Convolutional Neural Network for Drowsiness Detection Using EEG Signals
Identifieur interne : 000800 ( Main/Exploration ); précédent : 000799; suivant : 000801Convolutional Neural Network for Drowsiness Detection Using EEG Signals
Auteurs : Siwar Chaabene [Tunisie] ; Bassem Bouaziz [Tunisie] ; Amal Boudaya [Tunisie] ; Anita Hökelmann ; Achraf Ammar [France] ; Lotfi ChaariSource :
- Sensors (Basel, Switzerland) [ 1424-8220 ] ; 2021.
Descripteurs français
- KwdFr :
- MESH :
English descriptors
- KwdEn :
- MESH :
Abstract
Drowsiness detection (DD) has become a relevant area of active research in biomedical signal processing. Recently, various deep learning (DL) researches based on the EEG signals have been proposed to detect fatigue conditions. The research presented in this paper proposes an EEG classification system for DD based on DL networks. However, the proposed DD system is mainly realized into two procedures; (i) data acquisition and (ii) model analysis. For the data acquisition procedure, two key steps are considered, which are the signal collection using a wearable
Url:
DOI: 10.3390/s21051734
PubMed: 33802357
PubMed Central: 7959292
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Pmc, to step Corpus: 000284
- to stream Pmc, to step Curation: 000283
- to stream Pmc, to step Checkpoint: 000018
- to stream PubMed, to step Corpus: 000024
- to stream PubMed, to step Curation: 000024
- to stream PubMed, to step Checkpoint: 000058
- to stream Main, to step Merge: 000800
- to stream Main, to step Curation: 000800
Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Convolutional Neural Network for Drowsiness Detection Using EEG Signals</title><author><name sortKey="Chaabene, Siwar" sort="Chaabene, Siwar" uniqKey="Chaabene S" first="Siwar" last="Chaabene">Siwar Chaabene</name><affiliation><nlm:aff id="af1-sensors-21-01734">Multimedia InfoRmation Systems and Advanced Computing Laboratory (MIRACL), University of Sfax, Sfax 3021, Tunisia;<email>siwarchaabene@gmail.com</email> (S.C.);<email>Bassem.Bouaziz@isims.usf.tn</email> (B.B.);<email>amalboudaya71@gmail.com</email> (A.B.)</nlm:aff></affiliation><affiliation wicri:level="1"><nlm:aff id="af2-sensors-21-01734">Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021, Tunisia</nlm:aff><country xml:lang="fr">Tunisie</country><wicri:regionArea>Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021</wicri:regionArea></affiliation></author><author><name sortKey="Bouaziz, Bassem" sort="Bouaziz, Bassem" uniqKey="Bouaziz B" first="Bassem" last="Bouaziz">Bassem Bouaziz</name><affiliation><nlm:aff id="af1-sensors-21-01734">Multimedia InfoRmation Systems and Advanced Computing Laboratory (MIRACL), University of Sfax, Sfax 3021, Tunisia;<email>siwarchaabene@gmail.com</email> (S.C.);<email>Bassem.Bouaziz@isims.usf.tn</email> (B.B.);<email>amalboudaya71@gmail.com</email> (A.B.)</nlm:aff></affiliation><affiliation wicri:level="1"><nlm:aff id="af2-sensors-21-01734">Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021, Tunisia</nlm:aff><country xml:lang="fr">Tunisie</country><wicri:regionArea>Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021</wicri:regionArea></affiliation></author><author><name sortKey="Boudaya, Amal" sort="Boudaya, Amal" uniqKey="Boudaya A" first="Amal" last="Boudaya">Amal Boudaya</name><affiliation><nlm:aff id="af1-sensors-21-01734">Multimedia InfoRmation Systems and Advanced Computing Laboratory (MIRACL), University of Sfax, Sfax 3021, Tunisia;<email>siwarchaabene@gmail.com</email> (S.C.);<email>Bassem.Bouaziz@isims.usf.tn</email> (B.B.);<email>amalboudaya71@gmail.com</email> (A.B.)</nlm:aff></affiliation><affiliation wicri:level="1"><nlm:aff id="af2-sensors-21-01734">Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021, Tunisia</nlm:aff><country xml:lang="fr">Tunisie</country><wicri:regionArea>Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021</wicri:regionArea></affiliation></author><author><name sortKey="Hokelmann, Anita" sort="Hokelmann, Anita" uniqKey="Hokelmann A" first="Anita" last="Hökelmann">Anita Hökelmann</name><affiliation><nlm:aff id="af3-sensors-21-01734">Institute of Sport Science, Otto-von-Guericke University Magdeburg, 39104 Magdeburg, Germany;<email>anita.hoekelmann@ovgu.de</email></nlm:aff></affiliation></author><author><name sortKey="Ammar, Achraf" sort="Ammar, Achraf" uniqKey="Ammar A" first="Achraf" last="Ammar">Achraf Ammar</name><affiliation><nlm:aff id="af3-sensors-21-01734">Institute of Sport Science, Otto-von-Guericke University Magdeburg, 39104 Magdeburg, Germany;<email>anita.hoekelmann@ovgu.de</email></nlm:aff></affiliation><affiliation wicri:level="1"><nlm:aff id="af4-sensors-21-01734">Interdisciplinary Laboratory in Neurosciences, Physiology and Psychology: Physical Activity, Health and Learning (LINP2), UFR STAPS, UPL, Paris Nanterre University, 92000 Nanterre, France</nlm:aff><country xml:lang="fr">France</country><wicri:regionArea>Interdisciplinary Laboratory in Neurosciences, Physiology and Psychology: Physical Activity, Health and Learning (LINP2), UFR STAPS, UPL, Paris Nanterre University, 92000 Nanterre</wicri:regionArea></affiliation></author><author><name sortKey="Chaari, Lotfi" sort="Chaari, Lotfi" uniqKey="Chaari L" first="Lotfi" last="Chaari">Lotfi Chaari</name><affiliation><nlm:aff id="af5-sensors-21-01734">IRIT-ENSEEIHT, University of Toulouse, 31013 Toulouse, France;<email>lotfi.chaari@toulouse-inp.fr</email></nlm:aff></affiliation></author></titleStmt><publicationStmt><idno type="wicri:source">PMC</idno><idno type="pmid">33802357</idno><idno type="pmc">7959292</idno><idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7959292</idno><idno type="RBID">PMC:7959292</idno><idno type="doi">10.3390/s21051734</idno><date when="2021">2021</date><idno type="wicri:Area/Pmc/Corpus">000284</idno><idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Corpus" wicri:corpus="PMC">000284</idno><idno type="wicri:Area/Pmc/Curation">000283</idno><idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Curation">000283</idno><idno type="wicri:Area/Pmc/Checkpoint">000018</idno><idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Checkpoint">000018</idno><idno type="wicri:source">PubMed</idno><idno type="RBID">pubmed:33802357</idno><idno type="wicri:Area/PubMed/Corpus">000024</idno><idno type="wicri:explorRef" wicri:stream="PubMed" wicri:step="Corpus" wicri:corpus="PubMed">000024</idno><idno type="wicri:Area/PubMed/Curation">000024</idno><idno type="wicri:explorRef" wicri:stream="PubMed" wicri:step="Curation">000024</idno><idno type="wicri:Area/PubMed/Checkpoint">000058</idno><idno type="wicri:explorRef" wicri:stream="Checkpoint" wicri:step="PubMed">000058</idno><idno type="wicri:Area/Main/Merge">000800</idno><idno type="wicri:Area/Main/Curation">000800</idno><idno type="wicri:Area/Main/Exploration">000800</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">Convolutional Neural Network for Drowsiness Detection Using EEG Signals</title><author><name sortKey="Chaabene, Siwar" sort="Chaabene, Siwar" uniqKey="Chaabene S" first="Siwar" last="Chaabene">Siwar Chaabene</name><affiliation><nlm:aff id="af1-sensors-21-01734">Multimedia InfoRmation Systems and Advanced Computing Laboratory (MIRACL), University of Sfax, Sfax 3021, Tunisia;<email>siwarchaabene@gmail.com</email> (S.C.);<email>Bassem.Bouaziz@isims.usf.tn</email> (B.B.);<email>amalboudaya71@gmail.com</email> (A.B.)