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Volumn 10, Issue 1, 2013, Pages

Detection of motor execution using a hybrid fNIRS-biosignal BCI: A feasibility study

Author keywords

Autonomic nervous system (ANS); BCI; Biosignals; Functional NIRS; Hidden Markov model (HMM); Isometric pinching; Single trial

Indexed keywords

HEMOGLOBIN;

EID: 84872416291     PISSN: None     EISSN: 17430003     Source Type: Journal    
DOI: 10.1186/1743-0003-10-4     Document Type: Article
Times cited : (73)

References (64)
  • 4
    • 36249021081 scopus 로고    scopus 로고
    • A concept for extending the applicability of constraint-induced movement therapy through motor cortex activity feedback using a neural prosthesis
    • A concept for extending the applicability of constraint-induced movement therapy through motor cortex activity feedback using a neural prosthesis. Ward TE, Soraghan CJ, Matthews F, Markham C, Comput Intell Neurosci 2007 2007 51363
    • (2007) Comput Intell Neurosci , vol.2007 , pp. 51363
    • Ward, T.E.1    Soraghan, C.J.2    Matthews, F.3    Markham, C.4
  • 5
    • 45749117611 scopus 로고    scopus 로고
    • Cortical control of a prosthetic arm for self-feeding
    • 10.1038/nature06996 18509337
    • Cortical control of a prosthetic arm for self-feeding. Velliste M, Perel S, Spalding MC, Whitford AS, Schwartz AB, Nature 2008 453 1098 1101 10.1038/nature06996 18509337
    • (2008) Nature , vol.453 , pp. 1098-1101
    • Velliste, M.1    Perel, S.2    Spalding, M.C.3    Whitford, A.S.4    Schwartz, A.B.5
  • 7
    • 6344249527 scopus 로고    scopus 로고
    • A brain-computer interface using electrocorticographic signals in humans
    • 10.1088/1741-2560/1/2/001 15876624
    • A brain-computer interface using electrocorticographic signals in humans. Leuthardt EC, Schalk G, Wolpaw JR, Ojemann JG, Moran DW, J Neural Eng 2004 1 63 10.1088/1741-2560/1/2/001 15876624
    • (2004) J Neural Eng , vol.1 , pp. 63
    • Leuthardt, E.C.1    Schalk, G.2    Wolpaw, J.R.3    Ojemann, J.G.4    Moran, D.W.5
  • 9
    • 70350241137 scopus 로고    scopus 로고
    • Hemodynamic brain-computer interfaces for communication and rehabilitation
    • 10.1016/j.neunet.2009.05.009 19524399
    • Hemodynamic brain-computer interfaces for communication and rehabilitation. Sitaram R, Caria A, Birbaumer N, Neural Netw 2009 22 1320 1328 10.1016/j.neunet.2009.05.009 19524399
    • (2009) Neural Netw , vol.22 , pp. 1320-1328
    • Sitaram, R.1    Caria, A.2    Birbaumer, N.3
  • 11
    • 4344692576 scopus 로고    scopus 로고
    • On the suitability of near-infrared (NIR) systems for next-generation brain-computer interfaces
    • 10.1088/0967-3334/25/4/003 15382823
    • On the suitability of near-infrared (NIR) systems for next-generation brain-computer interfaces. Coyle S, Ward T, Markham C, McDarby G, Physiol Meas 2004 25 815 822 10.1088/0967-3334/25/4/003 15382823
    • (2004) Physiol Meas , vol.25 , pp. 815-822
    • Coyle, S.1    Ward, T.2    Markham, C.3    McDarby, G.4
  • 12
    • 2442688033 scopus 로고    scopus 로고
    • Principles of a brain-computer interface (BCI) based on real-time functional magnetic resonance imaging (fMRI)
    • 10.1109/TBME.2004.827063
