The adaptation of GDL motion recognition system to sport and rehabilitation techniques analysis
Identifieur interne : 004190 ( Ncbi/Checkpoint ); précédent : 004189; suivant : 004191The adaptation of GDL motion recognition system to sport and rehabilitation techniques analysis
Auteurs : Tomasz Hachaj [Pologne] ; Marek R. Ogiela [Pologne]Source :
- Journal of Medical Systems [ 0148-5598 ] ; 2016.
Abstract
The main novelty of this paper is presenting the adaptation of Gesture Description Language (GDL) methodology to sport and rehabilitation data analysis and classification. In this paper we showed that Lua language can be successfully used for adaptation of the GDL classifier to those tasks. The newly applied scripting language allows easily extension and integration of classifier with other software technologies and applications. The obtained execution speed allows using the methodology in the real-time motion capture data processing where capturing frequency differs from 100 Hz to even 500 Hz depending on number of features or classes to be calculated and recognized. Due to this fact the proposed methodology can be used to the high-end motion capture system. We anticipate that using novel, efficient and effective method will highly help both sport trainers and physiotherapist in they practice. The proposed approach can be directly applied to motion capture data kinematics analysis (evaluation of motion without regard to the forces that cause that motion). The ability to apply pattern recognition methods for GDL description can be utilized in virtual reality environment and used for sport training or rehabilitation treatment.
Url:
DOI: 10.1007/s10916-016-0493-6
PubMed: 27106581
PubMed Central: 4841835
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Pmc, to step Corpus: 000829
- to stream Pmc, to step Curation: 000829
- to stream Pmc, to step Checkpoint: 000024
- to stream Ncbi, to step Merge: 004190
- to stream Ncbi, to step Curation: 004190
Links to Exploration step
PMC:4841835Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">The adaptation of GDL motion recognition system to sport and rehabilitation techniques analysis</title>
<author><name sortKey="Hachaj, Tomasz" sort="Hachaj, Tomasz" uniqKey="Hachaj T" first="Tomasz" last="Hachaj">Tomasz Hachaj</name>
<affiliation wicri:level="1"><nlm:aff id="Aff1">Institute of Computer Science and Computer Methods, Pedagogical University of Krakow, 2 Podchorazych Ave, 30-084 Krakow, Poland</nlm:aff>
<country xml:lang="fr">Pologne</country>
<wicri:regionArea>Institute of Computer Science and Computer Methods, Pedagogical University of Krakow, 2 Podchorazych Ave, 30-084 Krakow</wicri:regionArea>
<wicri:noRegion>30-084 Krakow</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Ogiela, Marek R" sort="Ogiela, Marek R" uniqKey="Ogiela M" first="Marek R." last="Ogiela">Marek R. Ogiela</name>
<affiliation wicri:level="1"><nlm:aff id="Aff2">Cryptography and Cognitive Informatics Research Group, AGH University of Science and Technology, 30 Mickiewicza Ave, 30-059 Krakow, Poland</nlm:aff>
<country xml:lang="fr">Pologne</country>
<wicri:regionArea>Cryptography and Cognitive Informatics Research Group, AGH University of Science and Technology, 30 Mickiewicza Ave, 30-059 Krakow</wicri:regionArea>
<wicri:noRegion>30-059 Krakow</wicri:noRegion>
</affiliation>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">PMC</idno>
<idno type="pmid">27106581</idno>
<idno type="pmc">4841835</idno>
<idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4841835</idno>