</nlm:aff></affiliation><affiliation wicri:level="1"><nlm:aff id="af2-sensors-21-01734">Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021, Tunisia</nlm:aff><country xml:lang="fr">Tunisie</country><wicri:regionArea>Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021</wicri:regionArea></affiliation></author><author><name sortKey="Bouaziz, Bassem" sort="Bouaziz, Bassem" uniqKey="Bouaziz B" first="Bassem" last="Bouaziz">Bassem Bouaziz</name><affiliation><nlm:aff id="af1-sensors-21-01734">Multimedia InfoRmation Systems and Advanced Computing Laboratory (MIRACL), University of Sfax, Sfax 3021, Tunisia;<email>siwarchaabene@gmail.com</email> (S.C.);<email>Bassem.Bouaziz@isims.usf.tn</email> (B.B.);<email>amalboudaya71@gmail.com</email> (A.B.)</nlm:aff></affiliation><affiliation wicri:level="1"><nlm:aff id="af2-sensors-21-01734">Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021, Tunisia</nlm:aff><country xml:lang="fr">Tunisie</country><wicri:regionArea>Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021</wicri:regionArea></affiliation></author><author><name sortKey="Boudaya, Amal" sort="Boudaya, Amal" uniqKey="Boudaya A" first="Amal" last="Boudaya">Amal Boudaya</name><affiliation><nlm:aff id="af1-sensors-21-01734">Multimedia InfoRmation Systems and Advanced Computing Laboratory (MIRACL), University of Sfax, Sfax 3021, Tunisia;<email>siwarchaabene@gmail.com</email> (S.C.);<email>Bassem.Bouaziz@isims.usf.tn</email> (B.B.);<email>amalboudaya71@gmail.com</email> (A.B.)</nlm:aff></affiliation><affiliation wicri:level="1"><nlm:aff id="af2-sensors-21-01734">Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021, Tunisia</nlm:aff><country xml:lang="fr">Tunisie</country><wicri:regionArea>Digital Research Center of Sfax, B.P. 275, Sakiet Ezzit, Sfax 3021</wicri:regionArea></affiliation></author><author><name sortKey="Hokelmann, Anita" sort="Hokelmann, Anita" uniqKey="Hokelmann A" first="Anita" last="Hökelmann">Anita Hökelmann</name><affiliation><nlm:aff id="af3-sensors-21-01734">Institute of Sport Science, Otto-von-Guericke University Magdeburg, 39104 Magdeburg, Germany;<email>anita.hoekelmann@ovgu.de</email></nlm:aff></affiliation></author><author><name sortKey="Ammar, Achraf" sort="Ammar, Achraf" uniqKey="Ammar A" first="Achraf" last="Ammar">Achraf Ammar</name><affiliation><nlm:aff id="af3-sensors-21-01734">Institute of Sport Science, Otto-von-Guericke University Magdeburg, 39104 Magdeburg, Germany;<email>anita.hoekelmann@ovgu.de</email></nlm:aff></affiliation><affiliation wicri:level="1"><nlm:aff id="af4-sensors-21-01734">Interdisciplinary Laboratory in Neurosciences, Physiology and Psychology: Physical Activity, Health and Learning (LINP2), UFR STAPS, UPL, Paris Nanterre University, 92000 Nanterre, France</nlm:aff><country xml:lang="fr">France</country><wicri:regionArea>Interdisciplinary Laboratory in Neurosciences, Physiology and Psychology: Physical Activity, Health and Learning (LINP2), UFR STAPS, UPL, Paris Nanterre University, 92000 Nanterre</wicri:regionArea></affiliation></author><author><name sortKey="Chaari, Lotfi" sort="Chaari, Lotfi" uniqKey="Chaari L" first="Lotfi" last="Chaari">Lotfi Chaari</name><affiliation><nlm:aff id="af5-sensors-21-01734">IRIT-ENSEEIHT, University of Toulouse, 31013 Toulouse, France;<email>lotfi.chaari@toulouse-inp.fr</email></nlm:aff></affiliation></author></analytic><series><title level="j">Sensors (Basel, Switzerland)</title><idno type="eISSN">1424-8220</idno><imprint><date when="2021">2021</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Electroencephalography (MeSH)</term><term>Neural Networks, Computer (MeSH)</term><term>Signal Processing, Computer-Assisted (MeSH)</term><term>Wakefulness (MeSH)</term></keywords><keywords scheme="KwdFr" xml:lang="fr"><term>Traitement du signal assisté par ordinateur (MeSH)</term><term>Vigilance (MeSH)</term><term>Électroencéphalographie (MeSH)</term></keywords><keywords scheme="MESH" xml:lang="en"><term>Electroencephalography</term><term>Neural Networks, Computer</term><term>Signal Processing, Computer-Assisted</term><term>Wakefulness</term></keywords><keywords scheme="MESH" xml:lang="fr"><term>Traitement du signal assisté par ordinateur</term><term>Vigilance</term><term>Électroencéphalographie</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en"><p>Drowsiness detection (DD) has become a relevant area of active research in biomedical signal processing. Recently, various deep learning (DL) researches based on the EEG signals have been proposed to detect fatigue conditions. The research presented in this paper proposes an EEG classification system for DD based on DL networks. However, the proposed DD system is mainly realized into two procedures; (i) data acquisition and (ii) model analysis. For the data acquisition procedure, two key steps are considered, which are the signal collection using a wearable <italic>Emotiv EPOC<inline-formula><mml:math id="mm1"><mml:mrow><mml:msup><mml:mrow></mml:mrow><mml:mo>+</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula></italic> headset to record 14 channels of EEG, and the signal annotation. Furthermore, a data augmentation (DA) step has been added to the proposed system to overcome the problem of over-fitting and to improve accuracy. As regards the model analysis, a comparative study is also introduced in this paper to argue the choice of DL architecture and frameworks used in our DD system. In this sense, The proposed DD protocol makes use of a convolutional neural network (CNN) architecture implemented using the Keras library. The results showed a high accuracy value (90.42%) in drowsy/awake discrimination and revealed the efficiency of the proposed DD system compared to other research works.</p></div></front><back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Sahayadhas, A" uniqKey="Sahayadhas A">A. Sahayadhas</name></author><author><name sortKey="Sundaraj, K" uniqKey="Sundaraj K">K. Sundaraj</name></author><author><name sortKey="Murugappan, M" uniqKey="Murugappan M">M. Murugappan</name></author><author><name sortKey="Palaniappan, R" uniqKey="Palaniappan R">R. Palaniappan</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ghandour, A" uniqKey="Ghandour A">A. Ghandour</name></author><author><name sortKey="Hammoud, H" uniqKey="Hammoud H">H. Hammoud</name></author><author><name sortKey="Al Hajj, S" uniqKey="Al Hajj S">S. Al-Hajj</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Thomas, L" uniqKey="Thomas L">L. Thomas</name></author><author><name sortKey="Gast, C" uniqKey="Gast C">C. Gast</name></author><author><name sortKey="Grube, R" uniqKey="Grube R">R. Grube</name></author><author><name sortKey="Craig, K" uniqKey="Craig K">K. Craig</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Neri, D" uniqKey="Neri D">D. Neri</name></author><author><name sortKey="Shappell, S" uniqKey="Shappell S">S. Shappell</name></author><author><name