2010 ident: 10.1016/j.comcom.2023.09.002_b5 article-title: See-through walls: Motion tracking using variance-based radio tomography networks publication-title: IEEE Trans. Mob. Comput. doi: 10.1109/TMC.2010.175 – volume: 12 start-page: 158 issue: 1 year: 2015 ident: 10.1016/j.comcom.2023.09.002_b16 article-title: Time and energy efficient TOF-based device-free wireless localization publication-title: IEEE Trans. Ind. Inform. doi: 10.1109/TII.2015.2501225 – volume: 27 year: 2014 ident: 10.1016/j.comcom.2023.09.002_b39 article-title: Exclusive feature learning on arbitrary structures via l1,2-norm publication-title: Adv. Neural Inf. Process. Syst. – volume: 6 start-page: 791 issue: 3 year: 2011 ident: 10.1016/j.comcom.2023.09.002_b19 article-title: Spatial models for human motion-induced signal strength variance on static links publication-title: IEEE Trans. Inf. Forensics Secur. doi: 10.1109/TIFS.2011.2146774 – ident: 10.1016/j.comcom.2023.09.002_b27 doi: 10.1145/1287853.1287880 – start-page: 454 year: 2018 ident: 10.1016/j.comcom.2023.09.002_b25 article-title: Independently interpretable lasso: A new regularizer for sparse regression with uncorrelated variables – volume: 61 start-page: 5681 issue: 10 year: 2014 ident: 10.1016/j.comcom.2023.09.002_b28 article-title: Lightweight robust device-free localization in wireless networks publication-title: IEEE Trans. Ind. Electron. doi: 10.1109/TIE.2014.2301714 – volume: 33 start-page: 1 issue: 1 year: 2010 ident: 10.1016/j.comcom.2023.09.002_b42 article-title: Regularization paths for generalized linear models via coordinate descent publication-title: J. Stat. Softw. doi: 10.18637/jss.v033.i01 – volume: 6 start-page: 61782 year: 2018 ident: 10.1016/j.comcom.2023.09.002_b32 article-title: An accurate and efficient device-free localization approach based on sparse coding in subspace publication-title: IEEE Access doi: 10.1109/ACCESS.2018.2876034 – year: 2011 ident: 10.1016/j.comcom.2023.09.002_b35 – start-page: 1 year: 2006 ident: 10.1016/j.comcom.2023.09.002_b2 article-title: Sensorless sensing in wireless networks: Implementation and measurements – volume: 2013 start-page: 1 issue: 1 year: 2013 ident: 10.1016/j.comcom.2023.09.002_b9 article-title: A real-time device-free localization system using correlated rss measurements publication-title: EURASIP J. Wireless Commun. Networking doi: 10.1186/1687-1499-2013-186 – ident: 10.1016/j.comcom.2023.09.002_b7 doi: 10.1145/2999572.2999589 – volume: 1 start-page: 302 issue: 2 year: 2007 ident: 10.1016/j.comcom.2023.09.002_b41 article-title: Pathwise coordinate optimization publication-title: Ann. Appl. Stat. doi: 10.1214/07-AOAS131 – volume: 98 start-page: 1961 issue: 11 year: 2010 ident: 10.1016/j.comcom.2023.09.002_b1 article-title: RF sensor networks for device-free localization: Measurements, models, and algorithms publication-title: Proc. IEEE doi: 10.1109/JPROC.2010.2052010 – volume: 60 start-page: 5943 issue: 12 year: 2012 ident: 10.1016/j.comcom.2023.09.002_b22 article-title: Robust device-free wireless localization based on differential rss measurements publication-title: IEEE Trans. Ind. Electron. doi: 10.1109/TIE.2012.2228145 – year: 2022 ident: 10.1016/j.comcom.2023.09.002_b31 article-title: Enhanced WiFi CSI fingerprints for device-free localization with deep learning representations publication-title: IEEE Sens. J. – volume: 64 start-page: 1354 issue: 4 year: 2015 ident: 10.1016/j.comcom.2023.09.002_b17 article-title: Signal eigenvector-based