Human Activity Classification Based on Dynamic Time Warping of an On-Body Creeping Wave Signal
The characteristics of a nonline-of-sight on-body creeping wave are utilized to classify human motion activities. Creeping wave propagation around the torso of a nonmoving human is reviewed. Its associated complex transmission data are measured for six different motion activities on both male and fe...
Saved in:
| Published in | IEEE transactions on antennas and propagation Vol. 64; no. 11; pp. 4901 - 4905 |
|---|---|
| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
IEEE
01.11.2016
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0018-926X 1558-2221 |
| DOI | 10.1109/TAP.2016.2598199 |
Cover
Loading…
| Abstract | The characteristics of a nonline-of-sight on-body creeping wave are utilized to classify human motion activities. Creeping wave propagation around the torso of a nonmoving human is reviewed. Its associated complex transmission data are measured for six different motion activities on both male and female subjects. A dynamic time warping algorithm is applied on the signal magnitude and phase data for pattern recognition. The study is extended to different on-body channels and frequencies for comparisons. |
|---|---|
| AbstractList | The characteristics of a nonline-of-sight on-body creeping wave are utilized to classify human motion activities. Creeping wave propagation around the torso of a nonmoving human is reviewed. Its associated complex transmission data are measured for six different motion activities on both male and female subjects. A dynamic time warping algorithm is applied on the signal magnitude and phase data for pattern recognition. The study is extended to different on-body channels and frequencies for comparisons. |
| Author | Forrister, Erik Dong Xue Garner, Brian Yang Li Lee, George Youngwook Kim |
| Author_xml | – sequence: 1 surname: Yang Li fullname: Yang Li email: yang_li1@baylor.edu organization: Sch. of Eng. & Comput. Sci., Baylor Univ., Waco, TX, USA – sequence: 2 surname: Dong Xue fullname: Dong Xue organization: Sch. of Eng. & Comput. Sci., Baylor Univ., Waco, TX, USA – sequence: 3 givenname: Erik surname: Forrister fullname: Forrister, Erik organization: Sch. of Eng. & Comput. Sci., Baylor Univ., Waco, TX, USA – sequence: 4 givenname: George surname: Lee fullname: Lee, George organization: Sch. of Eng. & Comput. Sci., Baylor Univ., Waco, TX, USA – sequence: 5 givenname: Brian surname: Garner fullname: Garner, Brian organization: Sch. of Eng. & Comput. Sci., Baylor Univ., Waco, TX, USA – sequence: 6 surname: Youngwook Kim fullname: Youngwook Kim email: youngkim@csufresno.edu organization: Dept. of Electr. & Comput. Eng., California State Univ., Fresno, CA, USA |
| BookMark | eNp9kEtrAjEQgEOxULW9F3oJ9Lw2k30kOap9WBAs1GJPXWI2K5HdrE1WwX_f-KCHHsoEZhLmmwxfD3VsYzVCt0AGAEQ8zIdvA0ogG9BUcBDiAnUhTXlEKYUO6hICPBI0-7xCPe_X4ZrwJOmir8m2lhYPVWt2pt3jcSW9N6VRsjWNxSPpdYFD8bi3sjYKz02t8UK6jbEr3JQ4sDMbjZoioE7r4_NC7jR-Nysrq2t0WcrK65tz7qOP56f5eBJNZy-v4-E0UlRAG2VKkhgoMCp4xjKmSEpZAaDEUhYpFbJkHChlWqcinKWI44RqzmKpQWXA4j66P83duOZ7q32br5utCwv4HHic8iQjaRy6yKlLucZ7p8t840wt3T4Hkh8s5sFifrCYny0GJPuDKNMe3bROmuo_8O4EGq317z8sbJGE-AHBSH8S |
| CODEN | IETPAK |
| CitedBy_id | crossref_primary_10_1109_LAWP_2017_2745461 crossref_primary_10_1007_s10694_020_01062_1 crossref_primary_10_1155_2017_3192967 crossref_primary_10_1155_2018_6759394 crossref_primary_10_1109_JIOT_2022_3163181 crossref_primary_10_1109_JSEN_2024_3351144 crossref_primary_10_1016_j_measurement_2024_115632 crossref_primary_10_1016_j_patcog_2020_107561 crossref_primary_10_1109_JIOT_2023_3321056 crossref_primary_10_1109_LAWP_2018_2839019 crossref_primary_10_1007_s11045_018_0611_3 crossref_primary_10_1016_j_ymssp_2021_108712 crossref_primary_10_1109_TIM_2020_3031210 crossref_primary_10_1109_TGRS_2023_3270365 crossref_primary_10_1109_ACCESS_2023_3311261 crossref_primary_10_1109_JBHI_2020_3042998 crossref_primary_10_1109_JSEN_2021_3139735 crossref_primary_10_1049_iet_map_2016_0982 crossref_primary_10_1109_ACCESS_2020_2982965 crossref_primary_10_1016_j_eswa_2023_121830 crossref_primary_10_1109_LAWP_2022_3190919 crossref_primary_10_1109_TAP_2018_2889163 crossref_primary_10_1109_TSG_2019_2904210 |