sortKey="Dejohn, C" uniqKey="Dejohn C">C. DeJohn</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hu, J" uniqKey="Hu J">J. Hu</name></author><author><name sortKey="Wang, P" uniqKey="Wang P">P. Wang</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Choi, Y" uniqKey="Choi Y">Y. Choi</name></author><author><name sortKey="Kwon, N" uniqKey="Kwon N">N. Kwon</name></author><author><name sortKey="Lee, S" uniqKey="Lee S">S. Lee</name></author><author><name sortKey="Shin, Y" uniqKey="Shin Y">Y. Shin</name></author><author><name sortKey="Ryo, C" uniqKey="Ryo C">C. Ryo</name></author><author><name sortKey="Park, J" uniqKey="Park J">J. Park</name></author><author><name sortKey="Shin, D" uniqKey="Shin D">D. Shin</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Murugan, S" uniqKey="Murugan S">S. Murugan</name></author><author><name sortKey="Selvaraj, J" uniqKey="Selvaraj J">J. Selvaraj</name></author><author><name sortKey="Sahayadhas, A" uniqKey="Sahayadhas A">A. Sahayadhas</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chaari, L" uniqKey="Chaari L">L. Chaari</name></author><author><name sortKey="Golubnitschaja, O" uniqKey="Golubnitschaja O">O. Golubnitschaja</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gwak, J" uniqKey="Gwak J">J. Gwak</name></author><author><name sortKey="Hirao, A" uniqKey="Hirao A">A. Hirao</name></author><author><name sortKey="Shino, M" uniqKey="Shino M">M. Shino</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Houssaini, A" uniqKey="Houssaini A">A. Houssaini</name></author><author><name sortKey="Sabri, A" uniqKey="Sabri A">A. Sabri</name></author><author><name sortKey="Qjidaa, H" uniqKey="Qjidaa H">H. Qjidaa</name></author><author><name sortKey="Aarab, A" uniqKey="Aarab A">A. Aarab</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Boudaya, A" uniqKey="Boudaya A">A. Boudaya</name></author><author><name sortKey="Bouaziz, B" uniqKey="Bouaziz B">B. Bouaziz</name></author><author><name sortKey="Chaabene, S" uniqKey="Chaabene S">S. Chaabene</name></author><author><name sortKey="Chaari, L" uniqKey="Chaari L">L. Chaari</name></author><author><name sortKey="Ammar, A" uniqKey="Ammar A">A. Ammar</name></author><author><name sortKey="Hokelmann, A" uniqKey="Hokelmann A">A. Hökelmann</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Murugan, S" uniqKey="Murugan S">S. Murugan</name></author><author><name sortKey="Selvaraj, J" uniqKey="Selvaraj J">J. Selvaraj</name></author><author><name sortKey="Sahayadhas, A" uniqKey="Sahayadhas A">A. Sahayadhas</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zhang, L" uniqKey="Zhang L">L. Zhang</name></author><author><name sortKey="Liu, F" uniqKey="Liu F">F. Liu</name></author><author><name sortKey="Tang, J" uniqKey="Tang J">J. Tang</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Dinges, D" uniqKey="Dinges D">D. Dinges</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Stanley, P" uniqKey="Stanley P">P. Stanley</name></author><author><name sortKey="Prahash, T" uniqKey="Prahash T">T. Prahash</name></author><author><name sortKey="Lal, S" uniqKey="Lal S">S. Lal</name></author><author><name sortKey="Daniel, P" uniqKey="Daniel P">P. Daniel</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gromer, M" uniqKey="Gromer M">M. Gromer</name></author><author><name sortKey="Salb, D" uniqKey="Salb D">D. Salb</name></author><author><name sortKey="Walzer, T" uniqKey="Walzer T">T. Walzer</name></author><author><name sortKey="Madrid, N" uniqKey="Madrid N">N. Madrid</name></author><author><name sortKey="Seepold, R" uniqKey="Seepold R">R. Seepold</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Choi, H" uniqKey="Choi H">H. Choi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ahn, S" uniqKey="Ahn S">S. Ahn</name></author><author><name sortKey="Nguyen, T" uniqKey="Nguyen T">T. Nguyen</name></author><author><name sortKey="Jang, H" uniqKey="Jang H">H. Jang</name></author><author><name sortKey="Kim, J" uniqKey="Kim J">J. Kim</name></author><author><name sortKey="Jun, S" uniqKey="Jun S">S. Jun</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Wang, F" uniqKey="Wang F">F. Wang</name></author><author><name sortKey="Wang, H" uniqKey="Wang H">H. Wang</name></author><author><name sortKey="Fu, R" uniqKey="Fu R">R. Fu</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Sahayadhas, A" uniqKey="Sahayadhas A">A. Sahayadhas</name></author><author><name sortKey="Sundaraj, K" uniqKey="Sundaraj K">K. Sundaraj</name></author><author><name sortKey="Murugappan, M" uniqKey="Murugappan M">M. Murugappan</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chen, D" uniqKey="Chen D">D. Chen</name></author><author><name sortKey="Ma, Z" uniqKey="Ma Z">Z. Ma</name></author><author><name sortKey="Li, B" uniqKey="Li B">B. Li</name></author><author><name sortKey="Yan, Z" uniqKey="Yan Z">Z. Yan</name></author><author><name sortKey="Li, W" uniqKey="Li W">W. Li</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ma, Y" uniqKey="Ma Y">Y. Ma</name></author><author><name sortKey="Chen, B" uniqKey="Chen B">B. Chen</name></author><author><name sortKey="Li, R" uniqKey="Li R">R. Li</name></author><author><name sortKey="Wang, C" uniqKey="Wang C">C. Wang</name></author><author><name sortKey="Wang, J" uniqKey="Wang J">J. Wang</name></author><author><name sortKey="She, Q" uniqKey="She Q">Q. She</name></author><author><name sortKey="Luo, Z" uniqKey="Luo Z">Z. Luo</name></author><author><name sortKey="Zhang, Y" uniqKey="Zhang Y">Y. Zhang</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Papadelis, C" uniqKey="Papadelis C">C. Papadelis</name></author><author><name sortKey="Chen, Z" uniqKey="Chen Z">Z. Chen</name></author><author><name sortKey="Papadeli, C K" uniqKey="Papadeli C">C.K. Papadeli</name></author><author><name sortKey="Bamidis, P" uniqKey="Bamidis P">P. Bamidis</name></author><author><name sortKey="Chouvarda, I" uniqKey="Chouvarda I">I. Chouvarda</name></author><author><name sortKey="Bekiaris, E" uniqKey="Bekiaris E">E. Bekiaris</name></author><author><name sortKey="Maglaveras, N" uniqKey="Maglaveras N">N. Maglaveras</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Larocco, J" uniqKey="Larocco J">J. LaRocco</name></author><author><name sortKey="Le, M" uniqKey="Le M">M. Le</name></author><author><name sortKey="Paeng, D" uniqKey="Paeng D">D. Paeng</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Trutschel, U" uniqKey="Trutschel U">U. Trutschel</name></author><author><name sortKey="Sirois, B" uniqKey="Sirois B">B. Sirois</name></author><author><name sortKey="Sommer, D" uniqKey="Sommer D">D. Sommer</name></author><author><name sortKey="Golz, M" uniqKey="Golz M">M. Golz</name></author><author><name sortKey="Edwards, D" uniqKey="Edwards D">D. Edwards</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Duvinage, M" uniqKey="Duvinage M">M. Duvinage</name></author><author><name sortKey="Castermans, T" uniqKey="Castermans T">T. Castermans</name></author><author><name sortKey="Petieau, M" uniqKey="Petieau M">M. Petieau</name></author><author><name sortKey="Hoellinger, T" uniqKey="Hoellinger T">T. Hoellinger</name></author><author><name sortKey="Cheron, G" uniqKey="Cheron