    • Principles of a brain-computer interface (BCI) based on real-time functional magnetic resonance imaging (fMRI). Weiskopf N, Mathiak K, Bock S, Scharnowski F, Veit R, Grodd W, Goebel R, Birbaumer N, Biomed Eng, IEEE Trans on 2004 51 966 970 10.1109/TBME.2004.827063
    • (2004) Biomed Eng, IEEE Trans on , vol.51 , pp. 966-970
    • Weiskopf, N.1    Mathiak, K.2    Bock, S.3    Scharnowski, F.4    Veit, R.5    Grodd, W.6    Goebel, R.7    Birbaumer, N.8
  • 13
    • 84055188025 scopus 로고    scopus 로고
    • Neurovascular coupling
    • 10.4249/scholarpedia.5340
    • Neurovascular coupling. Pasley BN, Freeman RD, Scholarpedia 2008 3 5340 10.4249/scholarpedia.5340
    • (2008) Scholarpedia , vol.3 , pp. 5340
    • Pasley, B.N.1    Freeman, R.D.2
  • 14
    • 37549059884 scopus 로고    scopus 로고
    • Progress of near-infrared spectroscopy and topography for brain and muscle clinical applications
    • 10.1117/1.2804899 18163807
    • Progress of near-infrared spectroscopy and topography for brain and muscle clinical applications. Wolf M, Ferrari M, Quaresima V, J Biomed Opt 2007 12 062104 10.1117/1.2804899 18163807
    • (2007) J Biomed Opt , vol.12 , pp. 062104
    • Wolf, M.1    Ferrari, M.2    Quaresima, V.3
  • 15
    • 47249124102 scopus 로고    scopus 로고
    • Wireless miniaturized in-vivo near infrared imaging
    • 10.1364/OE.16.010323 18607442
    • Wireless miniaturized in-vivo near infrared imaging. Muehlemann T, Haensse D, Wolf M, Opt Express 2008 16 10323 10330 10.1364/OE.16.010323 18607442
    • (2008) Opt Express , vol.16 , pp. 10323-10330
    • Muehlemann, T.1    Haensse, D.2    Wolf, M.3
  • 18
    • 33846639587 scopus 로고    scopus 로고
    • Temporal classification of multichannel near-infrared spectroscopy signals of motor imagery for developing a brain-computer interface
    • 10.1016/j.neuroimage.2006.11.005 17196832
    • Temporal classification of multichannel near-infrared spectroscopy signals of motor imagery for developing a brain-computer interface. Sitaram R, Zhang H, Guan C, Thulasidis M, Hoshi Y, Ishikawa A, Shimizu K, Birbaumer N, NeuroImage 2007 34 1416 1427 10.1016/j.neuroimage.2006.11.005 17196832
    • (2007) NeuroImage , vol.34 , pp. 1416-1427
    • Sitaram, R.1    Zhang, H.2    Guan, C.3    Thulasidis, M.4    Hoshi, Y.5    Ishikawa, A.6    Shimizu, K.7    Birbaumer, N.8
  • 19
    • 37749001843 scopus 로고    scopus 로고
    • Brain-computer interface using a simplified functional near-infrared spectroscopy system
    • 10.1088/1741-2560/4/3/007 17873424
    • Brain-computer interface using a simplified functional near-infrared spectroscopy system. Coyle SM, Ward TE, Markham CM, J Neural Eng 2007 4 219 10.1088/1741-2560/4/3/007 17873424
    • (2007) J Neural Eng , vol.4 , pp. 219
    • Coyle, S.M.1    Ward, T.E.2    Markham, C.M.3
  • 20
    • 77949975733 scopus 로고    scopus 로고
    • Classification of prefrontal activity due to mental arithmetic and music imagery using hidden Markov models and frequency domain near-infrared spectroscopy
    • 10.1088/1741-2560/7/2/026002
    • Classification of prefrontal activity due to mental arithmetic and music imagery using hidden Markov models and frequency domain near-infrared spectroscopy. Power SD, Falk TH, Chau T, J Neural Eng 2010 7 026002 10.1088/1741-2560/7/2/026002