| Cites_doi | 10.1016/j.dcan.2015.02.006 10.1109/MAP.2007.4293935 10.1109/TASSP.1978.1163055 10.1109/TAP.2010.2096184 10.1007/978-3-540-74048-3 10.1049/el:20040386 10.1109/MCOM.2009.5350373 10.1109/TAP.2014.2342751 10.1109/TAES.2010.5545175 10.1109/TITB.2011.2118763 10.1109/MAP.2013.6735479 |
| ContentType | Journal Article |
| Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2016 |
| Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2016 |
| DBID | 97E RIA RIE AAYXX CITATION 7SP 8FD L7M |
| DOI | 10.1109/TAP.2016.2598199 |
| DatabaseName | IEEE Xplore (IEEE) IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Electronics & Communications Abstracts Technology Research Database Advanced Technologies Database with Aerospace |
| DatabaseTitle | CrossRef Technology Research Database Advanced Technologies Database with Aerospace Electronics & Communications Abstracts |
| DatabaseTitleList | Technology Research Database |
| Database_xml | – sequence: 1 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 | 1558-2221 |
| EndPage | 4905 |
| ExternalDocumentID | 10_1109_TAP_2016_2598199 7533434 |
| Genre | orig-research |
| GrantInformation_xml | – fundername: NSF grantid: ECCS-1609371 funderid: 10.13039/100000001 |
| GroupedDBID | -~X 0R~ 29I 4.4 5GY 5VS 6IK 85S 97E AAJGR AARMG AASAJ AAWTH ABAZT ABFSI ABQJQ ABVLG ACGFO ACGFS ACIWK ACKIV ACNCT AENEX AETIX AGQYO AGSQL AHBIQ AI. AIBXA AKJIK AKQYR ALLEH ALMA_UNASSIGNED_HOLDINGS ASUFR ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 E.L EBS EJD F5P HZ~ H~9 IAAWW IBMZZ ICLAB IDIHD IFIPE IFJZH IPLJI JAVBF LAI M43 O9- OCL P2P RIA RIE RNS RXW TAE TAF TN5 VH1 VJK VOH AAYOK AAYXX CITATION RIG 7SP 8FD L7M |
| ID | FETCH-LOGICAL-c291t-6ca0312172986767c0527d11c9bad529af781227ee59e59b93342e873ae1c6173 |
| IEDL.DBID | RIE |
| ISSN | 0018-926X |
| IngestDate | Mon Jun 30 10:14:16 EDT 2025 Tue Jul 01 03:22:25 EDT 2025 Thu Apr 24 23:03:32 EDT 2025 Tue Aug 26 16:43:03 EDT 2025 |
| IsDoiOpenAccess | false |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 11 |
| Language | English |
| License | https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html https://doi.org/10.15223/policy-029 https://doi.org/10.15223/policy-037 |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c291t-6ca0312172986767c0527d11c9bad529af781227ee59e59b93342e873ae1c6173 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ORCID | 0000-0001-5169-8638 |
| PQID | 1835846053 |
| PQPubID | 85476 |
| PageCount | 5 |
| ParticipantIDs | ieee_primary_7533434 crossref_primary_10_1109_TAP_2016_2598199 proquest_journals_1835846053 crossref_citationtrail_10_1109_TAP_2016_2598199 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2016-Nov. 2016-11-00 20161101 |
| PublicationDateYYYYMMDD | 2016-11-01 |
| PublicationDate_xml | – month: 11 year: 2016 text: 2016-Nov. |
| PublicationDecade | 2010 |
| PublicationPlace | New York |
| PublicationPlace_xml | – name: New York |
| PublicationTitle | IEEE transactions on antennas and propagation |
| PublicationTitleAbbrev | TAP |
| PublicationYear | 2016 |
| Publisher | IEEE The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher_xml | – name: IEEE – name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| References | ref13 corradini (ref12) 2011 ref11 hall (ref8) 2006 ref10 ref2 ref1 ref7 ref9 ref4 ref3 ref6 ref5 |