G">G. Cheron</name></author><author><name sortKey="Dutoit, T" uniqKey="Dutoit T">T. Dutoit</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Abichou, Y" uniqKey="Abichou Y">Y. Abichou</name></author><author><name sortKey="Chaabene, S" uniqKey="Chaabene S">S. Chaabene</name></author><author><name sortKey="Chaari, L" uniqKey="Chaari L">L. Chaari</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Aboalayon, K" uniqKey="Aboalayon K">K. Aboalayon</name></author><author><name sortKey="Faezipour, M" uniqKey="Faezipour M">M. Faezipour</name></author><author><name sortKey="Almuhammadi, W" uniqKey="Almuhammadi W">W. Almuhammadi</name></author><author><name sortKey="Moslehpour, S" uniqKey="Moslehpour S">S. Moslehpour</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ngxande, M" uniqKey="Ngxande M">M. Ngxande</name></author><author><name sortKey="Tapamo, J" uniqKey="Tapamo J">J. Tapamo</name></author><author><name sortKey="Burke, M" uniqKey="Burke M">M. Burke</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Patil, B" uniqKey="Patil B">B. Patil</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zorgui, S" uniqKey="Zorgui S">S. Zorgui</name></author><author><name sortKey="Chaabene, S" uniqKey="Chaabene S">S. Chaabene</name></author><author><name sortKey="Bouaziz, B" uniqKey="Bouaziz B">B. Bouaziz</name></author><author><name sortKey="Batatia, H" uniqKey="Batatia H">H. Batatia</name></author><author><name sortKey="Chaari, L" uniqKey="Chaari L">L. Chaari</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zhu, X" uniqKey="Zhu X">X. Zhu</name></author><author><name sortKey="Zheng, W" uniqKey="Zheng W">W. Zheng</name></author><author><name sortKey="Lu, B" uniqKey="Lu B">B. Lu</name></author><author><name sortKey="Chen, X" uniqKey="Chen X">X. Chen</name></author><author><name sortKey="Chen, S" uniqKey="Chen S">S. Chen</name></author><author><name sortKey="Wang, C" uniqKey="Wang C">C. Wang</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Wang, X" uniqKey="Wang X">X. Wang</name></author><author><name sortKey="Zhao, Y" uniqKey="Zhao Y">Y. Zhao</name></author><author><name sortKey="Pourpanah, F" uniqKey="Pourpanah F">F. Pourpanah</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gragnaniello, D" uniqKey="Gragnaniello D">D. Gragnaniello</name></author><author><name sortKey="Bottino, A" uniqKey="Bottino A">A. Bottino</name></author><author><name sortKey="Cumani, S" uniqKey="Cumani S">S. Cumani</name></author><author><name sortKey="Kim, W" uniqKey="Kim W">W. Kim</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Abiodun, O I" uniqKey="Abiodun O">O.I. Abiodun</name></author><author><name sortKey="Jantan, A" uniqKey="Jantan A">A. Jantan</name></author><author><name sortKey="Omolara, A E" uniqKey="Omolara A">A.E. Omolara</name></author><author><name sortKey="Dada, K V" uniqKey="Dada K">K.V. Dada</name></author><author><name sortKey="Mohamed, N A" uniqKey="Mohamed N">N.A. Mohamed</name></author><author><name sortKey="Arshad, H" uniqKey="Arshad H">H. Arshad</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Alom, M" uniqKey="Alom M">M. Alom</name></author><author><name sortKey="Taha, T" uniqKey="Taha T">T. Taha</name></author><author><name sortKey="Yakopcic, C" uniqKey="Yakopcic C">C. Yakopcic</name></author><author><name sortKey="Westberg, S" uniqKey="Westberg S">S. Westberg</name></author><author><name sortKey="Sidike, P" uniqKey="Sidike P">P. Sidike</name></author><author><name sortKey="Nasrin, M" uniqKey="Nasrin M">M. Nasrin</name></author><author><name sortKey="Hasan, M" uniqKey="Hasan M">M. Hasan</name></author><author><name sortKey="Essen, B V" uniqKey="Essen B">B.V. Essen</name></author><author><name sortKey="Awwal, A" uniqKey="Awwal A">A. Awwal</name></author><author><name sortKey="Asari, V" uniqKey="Asari V">V. Asari</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ed Doughmi, Y" uniqKey="Ed Doughmi Y">Y. Ed-doughmi</name></author><author><name sortKey="Idrissi, N" uniqKey="Idrissi N">N. Idrissi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Jeong, J" uniqKey="Jeong J">J. Jeong</name></author><author><name sortKey="Yu, B" uniqKey="Yu B">B. Yu</name></author><author><name sortKey="Lee, D" uniqKey="Lee D">D. Lee</name></author><author><name sortKey="Lee, S" uniqKey="Lee S">S. Lee</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Vesselenyi, T" uniqKey="Vesselenyi T">T. Vesselenyi</name></author><author><name sortKey="Moca, S" uniqKey="Moca S">S. Moca</name></author><author><name sortKey="Rus, A" uniqKey="Rus A">A. Rus</name></author><author><name sortKey="Mitran, T" uniqKey="Mitran T">T. Mitran</name></author><author><name sortKey="T Taru, B" uniqKey="T Taru B">B. Tătaru</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Guarda, L" uniqKey="Guarda L">L. Guarda</name></author><author><name sortKey="Astorga, N" uniqKey="Astorga N">N. Astorga</name></author><author><name sortKey="Droguett, E" uniqKey="Droguett E">E. Droguett</name></author><author><name sortKey="Moura, M" uniqKey="Moura M">M. Moura</name></author><author><name sortKey="Ramos, M" uniqKey="Ramos M">M. Ramos</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Deng, L" uniqKey="Deng L">L. Deng</name></author><author><name sortKey="He, X" uniqKey="He X">X. He</name></author><author><name sortKey="Gao, J" uniqKey="Gao J">J. Gao</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Alaskar, H" uniqKey="Alaskar H">H. Alaskar</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Wang, K" uniqKey="Wang K">K. Wang</name></author><author><name sortKey="Zhao, Y" uniqKey="Zhao Y">Y. Zhao</name></author><author><name sortKey="Xiong, Q" uniqKey="Xiong Q">Q. Xiong</name></author><author><name sortKey="Fan, M" uniqKey="Fan M">M. Fan</name></author><author><name sortKey="Sun, G" uniqKey="Sun G">G. Sun</name></author><author><name sortKey="Ma, L" uniqKey="Ma L">L. Ma</name></author><author><name sortKey="Liu, T" uniqKey="Liu T">T. Liu</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Piekarski, M" uniqKey="Piekarski M">M. Piekarski</name></author><author><name sortKey="Korjakowska, J" uniqKey="Korjakowska J">J. Korjakowska</name></author><author><name sortKey="Wawrzyniak, A" uniqKey="Wawrzyniak A">A. Wawrzyniak</name></author><author><name sortKey="Gorgon, M" uniqKey="Gorgon M">M. Gorgon</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chakraborty, S" uniqKey="Chakraborty S">S. Chakraborty</name></author><author><name sortKey="Aich, S" uniqKey="Aich S">S. Aich</name></author><author><name sortKey="Joo, M" uniqKey="Joo M">M. Joo</name></author><author><name sortKey="Sain, M" uniqKey="Sain M">M. Sain</name></author><author><name sortKey="Kim, H" uniqKey="Kim H">H. Kim</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Roy, Y" uniqKey="Roy Y">Y. Roy</name></author><author><name sortKey="Banville, H" uniqKey="Banville H">H. Banville</name></author><author><name sortKey="Albuquerque, I" uniqKey="Albuquerque I">I. Albuquerque</name></author><author><name sortKey="Gramfort, A" uniqKey="Gramfort A">A. Gramfort</name></author><author><name sortKey="Falk, T" uniqKey="Falk T">T. Falk</name></author><author><name sortKey="Faubert, J" uniqKey="Faubert