device-free passive localization using array sensor publication-title: IEEE Trans. Veh. Technol. doi: 10.1109/TVT.2015.2397436 – volume: 67 start-page: 301 issue: 2 year: 2005 ident: 10.1016/j.comcom.2023.09.002_b36 article-title: Regularization and variable selection via the elastic net publication-title: J. R. Stat. Soc.: Ser. B (Stat. Methodol.) doi: 10.1111/j.1467-9868.2005.00503.x – volume: 6 start-page: 35 issue: 1 year: 2014 ident: 10.1016/j.comcom.2023.09.002_b8 article-title: Device-free indoor localization based on ambient FM radio signals publication-title: Int. J. Ambient Comput. Intell. (IJACI) doi: 10.4018/ijaci.2014010103 – volume: 7 start-page: 53542 year: 2019 ident: 10.1016/j.comcom.2023.09.002_b40 article-title: lP Norm independently interpretable regularization based sparse coding for highly correlated data publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2911004 – ident: 10.1016/j.comcom.2023.09.002_b6 doi: 10.1145/2070562.2070580 – volume: 9 start-page: 621 issue: 5 year: 2010 ident: 10.1016/j.comcom.2023.09.002_b20 article-title: Radio tomographic imaging with wireless networks publication-title: IEEE Trans. Mob. Comput. doi: 10.1109/TMC.2009.174 – volume: 6 start-page: 2395 issue: 15 year: 2012 ident: 10.1016/j.comcom.2023.09.002_b30 article-title: Device-free localisation with wireless networks based on compressive sensing publication-title: IET Commun. doi: 10.1049/iet-com.2011.0603 – volume: 62 start-page: 3287 issue: 7 year: 2013 ident: 10.1016/j.comcom.2023.09.002_b10 article-title: Trapping mobile targets in wireless sensor networks: An energy-efficient perspective publication-title: IEEE Trans. Veh. Technol. doi: 10.1109/TVT.2013.2254732 – volume: 14 start-page: 484 issue: 3 year: 2014 ident: 10.1016/j.comcom.2023.09.002_b15 article-title: An exponential-Rayleigh model for RSS-based device-free localization and tracking publication-title: IEEE Trans. Mobile Comput. doi: 10.1109/TMC.2014.2329007 – volume: 12 start-page: 1670 issue: 5 year: 2015 ident: 10.1016/j.comcom.2023.09.002_b12 article-title: A geometric filter algorithm for robust device-free localization in wireless networks publication-title: IEEE Trans. Ind. Inform. doi: 10.1109/TII.2015.2433211 – volume: 64 start-page: 80 year: 2017 ident: 10.1016/j.comcom.2023.09.002_b4 article-title: Recent advances in RF-based passive device-free localisation for indoor applications publication-title: Ad Hoc Netw. doi: 10.1016/j.adhoc.2017.06.007 – volume: 12 start-page: 1670 issue: 5 year: 2015 ident: 10.1016/j.comcom.2023.09.002_b23 article-title: A geometric filter algorithm for robust device-free localization in wireless networks publication-title: IEEE Trans. Ind. Inform. doi: 10.1109/TII.2015.2433211 – volume: 16 start-page: 31 issue: 3 year: 2018 ident: 10.1016/j.comcom.2023.09.002_b24 article-title: The mythos of model interpretability: In machine learning, the concept of interpretability is both important and slippery. publication-title: Queue doi: 10.1145/3236386.3241340 – start-page: 1 year: 2022 ident: 10.1016/j.comcom.2023.09.002_b33 article-title: Device-free indoor localization based on sparse coding with nonconvex regularization and adaptive relaxation localization criteria publication-title: Int. J. Mach. Learn. Cybern. – year: 2021 ident: 10.1016/j.comcom.2023.09.002_b26 article-title: Direct-optimization-based DC dictionary learning with the mcp regularizer publication-title: IEEE Trans. Neural Netw. Learn. Syst. – volume: 22 start-page: 1864 