    • (2010) J Neural Eng , vol.7 , pp. 026002
    • Power, S.D.1    Falk, T.H.2    Chau, T.3
  • 21
    • 38949217777 scopus 로고    scopus 로고
    • Development, set-up and first results for a one-channel near-infrared spectroscopy system
    • 10.1515/BMT.2008.005
    • Development, set-up and first results for a one-channel near-infrared spectroscopy system. Bauernfeind G, Leeb R, Wriessnegger SC, Pfurtscheller G, Biomed Eng 2008 53 36 43 10.1515/BMT.2008.005
    • (2008) Biomed Eng , vol.53 , pp. 36-43
    • Bauernfeind, G.1    Leeb, R.2    Wriessnegger, S.C.3    Pfurtscheller, G.4
  • 22
    • 79954511812 scopus 로고    scopus 로고
    • Taking NIRS-BCIs outside the lab: Towards achieving robustness against environment noise
    • Taking NIRS-BCIs outside the lab: towards achieving robustness against environment noise. Falk T, Guirgis M, Power S, Chau T, Neural Syst Rehabil Eng, IEEE Trans on 2011 19 136 146
    • (2011) Neural Syst Rehabil Eng, IEEE Trans on , vol.19 , pp. 136-146
    • Falk, T.1    Guirgis, M.2    Power, S.3    Chau, T.4
  • 23
    • 62449226855 scopus 로고    scopus 로고
    • Decoding subjective preference from single-trial near-infrared spectroscopy signals
    • 10.1088/1741-2560/6/1/016003 19104138
    • Decoding subjective preference from single-trial near-infrared spectroscopy signals. Luu S, Chau T, J Neural Eng 2009 6 016003 10.1088/1741-2560/6/1/016003 19104138
    • (2009) J Neural Eng , vol.6 , pp. 016003
    • Luu, S.1    Chau, T.2
  • 24
    • 72849142724 scopus 로고    scopus 로고
    • Single-trial classification of NIRS signals during emotional induction tasks: Towards a corporeal machine interface
    • 10.1186/1743-0003-6-39 19900285
    • Single-trial classification of NIRS signals during emotional induction tasks: towards a corporeal machine interface. Tai K, Chau T, J Neuroeng Rehabil 2009 6 39 10.1186/1743-0003-6-39 19900285
    • (2009) J Neuroeng Rehabil , vol.6 , pp. 39
    • Tai, K.1    Chau, T.2
  • 25
    • 79958802226 scopus 로고    scopus 로고
    • Single-trial classification of motor imagery differing in task complexity: A functional near-infrared spectroscopy study
    • 10.1186/1743-0003-8-34 21682906
    • Single-trial classification of motor imagery differing in task complexity: a functional near-infrared spectroscopy study. Holper L, Wolf M, J Neuroeng Rehabil 2011 8 34 10.1186/1743-0003-8-34 21682906
    • (2011) J Neuroeng Rehabil , vol.8 , pp. 34
    • Holper, L.1    Wolf, M.2
  • 26
    • 78751528830 scopus 로고    scopus 로고
    • Recognition of brain hemodynamic mental response for brain computer interface
    • Seoul, South Korea: Institute of Electrical and Electronics Engineers
    • Recognition of brain hemodynamic mental response for brain computer interface. Abibullaev B, Kang WS, Lee SH, An J, International Conference on Control, Automation and Systems (ICCAS) Seoul, South Korea: Institute of Electrical and Electronics Engineers 2010 2238 2243
    • (2010) International Conference on Control, Automation and Systems (ICCAS) , pp. 2238-2243
    • Abibullaev, B.1    Kang, W.S.2    Lee, S.H.3    An, J.4
  • 27
    • 78751477268 scopus 로고    scopus 로고
    • Multichannel temporal data classification of motor imagination using fNIRS