J">J. Faubert</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Salamon, J" uniqKey="Salamon J">J. Salamon</name></author><author><name sortKey="Bello, J" uniqKey="Bello J">J. Bello</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Dwivedi, K" uniqKey="Dwivedi K">K. Dwivedi</name></author><author><name sortKey="Biswaranjan, K" uniqKey="Biswaranjan K">K. Biswaranjan</name></author><author><name sortKey="Sethi, A" uniqKey="Sethi A">A. Sethi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Doughmi, Y" uniqKey="Doughmi Y">Y. Doughmi</name></author><author><name sortKey="Idrissi, N" uniqKey="Idrissi N">N. Idrissi</name></author><author><name sortKey="Hbali, Y" uniqKey="Hbali Y">Y. Hbali</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Yang, Y" uniqKey="Yang Y">Y. Yang</name></author><author><name sortKey="Gao, Z" uniqKey="Gao Z">Z. Gao</name></author><author><name sortKey="Li, Y" uniqKey="Li Y">Y. Li</name></author><author><name sortKey="Cai, Q" uniqKey="Cai Q">Q. Cai</name></author><author><name sortKey="Marwan, N" uniqKey="Marwan N">N. Marwan</name></author><author><name sortKey="Kurths, J" uniqKey="Kurths J">J. Kurths</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Shalash, W" uniqKey="Shalash W">W. Shalash</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zeng, H" uniqKey="Zeng H">H. Zeng</name></author><author><name sortKey="Yang, C" uniqKey="Yang C">C. Yang</name></author><author><name sortKey="Dai, G" uniqKey="Dai G">G. Dai</name></author><author><name sortKey="Qin, F" uniqKey="Qin F">F. Qin</name></author><author><name sortKey="Zhang, J" uniqKey="Zhang J">J. Zhang</name></author><author><name sortKey="Kong, W" uniqKey="Kong W">W. Kong</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ko, W" uniqKey="Ko W">W. Ko</name></author><author><name sortKey="Oh, K" uniqKey="Oh K">K. Oh</name></author><author><name sortKey="Jeon, E" uniqKey="Jeon E">E. Jeon</name></author><author><name sortKey="Suk, H" uniqKey="Suk H">H. Suk</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Cheng, E" uniqKey="Cheng E">E. Cheng</name></author><author><name sortKey="Young, K" uniqKey="Young K">K. Young</name></author><author><name sortKey="Lin, C" uniqKey="Lin C">C. Lin</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Rahman, K" uniqKey="Rahman K">K. Rahman</name></author><author><name sortKey="Mustaffa, M" uniqKey="Mustaffa M">M. Mustaffa</name></author><author><name sortKey="Fuad, N" uniqKey="Fuad N">N. Fuad</name></author><author><name sortKey="Ahmad, M" uniqKey="Ahmad M">M. Ahmad</name></author><author><name sortKey="Ahad, R" uniqKey="Ahad R">R. Ahad</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Sanchez Reolid, R" uniqKey="Sanchez Reolid R">R. Sánchez-Reolid</name></author><author><name sortKey="Garcia, A" uniqKey="Garcia A">A. García</name></author><author><name sortKey="Vicente Querol, M" uniqKey="Vicente Querol M">M. Vicente-Querol</name></author><author><name sortKey="Fernandez Aguilar, L" uniqKey="Fernandez Aguilar L">L. Fernández-Aguilar</name></author><author><name sortKey="L Pez, M" uniqKey="L Pez M">M. López</name></author><author><name sortKey="Fernandez Caballero, A" uniqKey="Fernandez Caballero A">A. Fernández-Caballero</name></author><author><name sortKey="Gonzalez, P" uniqKey="Gonzalez P">P. González</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Pedrosa, P" uniqKey="Pedrosa P">P. Pedrosa</name></author><author><name sortKey="Fiedler, P" uniqKey="Fiedler P">P. Fiedler</name></author><author><name sortKey="Schinaia, L" uniqKey="Schinaia L">L. Schinaia</name></author><author><name sortKey="Vasconcelos, B" uniqKey="Vasconcelos B">B. Vasconcelos</name></author><author><name sortKey="Martins, A" uniqKey="Martins A">A. Martins</name></author><author><name sortKey="Amaral, M" uniqKey="Amaral M">M. Amaral</name></author><author><name sortKey="Comani, S" uniqKey="Comani S">S. Comani</name></author><author><name sortKey="Haueisen, J" uniqKey="Haueisen J">J. Haueisen</name></author><author><name sortKey="Fonseca, C" uniqKey="Fonseca C">C. Fonseca</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Towle, V" uniqKey="Towle V">V. Towle</name></author><author><name sortKey="Bolafios, J" uniqKey="Bolafios J">J. Bolafios</name></author><author><name sortKey="Suarez, D" uniqKey="Suarez D">D. Suarez</name></author><author><name sortKey="Tan, K" uniqKey="Tan K">K. Tan</name></author><author><name sortKey="Grzeszczuk, R" uniqKey="Grzeszczuk R">R. Grzeszczuk</name></author><author><name sortKey="Levin, D" uniqKey="Levin D">D. Levin</name></author><author><name sortKey="Cakmur, R" uniqKey="Cakmur R">R. Cakmur</name></author><author><name sortKey="Frank, S" uniqKey="Frank S">S. Frank</name></author><author><name sortKey="Spire, J" uniqKey="Spire J">J. Spire</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hu, S" uniqKey="Hu S">S. Hu</name></author><author><name sortKey="Zheng, G" uniqKey="Zheng G">G. Zheng</name></author><author><name sortKey="Peters, B" uniqKey="Peters B">B. Peters</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Mohammedi, M" uniqKey="Mohammedi M">M. Mohammedi</name></author><author><name sortKey="Omar, M" uniqKey="Omar M">M. Omar</name></author><author><name sortKey="Bouabdallah, A" uniqKey="Bouabdallah A">A. Bouabdallah</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gebodh, N" uniqKey="Gebodh N">N. Gebodh</name></author><author><name sortKey="Esmaeilpour, Z" uniqKey="Esmaeilpour Z">Z. Esmaeilpour</name></author><author><name sortKey="Adair, D" uniqKey="Adair D">D. Adair</name></author><author><name sortKey="Chelette, K" uniqKey="Chelette K">K. Chelette</name></author><author><name sortKey="Dmochowski, J" uniqKey="Dmochowski J">J. Dmochowski</name></author><author><name sortKey="Woods, A" uniqKey="Woods A">A. Woods</name></author><author><name sortKey="Kappenman, E" uniqKey="Kappenman E">E. Kappenman</name></author><author><name sortKey="Parra, L" uniqKey="Parra L">L. Parra</name></author><author><name sortKey="Bikson, M" uniqKey="Bikson M">M. Bikson</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Laruelo, A" uniqKey="Laruelo A">A. Laruelo</name></author><author><name sortKey="Chaari, L" uniqKey="Chaari L">L. Chaari</name></author><author><name sortKey="Batatia, H" uniqKey="Batatia H">H. Batatia</name></author><author><name sortKey="Ken, S" uniqKey="Ken S">S. Ken</name></author><author><name sortKey="Rowland, B" uniqKey="Rowland B">B. Rowland</name></author><author><name sortKey="Tourneret, J Y" uniqKey="Tourneret J">J.Y. Tourneret</name></author><author><name sortKey="Laprie, A" uniqKey="Laprie A">A. Laprie</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chaari, L" uniqKey="Chaari L">L. Chaari</name></author><author><name sortKey="Tourneret, J Y" uniqKey="Tourneret J">J.Y. Tourneret</name></author><author><name sortKey="Chaux, C" uniqKey="Chaux C">C. Chaux</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Sevgi, L" uniqKey="Sevgi L">L. Sevgi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ludwig, P" uniqKey="Ludwig P">P. Ludwig</name></author><author><name sortKey="Varacallo, M" uniqKey="Varacallo M">M. Varacallo</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Teplan, M" uniqKey="Teplan