issue: 11 year: 2015 ident: 10.1016/j.comcom.2023.09.002_b29 article-title: Physical modeling and performance bounds for device-free localization systems publication-title: IEEE Signal Process. Lett. doi: 10.1109/LSP.2015.2438176 – volume: 66 start-page: 1659 issue: 2 year: 2016 ident: 10.1016/j.comcom.2023.09.002_b14 article-title: Device-free simultaneous wireless localization and activity recognition with wavelet feature publication-title: IEEE Trans. Veh. Technol. doi: 10.1109/TVT.2016.2555986 – start-page: 914 year: 2017 ident: 10.1016/j.comcom.2023.09.002_b11 article-title: Improved geometric filter algorithm for device free localization – ident: 10.1016/j.comcom.2023.09.002_b38 doi: 10.1609/aaai.v27i1.8576 – volume: 35 start-page: 1939 issue: 16 year: 2012 ident: 10.1016/j.comcom.2023.09.002_b3 article-title: A survey of active and passive indoor localisation systems publication-title: Comput. Commun. doi: 10.1016/j.comcom.2012.06.004 – volume: 37 start-page: 1705 issue: 4 year: 2009 ident: 10.1016/j.comcom.2023.09.002_b34 article-title: Simultaneous analysis of lasso and dantzig selector publication-title: Ann. Stat. doi: 10.1214/08-AOS620 |
| SSID | ssj0004773 |
| Score | 2.3948195 |
| Snippet | Device-free localization (DFL) is an emerging intelligent sensing technique with challenging issues due to the highly correlated data. Localization performance... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 302 |
| SubjectTerms | Device-free localization Difference of convex functions algorithm (DCA) Highly correlated data Minimax concave penalty (MCP) Sparse representation |
| Title | A new device-free localization method for RSS data with considering correlations |
| URI | https://dx.doi.org/10.1016/j.comcom.2023.09.002 |
| Volume | 211 |
| WOSCitedRecordID | wos001088721800001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 customDbUrl: eissn: 1873-703X dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0004773 issn: 0140-3664 databaseCode: AIEXJ dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1La9wwEBbbpIf2UPokSR_o0FtQcWytJR2XNCXtIYRuCqYXI8ky3bA4wd1NNvn1Gb28Klv6gl68i7HWYubb0czwzQxCb-WYuzlxhIE7Tqikkijb7q6BUENkWUPztnHDJtjJCa8qcToa3cZamKs56zq-WonL_6pquAfKtqWzf6Hu4UfhBnwHpcMV1A7XP1L8xE4Jt8VQYAJI2xuz786rUG8ZRkY7duHn6XTfMkQH_rkb3emrcPs-suRS9zXOgLBM9HVdyeCWV555-3V2bWbrlIAfCG-6m3hK-jy1y9Eey4v58Oj7MF9l-m25Wpo0H5EXoTBvSJJtFMqEvCWY-9I3LH9nvK3lrCBgcKrUGOfB9HpzWmR5cjIXngC7YfR9_uHc6swygOymXO_auPiHdtqOzWZ3ArGXbd1f3kPbORsLMOrbk49H1ad1VS3z_IS49Vh46diBm-_6uWOTOCtnj9GjEGXgiUfHEzQy3VP0MOk9-QydTjDgBCc4wSlOsMcJBpxgwAm2OMEWJzjBCU5x8hx9-XB0dnhMwngNoiFOXBCjQPiK5VplXFPaGsEl5e0YHLq2LFUBgbGWUrNcHrTwqQVTQmZUKwVOpm5U8QJtdRed2UE4g0UQSKuclYIKJXgjGRelaMbqgCmqd1ERZVPr0HvejkCZ15FkeF57idZWonUmapDoLiLDqkvfe-U3z7Mo9jr4j94vrAEpv1y5988rX6IH6z_BK7S16JfmNbqvrxaz7_2bAKk7tkGWmQ |
| linkProvider | Elsevier |
| 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=A+new+device-free+localization+method+for+RSS+data+with+considering+correlations&rft.jtitle=Computer+communications&rft.au=Xia%2C+Ziwei&rft.au=Tan%2C+Benying&rft.au=Zhao%2C+Haoli&rft.au=Ding%2C+Shuxue&rft.date=2023-11-01&rft.pub=Elsevier+B.V&rft.issn=0140-3664&rft.eissn=1873-703X&rft.volume=211&rft.spage=302&rft.epage=310&rft_id=info:doi/10.1016%2Fj.comcom.2023.09.002&rft.externalDocID=S0140366423003146 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0140-3664&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0140-3664&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0140-3664&client=summon |