<idno type="RBID">PMC:4841835</idno>
<idno type="doi">10.1007/s10916-016-0493-6</idno>
<date when="2016">2016</date>
<idno type="wicri:Area/Pmc/Corpus">000829</idno>
<idno type="wicri:Area/Pmc/Curation">000829</idno>
<idno type="wicri:Area/Pmc/Checkpoint">000024</idno>
<idno type="wicri:Area/Ncbi/Merge">004190</idno>
<idno type="wicri:Area/Ncbi/Curation">004190</idno>
<idno type="wicri:Area/Ncbi/Checkpoint">004190</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">The adaptation of GDL motion recognition system to sport and rehabilitation techniques analysis</title>
<author><name sortKey="Hachaj, Tomasz" sort="Hachaj, Tomasz" uniqKey="Hachaj T" first="Tomasz" last="Hachaj">Tomasz Hachaj</name>
<affiliation wicri:level="1"><nlm:aff id="Aff1">Institute of Computer Science and Computer Methods, Pedagogical University of Krakow, 2 Podchorazych Ave, 30-084 Krakow, Poland</nlm:aff>
<country xml:lang="fr">Pologne</country>
<wicri:regionArea>Institute of Computer Science and Computer Methods, Pedagogical University of Krakow, 2 Podchorazych Ave, 30-084 Krakow</wicri:regionArea>
<wicri:noRegion>30-084 Krakow</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Ogiela, Marek R" sort="Ogiela, Marek R" uniqKey="Ogiela M" first="Marek R." last="Ogiela">Marek R. Ogiela</name>
<affiliation wicri:level="1"><nlm:aff id="Aff2">Cryptography and Cognitive Informatics Research Group, AGH University of Science and Technology, 30 Mickiewicza Ave, 30-059 Krakow, Poland</nlm:aff>
<country xml:lang="fr">Pologne</country>
<wicri:regionArea>Cryptography and Cognitive Informatics Research Group, AGH University of Science and Technology, 30 Mickiewicza Ave, 30-059 Krakow</wicri:regionArea>
<wicri:noRegion>30-059 Krakow</wicri:noRegion>
</affiliation>
</author>
</analytic>
<series><title level="j">Journal of Medical Systems</title>
<idno type="ISSN">0148-5598</idno>
<idno type="eISSN">1573-689X</idno>
<imprint><date when="2016">2016</date>
</imprint>
</series>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc><textClass></textClass>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en"><p>The main novelty of this paper is presenting the adaptation of Gesture Description Language (GDL) methodology to sport and rehabilitation data analysis and classification. In this paper we showed that Lua language can be successfully used for adaptation of the GDL classifier to those tasks. The newly applied scripting language allows easily extension and integration of classifier with other software technologies and applications. The obtained execution speed allows using the methodology in the real-time motion capture data processing where capturing frequency differs from 100 Hz to even 500 Hz depending on number of features or classes to be calculated and recognized. Due to this fact the proposed methodology can be used to the high-end motion capture system. We anticipate that using novel, efficient and effective method will highly help both sport trainers and physiotherapist in they practice. The proposed approach can be directly applied to motion capture data kinematics analysis (evaluation of motion without regard to the forces that cause that motion). The ability to apply pattern recognition methods for GDL description can be utilized in virtual reality environment and used for sport training or rehabilitation treatment.</p>
</div>
</front>
<back><div1 type="bibliography"><listBibl><biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Zhang, Q" uniqKey="Zhang Q">Q Zhang</name>