M">M. Teplan</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Al Kadi, M I" uniqKey="Al Kadi M">M.I. Al-Kadi</name></author><author><name sortKey="Reaz, M B I" uniqKey="Reaz M">M.B.I. Reaz</name></author><author><name sortKey="Ali, M A" uniqKey="Ali M">M.A. Ali</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Schutze, M D" uniqKey="Schutze M">M.D. Schütze</name></author><author><name sortKey="Junghanns, K" uniqKey="Junghanns K">K. Junghanns</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Amo, C" uniqKey="Amo C">C. Amo</name></author><author><name sortKey="De Santiago, L" uniqKey="De Santiago L">L. de Santiago</name></author><author><name sortKey="Barea, R" uniqKey="Barea R">R. Barea</name></author><author><name sortKey="L Pez Dorado, A" uniqKey="L Pez Dorado A">A. López-Dorado</name></author><author><name sortKey="Boquete, L" uniqKey="Boquete L">L. Boquete</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Dkhil, M B" uniqKey="Dkhil M">M.B. Dkhil</name></author><author><name sortKey="Wali, A" uniqKey="Wali A">A. Wali</name></author><author><name sortKey="Alimi, A M" uniqKey="Alimi A">A.M. Alimi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ogino, M" uniqKey="Ogino M">M. Ogino</name></author><author><name sortKey="Mitsukura, Y" uniqKey="Mitsukura Y">Y. Mitsukura</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Lin, C T" uniqKey="Lin C">C.T. Lin</name></author><author><name sortKey="Wu, R C" uniqKey="Wu R">R.C. Wu</name></author><author><name sortKey="Liang, S" uniqKey="Liang S">S. Liang</name></author><author><name sortKey="Chao, W H" uniqKey="Chao W">W.H. Chao</name></author><author><name sortKey="Chen, Y J" uniqKey="Chen Y">Y.J. Chen</name></author><author><name sortKey="Jung, T P" uniqKey="Jung T">T.P. Jung</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Makeig, S" uniqKey="Makeig S">S. Makeig</name></author><author><name sortKey="Jung, T" uniqKey="Jung T">T. Jung</name></author><author><name sortKey="Sejnowski, T" uniqKey="Sejnowski T">T. Sejnowski</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Subasi, A" uniqKey="Subasi A">A. Subasi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Kar, S" uniqKey="Kar S">S. Kar</name></author><author><name sortKey="Bhagat, M" uniqKey="Bhagat M">M. Bhagat</name></author><author><name sortKey="Routray, A" uniqKey="Routray A">A. Routray</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Bernardi, G" uniqKey="Bernardi G">G. Bernardi</name></author><author><name sortKey="Betta, M" uniqKey="Betta M">M. Betta</name></author><author><name sortKey="Ricciardi, E" uniqKey="Ricciardi E">E. Ricciardi</name></author><author><name sortKey="Pietrini, P" uniqKey="Pietrini P">P. Pietrini</name></author><author><name sortKey="Tononi, G" uniqKey="Tononi G">G. Tononi</name></author><author><name sortKey="Siclari, F" uniqKey="Siclari F">F. Siclari</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Lashgari, E" uniqKey="Lashgari E">E. Lashgari</name></author><author><name sortKey="Liang, D" uniqKey="Liang D">D. Liang</name></author><author><name sortKey="Maoz, U" uniqKey="Maoz U">U. Maoz</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zhang, Z" uniqKey="Zhang Z">Z. Zhang</name></author><author><name sortKey="Casals, J" uniqKey="Casals J">J. Casals</name></author><author><name sortKey="Cichocki, A" uniqKey="Cichocki A">A. Cichocki</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zhang, Y" uniqKey="Zhang Y">Y. Zhang</name></author><author><name sortKey="Yang, S" uniqKey="Yang S">S. Yang</name></author><author><name sortKey="Liu, Y" uniqKey="Liu Y">Y. Liu</name></author><author><name sortKey="Zhang, Y" uniqKey="Zhang Y">Y. Zhang</name></author><author><name sortKey="Han, B" uniqKey="Han B">B. Han</name></author><author><name sortKey="Zhou, F" uniqKey="Zhou F">F. Zhou</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chawla, N V" uniqKey="Chawla N">N.V. Chawla</name></author><author><name sortKey="Bowyer, K W" uniqKey="Bowyer K">K.W. Bowyer</name></author><author><name sortKey="Hall, L O" uniqKey="Hall L">L.O. Hall</name></author><author><name sortKey="Kegelmeyer, W P" uniqKey="Kegelmeyer W">W.P. Kegelmeyer</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Garcia, A" uniqKey="Garcia A">A. Garcia</name></author><author><name sortKey="Peter, K" uniqKey="Peter K">K. Peter</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Srivastava, N" uniqKey="Srivastava N">N. Srivastava</name></author><author><name sortKey="Hinton, G" uniqKey="Hinton G">G. Hinton</name></author><author><name sortKey="Krizhevsky, A" uniqKey="Krizhevsky A">A. Krizhevsky</name></author><author><name sortKey="Sutskever, I" uniqKey="Sutskever I">I. Sutskever</name></author><author><name sortKey="Salakhutdinov, R" uniqKey="Salakhutdinov R">R. Salakhutdinov</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hammad, M" uniqKey="Hammad M">M. Hammad</name></author><author><name sortKey="Plawiak, P" uniqKey="Plawiak P">P. Pławiak</name></author><author><name sortKey="Wang, K" uniqKey="Wang K">K. Wang</name></author><author><name sortKey="Acharya, U R" uniqKey="Acharya U">U.R. Acharya</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Oh, S" uniqKey="Oh S">S. Oh</name></author><author><name sortKey="Jahmunah, V" uniqKey="Jahmunah V">V. Jahmunah</name></author><author><name sortKey="Ooi, C" uniqKey="Ooi C">C. Ooi</name></author><author><name sortKey="Tan, R" uniqKey="Tan R">R. Tan</name></author><author><name sortKey="Ciaccio, E" uniqKey="Ciaccio E">E. Ciaccio</name></author><author><name sortKey="Yamakawa, T" uniqKey="Yamakawa T">T. Yamakawa</name></author><author><name sortKey="Tanabe, M" uniqKey="Tanabe M">M. Tanabe</name></author><author><name sortKey="Kobayashi, M" uniqKey="Kobayashi M">M. Kobayashi</name></author><author><name sortKey="Acharya, U" uniqKey="Acharya U">U. Acharya</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Kim, J" uniqKey="Kim J">J. Kim</name></author><author><name sortKey="Seo, S" uniqKey="Seo S">S. Seo</name></author><author><name sortKey="Song, C" uniqKey="Song C">C. Song</name></author><author><name sortKey="Kim, K" uniqKey="Kim K">K. Kim</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Park, J" uniqKey="Park J">J. Park</name></author><author><name sortKey="Kim, J" uniqKey="Kim J">J. Kim</name></author><author><name sortKey="Jung, S" uniqKey="Jung S">S. Jung</name></author><author><name sortKey="Gil, Y" uniqKey="Gil Y">Y. Gil</name></author><author><name sortKey="Choi, J" uniqKey="Choi J">J. Choi</name></author><author><name sortKey="Son, H" uniqKey="Son H">H. Son</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Wang, S" uniqKey="Wang S">S. Wang</name></author><author><name sortKey="Wang, S" uniqKey="Wang S">S. Wang</name></author><author><name sortKey="Wang, Y" uniqKey="Wang Y">Y. Wang</name></author><author><name sortKey="Wang, S" uniqKey="Wang S">S. Wang</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Uyulan, C" uniqKey="Uyulan C">C. Uyulan</name></author><author><name sortKey="Erguzel, T" uniqKey="Erguzel T">T. Ergüzel</name></author><author><name sortKey="Unubol, H" uniqKey="Unubol