| References_xml | – ident: ref6 doi: 10.1016/j.dcan.2015.02.006 – ident: ref1 doi: 10.1109/MAP.2007.4293935 – ident: ref11 doi: 10.1109/TASSP.1978.1163055 – ident: ref9 doi: 10.1109/TAP.2010.2096184 – start-page: 82 year: 2011 ident: ref12 article-title: Dynamic time warping for off-line recognition of a small gesture vocabulary publication-title: Proc IEEE ICCV Workshop Recogn Anal Tracking Face Gestures in Real-Time Syst – ident: ref10 doi: 10.1007/978-3-540-74048-3 – ident: ref7 doi: 10.1049/el:20040386 – year: 2006 ident: ref8 publication-title: Antennas and Propagation for Body-Centric Wireless Communications – ident: ref2 doi: 10.1109/MCOM.2009.5350373 – ident: ref5 doi: 10.1109/TAP.2014.2342751 – ident: ref13 doi: 10.1109/TAES.2010.5545175 – ident: ref4 doi: 10.1109/TITB.2011.2118763 – ident: ref3 doi: 10.1109/MAP.2013.6735479 |
| SSID | ssj0014844 |
| Score | 2.3600142 |
| Snippet | The characteristics of a nonline-of-sight on-body creeping wave are utilized to classify human motion activities. Creeping wave propagation around the torso of... |
| SourceID | proquest crossref ieee |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 4901 |
| SubjectTerms | Algorithms Antenna measurements Antennas Body area networks Creeping wave dynamic time warping (DTW) algorithm Heuristic algorithms human activity classification Human activity recognition on-body electromagnetic (EM) wave propagation Pattern recognition Propagation Signal classification Time measurement Torso Warping Wave propagation Wireless communication |
| Title | Human Activity Classification Based on Dynamic Time Warping of an On-Body Creeping Wave Signal |
| URI | https://ieeexplore.ieee.org/document/7533434 https://www.proquest.com/docview/1835846053 |
| Volume | 64 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT8JAEJ4AJz34QiOKZg9eTCz03e4RVEJMUBMhcLLZbqfGaKhB8OCvd3a3oFFjTHrYNjvtttOd_WbnBXDixb6XO3ZmcdtNLT-QJAdjW1hOTppYykUa6bi1wXXYH_lXk2BSgbNVLAwiauczbKmmtuVnhVyorbJ2pOJGPb8KVVLcTKzWymLgx77JuOzQBHbDydIkafP2sHOrfLjCFkH92GR5_VyCdE2VH4JYry69TRgsx2WcSp5ai3naku_fUjb-d-BbsFHCTNYx_8U2VHC6A-tfkg_W4V7v37OONPUjmC6PqRyHNK9Yl5a3jFHjwtSsZypYhI3FTAVYsSJnRHsztbpFRqQzRH15LN6Q3T0-0LN3YdS7HJ73rbLagiVd7sytUAqa4KpeFY9VFjdpB26UOY7kqcgCl4s8IjDgRogBpyPl9EouxpEn0JGEg7w9qE2LKe4DI9hgK_Mq6W6ZT3gtRunkSMBU5kin2ID2kgGJLFORq4oYz4lWSWyeEMsSxbKkZFkDTlcULyYNxx9964oDq37lx29Ac8njpJynrwkJNIXASBId_E51CGvq3ib6sAm1-WyBRwRD5umx_v8-ADL01aA |
| linkProvider | IEEE |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT8JAEJ4gHtSDLzSiqHvwYmKh73aPoBJUQBMhcrJpt1NjNGAQPPjrnd0taNQYkx62zU667ezj2535ZgCOnNB1MstMDW7aieF6gubB0IwNK6OdWMLjJFC8tU7Xb_Xdy4E3KMDJnAuDiMr5DKuyqGz56UhM5VFZLZC8UcddgEVPknE1W2tuM3BDV8dctmgI2_5gZpQ0ea1Xv5FeXH6VwH6o47x-LkIqq8qPqVitL8016Mxapt1KnqrTSVIV79-CNv636euwmgNNVtc9YwMKONyElS_hB0twr07wWV3oDBJMJciUrkNKW6xBC1zKqHCms9YzSRdhd_FYUqzYKGMkez00GqOURMeI6vFd_Ibs9vGB3r0F_eZ577Rl5PkWDGFza2L4IqYhLjNW8VDGcROmZwepZQmexKln8zgLCA7YAaLH6Uo4fZKNYeDEaAlCQs42FIejIe4AI-BgSgMr7d5SlxBbiMLKkKCpyJBusQy1mQIikQcjlzkxniO1KTF5RCqLpMqiXGVlOJ5LvOhAHH_ULUkNzOvlP78MlZmOo3ykvkY0pUkMRnPR7u9Sh7DU6nXaUfuie7UHy_I9motYgeJkPMV9AiWT5ED1xQ-CRtjo |
| 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=Human+Activity+Classification+Based+on+Dynamic+Time+Warping+of+an+On-Body+Creeping+Wave+Signal&rft.jtitle=IEEE+transactions+on+antennas+and+propagation&rft.au=Yang+Li&rft.au=Dong+Xue&rft.au=Forrister%2C+Erik&rft.au=Lee%2C+George&rft.date=2016-11-01&rft.pub=IEEE&rft.issn=0018-926X&rft.volume=64&rft.issue=11&rft.spage=4901&rft.epage=4905&rft_id=info:doi/10.1109%2FTAP.2016.2598199&rft.externalDocID=7533434 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0018-926X&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0018-926X&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0018-926X&client=summon |