    • Seoul, South Korea: Institute of Electrical and Electronics Engineers
    • Multichannel temporal data classification of motor imagination using fNIRS. Takahashi S, Nakamura H, Tsunashima H, International Conference on Control, Automation and Systems (ICCAS) Seoul, South Korea: Institute of Electrical and Electronics Engineers 2010 2443 2447
    • (2010) International Conference on Control, Automation and Systems (ICCAS) , pp. 2443-2447
    • Takahashi, S.1    Nakamura, H.2    Tsunashima, H.3
  • 29
    • 79961075385 scopus 로고    scopus 로고
    • Estimating and validating the interbeat intervals of the heart using near-infrared spectroscopy on the human forehead
    • 10.1117/1.3606560 21895329
    • Estimating and validating the interbeat intervals of the heart using near-infrared spectroscopy on the human forehead. Trajkovic I, Scholkmann F, Wolf M, J Biomed Opt 2011 16 087002 10.1117/1.3606560 21895329
    • (2011) J Biomed Opt , vol.16 , pp. 087002
    • Trajkovic, I.1    Scholkmann, F.2    Wolf, M.3
  • 30
    • 0028354582 scopus 로고
    • Measurement of changes in cerebral haemodynamics during inspiration and expiration using near infrared spectroscopy
    • 10.1007/978-1-4615-2468-7-82 8079766
    • Measurement of changes in cerebral haemodynamics during inspiration and expiration using near infrared spectroscopy. Elwell CE, Owen-Reece H, Cope M, Edwards AD, Wyatt JS, Reynolds EOR, Delpy DT, Adv Exp Med Biol 1994 345 619 626 10.1007/978-1-4615-2468-7-82 8079766
    • (1994) Adv Exp Med Biol , vol.345 , pp. 619-626
    • Elwell, C.E.1    Owen-Reece, H.2    Cope, M.3    Edwards, A.D.4    Wyatt, J.S.5    Reynolds, E.O.R.6    Delpy, D.T.7
  • 31
    • 33645046092 scopus 로고    scopus 로고
    • The enigma of Mayer waves: Facts and models
    • 10.1016/j.cardiores.2005.11.008 16360130
    • The enigma of Mayer waves: Facts and models. Julien C, Cardiovasc Res 2006 70 12 21 10.1016/j.cardiores.2005.11.008 16360130
    • (2006) Cardiovasc Res , vol.70 , pp. 12-21
    • Julien, C.1
  • 32
    • 0034465323 scopus 로고    scopus 로고
    • Oscillations in cerebral haemodynamics - Implications for functional activation studies
    • 10.1007/978-1-4615-4717-4-8 10659132
    • Oscillations in cerebral haemodynamics-implications for functional activation studies. Elwell CE, Springett R, Hillmann E, Delpy DT, Adv Exp Med Biol 1999 471 57 65 10.1007/978-1-4615-4717-4-8 10659132
    • (1999) Adv Exp Med Biol , vol.471 , pp. 57-65
    • Elwell, C.E.1    Springett, R.2    Hillmann, E.3    Delpy, D.T.4
  • 33
    • 0033660052 scopus 로고    scopus 로고
    • Spontaneous low frequency oscillations of cerebral hemodynamics and metabolism in human adults
    • 10.1006/nimg.2000.0657 11112395
    • Spontaneous low frequency oscillations of cerebral hemodynamics and metabolism in human adults. Obrig H, Neufang M, Wenzel R, Kohl M, Steinbrink J, Einhupl K, Villringer A, NeuroImage 2000 12 623 639 10.1006/nimg.2000.0657 11112395
    • (2000) NeuroImage , vol.12 , pp. 623-639
    • Obrig, H.1    Neufang, M.2    Wenzel, R.3    Kohl, M.4    Steinbrink, J.5    Einhupl, K.6    Villringer, A.7
  • 36
    • 1542376028 scopus 로고    scopus 로고
    • Motor hand representation in cortical area 44