H">H. Unubol</name></author><author><name sortKey="Cebi, M" uniqKey="Cebi M">M. Cebi</name></author><author><name sortKey="Sayar, G" uniqKey="Sayar G">G. Sayar</name></author><author><name sortKey="Asad, M" uniqKey="Asad M">M. Asad</name></author><author><name sortKey="Tarhan, N" uniqKey="Tarhan N">N. Tarhan</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hasan, M" uniqKey="Hasan M">M. Hasan</name></author><author><name sortKey="Shon, D" uniqKey="Shon D">D. Shon</name></author><author><name sortKey="Im, K" uniqKey="Im K">K. Im</name></author><author><name sortKey="Choi, H" uniqKey="Choi H">H. Choi</name></author><author><name sortKey="Yoo, D" uniqKey="Yoo D">D. Yoo</name></author><author><name sortKey="Kim, J" uniqKey="Kim J">J. Kim</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Nahid, N" uniqKey="Nahid N">N. Nahid</name></author><author><name sortKey="Rahman, A" uniqKey="Rahman A">A. Rahman</name></author><author><name sortKey="Ahad, M A R" uniqKey="Ahad M">M.A.R. Ahad</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Wulan, N" uniqKey="Wulan N">N. Wulan</name></author><author><name sortKey="Wang, W" uniqKey="Wang W">W. Wang</name></author><author><name sortKey="Sun, P" uniqKey="Sun P">P. Sun</name></author><author><name sortKey="Wang, K" uniqKey="Wang K">K. Wang</name></author><author><name sortKey="Xia, Y" uniqKey="Xia Y">Y. Xia</name></author><author><name sortKey="Zhang, H" uniqKey="Zhang H">H. Zhang</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zhu, T" uniqKey="Zhu T">T. Zhu</name></author><author><name sortKey="Luo, W" uniqKey="Luo W">W. Luo</name></author><author><name sortKey="Yu, F" uniqKey="Yu F">F. Yu</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Cao, C" uniqKey="Cao C">C. Cao</name></author><author><name sortKey="Liu, F" uniqKey="Liu F">F. Liu</name></author><author><name sortKey="Tan, H" uniqKey="Tan H">H. Tan</name></author><author><name sortKey="Song, D" uniqKey="Song D">D. Song</name></author><author><name sortKey="Shu, W" uniqKey="Shu W">W. Shu</name></author><author><name sortKey="Li, W" uniqKey="Li W">W. Li</name></author><author><name sortKey="Zhou, Y" uniqKey="Zhou Y">Y. Zhou</name></author><author><name sortKey="Bo, X" uniqKey="Bo X">X. Bo</name></author><author><name sortKey="Xie, Z" uniqKey="Xie Z">Z. Xie</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Rehman, M" uniqKey="Rehman M">M. Rehman</name></author><author><name sortKey="Waris, A" uniqKey="Waris A">A. Waris</name></author><author><name sortKey="Gilani, S" uniqKey="Gilani S">S. Gilani</name></author><author><name sortKey="Jochumsen, M" uniqKey="Jochumsen M">M. Jochumsen</name></author><author><name sortKey="Niazi, I K" uniqKey="Niazi I">I.K. Niazi</name></author><author><name sortKey="Jamil, M" uniqKey="Jamil M">M. Jamil</name></author><author><name sortKey="Farina, D" uniqKey="Farina D">D. Farina</name></author><author><name sortKey="Kamavuako, E" uniqKey="Kamavuako E">E. Kamavuako</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hu, J" uniqKey="Hu J">J. Hu</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Morales, J" uniqKey="Morales J">J. Morales</name></author><author><name sortKey="Salda A, R" uniqKey="Salda A R">R. Saldaña</name></author><author><name sortKey="Castolo, M" uniqKey="Castolo M">M. Castolo</name></author><author><name sortKey="Borrayo, C C E" uniqKey="Borrayo C">C.C.E. Borrayo</name></author><author><name sortKey="Ruiz, A" uniqKey="Ruiz A">A. Ruiz</name></author><author><name sortKey="Perez, H" uniqKey="Perez H">H. Perez</name></author><author><name sortKey="Ruiz, G" uniqKey="Ruiz G">G. Ruiz</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Srinivasan, V" uniqKey="Srinivasan V">V. Srinivasan</name></author><author><name sortKey="Islam, M" uniqKey="Islam M">M. Islam</name></author><author><name sortKey="Zhang, W" uniqKey="Zhang W">W. Zhang</name></author><author><name sortKey="Ren, H" uniqKey="Ren H">H. Ren</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Choi, I" uniqKey="Choi I">I. Choi</name></author><author><name sortKey="Kim, H" uniqKey="Kim H">H. Kim</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Buslaev, A" uniqKey="Buslaev A">A. Buslaev</name></author><author><name sortKey="Iglovikov, V" uniqKey="Iglovikov V">V. Iglovikov</name></author><author><name sortKey="Khvedchenya, E" uniqKey="Khvedchenya E">E. Khvedchenya</name></author><author><name sortKey="Parinov, A" uniqKey="Parinov A">A. Parinov</name></author><author><name sortKey="Druzhinin, M" uniqKey="Druzhinin M">M. Druzhinin</name></author><author><name sortKey="Kalinin, A" uniqKey="Kalinin A">A. Kalinin</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Somrak, M" uniqKey="Somrak M">M. Somrak</name></author><author><name sortKey="Dzeroski, S" uniqKey="Dzeroski S">S. Džeroski</name></author><author><name sortKey="Kokalj, T" uniqKey="Kokalj T">T. Kokalj</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Abadi, M" uniqKey="Abadi M">M. Abadi</name></author><author><name sortKey="Barham, P" uniqKey="Barham P">P. Barham</name></author><author><name sortKey="Chen, J" uniqKey="Chen J">J. Chen</name></author><author><name sortKey="Chen, Z" uniqKey="Chen Z">Z. Chen</name></author><author><name sortKey="Davis, A" uniqKey="Davis A">A. Davis</name></author><author><name sortKey="Dean, J" uniqKey="Dean J">J. Dean</name></author><author><name sortKey="Devin, M" uniqKey="Devin M">M. Devin</name></author><author><name sortKey="Ghemawat, S" uniqKey="Ghemawat S">S. Ghemawat</name></author><author><name sortKey="Irving, G" uniqKey="Irving G">G. Irving</name></author><author><name sortKey="Isard, M" uniqKey="Isard M">M. Isard</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Paszke, A" uniqKey="Paszke A">A. Paszke</name></author><author><name sortKey="Gross, S" uniqKey="Gross S">S. Gross</name></author><author><name sortKey="Massa, F" uniqKey="Massa F">F. Massa</name></author><author><name sortKey="Lerer, A" uniqKey="Lerer A">A. Lerer</name></author><author><name sortKey="Bradbury, J" uniqKey="Bradbury J">J. Bradbury</name></author><author><name sortKey="Chanan, G" uniqKey="Chanan G">G. Chanan</name></author><author><name sortKey="Killeen, T" uniqKey="Killeen T">T. Killeen</name></author><author><name sortKey="Lin, Z" uniqKey="Lin Z">Z. Lin</name></author><author><name sortKey="Gimelshein, N" uniqKey="Gimelshein N">N. Gimelshein</name></author><author><name sortKey="Antiga, L" uniqKey="Antiga L">L. Antiga</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Predescu, A" uniqKey="Predescu A">A. Predescu</name></author><author><name sortKey="Truica, C" uniqKey="Truica C">C. Truica</name></author><author><name sortKey="Apostol, E" uniqKey="Apostol E">E. Apostol</name></author><author><name sortKey="Mocanu, M" uniqKey="Mocanu M">M. Mocanu</name></author><author><name sortKey="Lupu, C" uniqKey="Lupu C">C. Lupu</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Saleem, M H" uniqKey="Saleem M">M.H. Saleem</name></author><author><name sortKey="Potgieter, J" uniqKey="Potgieter J">J. Potgieter</name></author><author><name sortKey="Arif, K" uniqKey="Arif K">K. Arif</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Li, G" uniqKey="Li