</author>
<author><name sortKey="Song, X" uniqKey="Song X">X Song</name>
</author>
<author><name sortKey="Shibasaki, R" uniqKey="Shibasaki R">R Shibasaki</name>
</author>
<author><name sortKey="Zhao, H" uniqKey="Zhao H">H Zhao</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Schwarz, La" uniqKey="Schwarz L">LA Schwarz</name>
</author>
<author><name sortKey="Mkhitaryan, A" uniqKey="Mkhitaryan A">A Mkhitaryan</name>
</author>
<author><name sortKey="Mateus, D" uniqKey="Mateus D">D Mateus</name>
</author>
<author><name sortKey="Navab, N" uniqKey="Navab N">N Navab</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gupta, S" uniqKey="Gupta S">S Gupta</name>
</author>
<author><name sortKey="Jaafar, J" uniqKey="Jaafar J">J Jaafar</name>
</author>
<author><name sortKey="Fatimah, W" uniqKey="Fatimah W">W Fatimah</name>
</author>
<author><name sortKey="Ahmad, W" uniqKey="Ahmad W">W Ahmad</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Miranda, L" uniqKey="Miranda L">L Miranda</name>
</author>
<author><name sortKey="Vieira, T" uniqKey="Vieira T">T Vieira</name>
</author>
<author><name sortKey="Martinez, D" uniqKey="Martinez D">D Martinez</name>
</author>
<author><name sortKey="Lewiner, T" uniqKey="Lewiner T">T Lewiner</name>
</author>
<author><name sortKey="Vieira, Aw" uniqKey="Vieira A">AW Vieira</name>
</author>
<author><name sortKey="Campos, Mfm" uniqKey="Campos M">MFM Campos</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Li, Z" uniqKey="Li Z">Z Li</name>
</author>
<author><name sortKey="Wei, Z" uniqKey="Wei Z">Z Wei</name>
</author>
<author><name sortKey="Yue, Y" uniqKey="Yue Y">Y Yue</name>
</author>
<author><name sortKey="Wang, H" uniqKey="Wang H">H Wang</name>
</author>
<author><name sortKey="Jia, W" uniqKey="Jia W">W Jia</name>
</author>
<author><name sortKey="Burke, Le" uniqKey="Burke L">LE Burke</name>
</author>
<author><name sortKey="Baranowski, T" uniqKey="Baranowski T">T Baranowski</name>
</author>
<author><name sortKey="Sun, M" uniqKey="Sun M">M Sun</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Rajanna, V" uniqKey="Rajanna V">V Rajanna</name>
</author>
<author><name sortKey="Vo, P" uniqKey="Vo P">P Vo</name>
</author>
<author><name sortKey="Barth, J" uniqKey="Barth J">J Barth</name>
</author>
<author><name sortKey="Mjelde, M" uniqKey="Mjelde M">M Mjelde</name>
</author>
<author><name sortKey="Grey, T" uniqKey="Grey T">T Grey</name>
</author>
<author><name sortKey="Oduola, C" uniqKey="Oduola C">C Oduola</name>
</author>
<author><name sortKey="Hammond, T" uniqKey="Hammond T">T Hammond</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Cholewa, M" uniqKey="Cholewa M">M Cholewa</name>
</author>
<author><name sortKey="Glomb, P" uniqKey="Glomb P">P Głomb</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kang, J" uniqKey="Kang J">J Kang</name>
</author>
<author><name sortKey="Zhong, K" uniqKey="Zhong K">K Zhong</name>
</author>
<author><name sortKey="Qin, S" uniqKey="Qin S">S Qin</name>
</author>
<author><name sortKey="Wang, H" uniqKey="Wang H">H Wang</name>
</author>
<author><name sortKey="Wright, D" uniqKey="Wright D">D Wright</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="L Pez Mendez, A" uniqKey="L Pez Mendez A">A López-Méndez</name>
</author>
<author><name sortKey="Casas, Jr" uniqKey="Casas J">JR Casas</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Zhu, F" uniqKey="Zhu F">F Zhu</name>
</author>
<author><name sortKey="Shao, L" uniqKey="Shao L">L Shao</name>
</author>
<author><name sortKey="Lin, M" uniqKey="Lin M">M Lin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gamage, N" uniqKey="Gamage N">N Gamage</name>
</author>
<author><name sortKey="Chow Kuang, Y" uniqKey="Chow Kuang Y">Y Chow Kuang</name>
</author>
<author><name sortKey="Akmeliawati, R" uniqKey="Akmeliawati R">R Akmeliawati</name>
</author>
<author><name sortKey="Demidenko, S" uniqKey="Demidenko S">S Demidenko</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Glowacz, A" uniqKey="Glowacz A">A Glowacz</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Du, Y" uniqKey="Du Y">Y Du</name>
</author>
<author><name sortKey="Chen, F" uniqKey="Chen F">F Chen</name>
</author>
<author><name sortKey="Xu, W" uniqKey="Xu W">W Xu</name>
</author>
<author><name sortKey="Zhang, W" uniqKey="Zhang W">W Zhang</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Suma, Ea" uniqKey="Suma E">EA Suma</name>
</author>
<author><name sortKey="Krum, Dm" uniqKey="Krum D">DM Krum</name>
</author>
<author><name sortKey="Lange, B" uniqKey="Lange B">B Lange</name>
</author>
<author><name sortKey="Koenig, S" uniqKey="Koenig S">S Koenig</name>
</author>
<author><name sortKey="Rizzo, A" uniqKey="Rizzo A">A Rizzo</name>
</author>
<author><name sortKey="Bolas, M" uniqKey="Bolas M">M Bolas</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bickerstaffe, A" uniqKey="Bickerstaffe A">A Bickerstaffe</name>
</author>
<author><name sortKey="Lane, A" uniqKey="Lane A">A Lane</name>
</author>
<author><name sortKey="Meyer, B" uniqKey="Meyer B">B Meyer</name>
</author>
<author><name sortKey="Marriott, K" uniqKey="Marriott K">K Marriott</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hachaj, T" uniqKey="Hachaj T">T Hachaj</name>
</author>
<author><name sortKey="Ogiela, Mr" uniqKey="Ogiela M">MR Ogiela</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Hachaj, T" uniqKey="Hachaj T">T Hachaj</name>
</author>
<author><name sortKey="Ogiela, Mr" uniqKey="Ogiela M">MR Ogiela</name>
</author>
<author><name sortKey="Piekarczyk, M" uniqKey="Piekarczyk M">M Piekarczyk</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hachaj, T" uniqKey="Hachaj T">T Hachaj</name>
</author>
<author><name sortKey="Ogiela, Mr" uniqKey="Ogiela M">MR Ogiela</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hachaj, T" uniqKey="Hachaj T">T Hachaj</name>
</author>
<author><name sortKey="Ogiela, Mr" uniqKey="Ogiela M">MR Ogiela</name>
</author>
<author><name sortKey="Koptyra, K" uniqKey="Koptyra K">K Koptyra</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hachaj, T" uniqKey="Hachaj T">T Hachaj</name>
</author>
<author><name sortKey="Baraniewicz, D" uniqKey="Baraniewicz D">D Baraniewicz</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Palacios Navarro, G" uniqKey="Palacios Navarro G">G Palacios-Navarro</name>
</author>
<author><name sortKey="Garcia Magari O, I" uniqKey="Garcia Magari O I">I García-Magariño</name>
</author>
<author><name sortKey="Ramos Lorente, P" uniqKey="Ramos Lorente P">P Ramos-Lorente</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="De La Torre Diez, I" uniqKey="De La Torre Diez I">I De la Torre-Díez</name>
</author>
<author><name sortKey="Ant N Rodriguez, M" uniqKey="Ant N Rodriguez M">M Antón-Rodríguez</name>
</author>
<author><name sortKey="Diaz Pernas, Fj" uniqKey="Diaz Pernas F">FJ Díaz-Pernas</name>
</author>
<author><name sortKey="Perozo Rond N, Fj" uniqKey="Perozo Rond N F">FJ Perozo-Rondón</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hauser, Jr" uniqKey="Hauser J">JR Hauser</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Cacho, N" uniqKey="Cacho N">N Cacho</name>