G">G. Li</name></author><author><name sortKey="Lee, C" uniqKey="Lee C">C. Lee</name></author><author><name sortKey="Jung, J" uniqKey="Jung J">J. Jung</name></author><author><name sortKey="Youn, Y" uniqKey="Youn Y">Y. Youn</name></author><author><name sortKey="Camacho, D" uniqKey="Camacho D">D. Camacho</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Shaf, A" uniqKey="Shaf A">A. Shaf</name></author><author><name sortKey="Ali, T" uniqKey="Ali T">T. Ali</name></author><author><name sortKey="Farooq, W" uniqKey="Farooq W">W. Farooq</name></author><author><name sortKey="Javaid, S" uniqKey="Javaid S">S. Javaid</name></author><author><name sortKey="Draz, U" uniqKey="Draz U">U. Draz</name></author><author><name sortKey="Yasin, S" uniqKey="Yasin S">S. Yasin</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Tafsast, A" uniqKey="Tafsast A">A. Tafsast</name></author><author><name sortKey="Ferroudji, K" uniqKey="Ferroudji K">K. Ferroudji</name></author><author><name sortKey="Hadjili, M" uniqKey="Hadjili M">M. Hadjili</name></author><author><name sortKey="Bouakaz, A" uniqKey="Bouakaz A">A. Bouakaz</name></author><author><name sortKey="Benoudjit, N" uniqKey="Benoudjit N">N. Benoudjit</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Jogin, M" uniqKey="Jogin M">M. Jogin</name></author><author><name sortKey="Madhulika, M S" uniqKey="Madhulika M">M.S. Madhulika</name></author><author><name sortKey="Divya, G D" uniqKey="Divya G">G.D. Divya</name></author><author><name sortKey="Meghana, R K" uniqKey="Meghana R">R.K. Meghana</name></author><author><name sortKey="Apoorva, S" uniqKey="Apoorva S">S. Apoorva</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Garbin, C" uniqKey="Garbin C">C. Garbin</name></author><author><name sortKey="Zhu, X" uniqKey="Zhu X">X. Zhu</name></author><author><name sortKey="Marques, O" uniqKey="Marques O">O. Marques</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Bisong, E" uniqKey="Bisong E">E. Bisong</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Sarno, R" uniqKey="Sarno R">R. Sarno</name></author><author><name sortKey="Nugraha, B" uniqKey="Nugraha B">B. Nugraha</name></author><author><name sortKey="Munawar, M" uniqKey="Munawar M">M. Munawar</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Blaiech, H" uniqKey="Blaiech H">H. Blaiech</name></author><author><name sortKey="Neji, M" uniqKey="Neji M">M. Neji</name></author><author><name sortKey="Wali, A" uniqKey="Wali A">A. Wali</name></author><author><name sortKey="Alimi, A" uniqKey="Alimi A">A. Alimi</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Nugraha, B" uniqKey="Nugraha B">B. Nugraha</name></author><author><name sortKey="Sarno, R" uniqKey="Sarno R">R. Sarno</name></author><author><name sortKey="Asfani, D" uniqKey="Asfani D">D. Asfani</name></author><author><name sortKey="Igasaki, T" uniqKey="Igasaki T">T. Igasaki</name></author><author><name sortKey="Munawar, M" uniqKey="Munawar M">M. Munawar</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Huang, R S" uniqKey="Huang R">R.S. Huang</name></author><author><name sortKey="Jung, T P" uniqKey="Jung T">T.P. Jung</name></author><author><name sortKey="Makeig, S" uniqKey="Makeig S">S. Makeig</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Majumder, S" uniqKey="Majumder S">S. Majumder</name></author><author><name sortKey="Guragain, B" uniqKey="Guragain B">B. Guragain</name></author><author><name sortKey="Wang, C" uniqKey="Wang C">C. Wang</name></author><author><name sortKey="Wilson, N" uniqKey="Wilson N">N. Wilson</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zhang, H" uniqKey="Zhang H">H. Zhang</name></author><author><name sortKey="Silva, F" uniqKey="Silva F">F. Silva</name></author><author><name sortKey="Ohata, E" uniqKey="Ohata E">E. Ohata</name></author><author><name sortKey="Medeiros, A" uniqKey="Medeiros A">A. Medeiros</name></author><author><name sortKey="Filho, P" uniqKey="Filho P">P. Filho</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Trejo, L" uniqKey="Trejo L">L. Trejo</name></author><author><name sortKey="Kubitz, K" uniqKey="Kubitz K">K. Kubitz</name></author><author><name sortKey="Rosipal, R" uniqKey="Rosipal R">R. Rosipal</name></author><author><name sortKey="Kochavi, R" uniqKey="Kochavi R">R. Kochavi</name></author><author><name sortKey="Montgomery, L" uniqKey="Montgomery L">L. Montgomery</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Wang, R" uniqKey="Wang R">R. Wang</name></author><author><name sortKey="Wang, Y" uniqKey="Wang Y">Y. Wang</name></author><author><name sortKey="Luo, C" uniqKey="Luo C">C. Luo</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Awais, M" uniqKey="Awais M">M. Awais</name></author><author><name sortKey="Badruddin, N" uniqKey="Badruddin N">N. Badruddin</name></author><author><name sortKey="Drieberg, M" uniqKey="Drieberg M">M. Drieberg</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Nguyen, T" uniqKey="Nguyen T">T. Nguyen</name></author><author><name sortKey="Ahn, S" uniqKey="Ahn S">S. Ahn</name></author><author><name sortKey="Jang, H" uniqKey="Jang H">H. Jang</name></author><author><name sortKey="Jun, S C" uniqKey="Jun S">S.C. Jun</name></author><author><name sortKey="Kim, J G" uniqKey="Kim J">J.G. Kim</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Noori, S" uniqKey="Noori S">S. Noori</name></author><author><name sortKey="Mikaeili, M" uniqKey="Mikaeili M">M. Mikaeili</name></author></analytic></biblStruct></listBibl></div1></back></TEI><affiliations><list><country><li>France</li><li>Tunisie</li></country></list><tree><noCountry><name sortKey="Chaari, Lotfi" sort="Chaari, Lotfi" uniqKey="Chaari L" first="Lotfi" last="Chaari">Lotfi Chaari</name><name sortKey="Hokelmann, Anita" sort="Hokelmann, Anita" uniqKey="Hokelmann A" first="Anita" last="Hökelmann">Anita Hökelmann</name></noCountry><country name="Tunisie"><noRegion><name sortKey="Chaabene, Siwar" sort="Chaabene, Siwar" uniqKey="Chaabene S" first="Siwar" last="Chaabene">Siwar Chaabene</name></noRegion><name sortKey="Bouaziz, Bassem" sort="Bouaziz, Bassem" uniqKey="Bouaziz B" first="Bassem" last="Bouaziz">Bassem Bouaziz</name><name sortKey="Boudaya, Amal" sort="Boudaya, Amal" uniqKey="Boudaya A" first="Amal" last="Boudaya">Amal Boudaya</name></country><country name="France"><noRegion><name sortKey="Ammar, Achraf" sort="Ammar, Achraf" uniqKey="Ammar A" first="Achraf" last="Ammar">Achraf Ammar</name></noRegion></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Wicri/Sante/explor/MaghrebDataLibMedV2/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000800 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 000800 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien
|wiki= Wicri/Sante
|area= MaghrebDataLibMedV2
|flux= Main
|étape= Exploration
|type= RBID
|clé= PMC:7959292
|texte= Convolutional Neural Network for Drowsiness Detection Using EEG Signals
}}
Pour générer des pages wiki
HfdIndexSelect -h $EXPLOR_AREA/Data/Main/Exploration/RBID.i -Sk "pubmed:33802357" \
| HfdSelect -Kh $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd \
| NlmPubMed2Wicri -a MaghrebDataLibMedV2
| This area was generated with Dilib version V0.6.38. |  |