</author>
<author><name sortKey="Batista, T" uniqKey="Batista T">T Batista</name>
</author>
<author><name sortKey="Fernandes, F" uniqKey="Fernandes F">F Fernandes</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Maia, R" uniqKey="Maia R">R Maia</name>
</author>
<author><name sortKey="Cerqueira, R" uniqKey="Cerqueira R">R Cerqueira</name>
</author>
<author><name sortKey="Sieckenius De Souza, C" uniqKey="Sieckenius De Souza C">C Sieckenius de Souza</name>
</author>
<author><name sortKey="Guisasola Gorham, T" uniqKey="Guisasola Gorham T">T Guisasola-Gorham</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Soares, Lfg" uniqKey="Soares L">LFG Soares</name>
</author>
<author><name sortKey="Rodrigues, Rf" uniqKey="Rodrigues R">RF Rodrigues</name>
</author>
<author><name sortKey="Cerqueira, R" uniqKey="Cerqueira R">R Cerqueira</name>
</author>
<author><name sortKey="Barbosa, Sdj" uniqKey="Barbosa S">SDJ Barbosa</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Lin, C" uniqKey="Lin C">C Lin</name>
</author>
<author><name sortKey="Song, Z" uniqKey="Song Z">Z Song</name>
</author>
<author><name sortKey="Song, H" uniqKey="Song H">H Song</name>
</author>
<author><name sortKey="Zhou, Y" uniqKey="Zhou Y">Y Zhou</name>
</author>
<author><name sortKey="Wang, Y" uniqKey="Wang Y">Y Wang</name>
</author>
<author><name sortKey="Wu, G" uniqKey="Wu G">G Wu</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ullah, S" uniqKey="Ullah S">S Ullah</name>
</author>
<author><name sortKey="Higgins, H" uniqKey="Higgins H">H Higgins</name>
</author>
<author><name sortKey="Braem, B" uniqKey="Braem B">B Braem</name>
</author>
<author><name sortKey="Latre, B" uniqKey="Latre B">B Latre</name>
</author>
<author><name sortKey="Blondia, C" uniqKey="Blondia C">C Blondia</name>
</author>
<author><name sortKey="Moerman, I" uniqKey="Moerman I">I Moerman</name>
</author>
<author><name sortKey="Saleem, S" uniqKey="Saleem S">S Saleem</name>
</author>
<author><name sortKey="Rahman, Z" uniqKey="Rahman Z">Z Rahman</name>
</author>
<author><name sortKey="Kwak, Ks" uniqKey="Kwak K">KS Kwak</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Hachaj, T" uniqKey="Hachaj T">T Hachaj</name>
</author>
<author><name sortKey="Ogiela, Mr" uniqKey="Ogiela M">MR Ogiela</name>
</author>
</analytic>
</biblStruct>
</listBibl>
</div1>
</back>
</TEI>
<affiliations><list><country><li>Pologne</li>
</country>
</list>
<tree><country name="Pologne"><noRegion><name sortKey="Hachaj, Tomasz" sort="Hachaj, Tomasz" uniqKey="Hachaj T" first="Tomasz" last="Hachaj">Tomasz Hachaj</name>
</noRegion>
<name sortKey="Ogiela, Marek R" sort="Ogiela, Marek R" uniqKey="Ogiela M" first="Marek R." last="Ogiela">Marek R. Ogiela</name>
</country>
</tree>
</affiliations>
</record>
Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/HapticV1/Data/Ncbi/Checkpoint
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 004190 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Ncbi/Checkpoint/biblio.hfd -nk 004190 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien |wiki= Ticri/CIDE |area= HapticV1 |flux= Ncbi |étape= Checkpoint |type= RBID |clé= PMC:4841835 |texte= The adaptation of GDL motion recognition system to sport and rehabilitation techniques analysis }}
Pour générer des pages wiki
HfdIndexSelect -h $EXPLOR_AREA/Data/Ncbi/Checkpoint/RBID.i -Sk "pubmed:27106581" \ | HfdSelect -Kh $EXPLOR_AREA/Data/Ncbi/Checkpoint/biblio.hfd \ | NlmPubMed2Wicri -a HapticV1
This area was generated with Dilib version V0.6.23. |