    • 10.1212/01.WNL.0000113731.75479.25 15007126
    • Motor hand representation in cortical area 44. Uozumi T, Tamagawa A, Hashimoto T, Tsuji S, Neurology 2004 62 757 761 10.1212/01.WNL.0000113731.75479. 25 15007126
    • (2004) Neurology , vol.62 , pp. 757-761
    • Uozumi, T.1    Tamagawa, A.2    Hashimoto, T.3    Tsuji, S.4
  • 37
    • 33646696618 scopus 로고    scopus 로고
    • The primary motor and premotor areas of the human cerebral cortex
    • 10.1177/1073858405284255 16514011
    • The primary motor and premotor areas of the human cerebral cortex. Chouinard PA, Paus T, Neuroscientist 2006 12 143 152 10.1177/1073858405284255 16514011
    • (2006) Neuroscientist , vol.12 , pp. 143-152
    • Chouinard, P.A.1    Paus, T.2
  • 40
    • 0033614939 scopus 로고    scopus 로고
    • Event-related functional magnetic resonance imaging: Modelling, inference and optimization
    • 10.1098/rstb.1999.0475
    • Event-related functional magnetic resonance imaging: modelling, inference and optimization. Josephs O, Henson RNA, Philos Trans R Soc London, Ser B: Biol Sci 1999 354 1387 1215 1228 10.1098/rstb.1999.0475
    • (1999) Philos Trans R Soc London, ser B: Biol Sci , vol.354 , Issue.1387 , pp. 1215-1228
    • Josephs, O.1    Henson, R.N.A.2
  • 41
    • 77951098827 scopus 로고    scopus 로고
    • How to detect and reduce movement artifacts in near-infrared imaging using standard deviation and spline interpolation
    • 10.1088/0967-3334/31/5/004 20308772
    • How to detect and reduce movement artifacts in near-infrared imaging using standard deviation and spline interpolation. Scholkmann F, Spichtig S, Muehlemann T, Wolf M, Physiol Meas 2010 31 649 662 10.1088/0967-3334/31/5/004 20308772
    • (2010) Physiol Meas , vol.31 , pp. 649-662
    • Scholkmann, F.1    Spichtig, S.2    Muehlemann, T.3    Wolf, M.4
  • 42
    • 0030843420 scopus 로고    scopus 로고
    • Non-invasive optical spectroscopy and imaging of human brain function
    • 10.1016/S0166-2236(97)01132-6 9347608
    • Non-invasive optical spectroscopy and imaging of human brain function. Villringer A, Chance B, Trends in Neurosciences 1997 20 435 442 10.1016/S0166-2236(97)01132-6 9347608
    • (1997) Trends in Neurosciences , vol.20 , pp. 435-442
    • Villringer, A.1    Chance, B.2
  • 43
    • 0028851402 scopus 로고
    • Optical pathlength measurements on adult head, calf and forearm and the head of the newborn infant using phase resolved optical spectroscopy
    • 10.1088/0031-9155/40/2/007 7708855
    • Optical pathlength measurements on adult head, calf and forearm and the head of the newborn infant using phase resolved optical spectroscopy. Duncan A, Meek JH, Clemence M, Elwell CE, Tyszczuk L, Cope M, Delpy D, Phys Med Biol 1995 40 295 304 10.1088/0031-9155/40/2/007 7708855
    • (1995) Phys Med Biol , vol.40 , pp. 295-304
    • Duncan, A.1    Meek, J.H.2    Clemence, M.3    Elwell, C.E.4    Tyszczuk, L.5    Cope, M.6    Delpy, D.7
  • 44
    • 0023865632 scopus 로고
    • Characterization of the near infrared absorption spectra of cytochrome aa3 and haemoglobin for the non-invasive monitoring of cerebral oxygenation
    • 10.1016/0005-2728(88)90069-2 2831976
    • Characterization of the near infrared absorption spectra of cytochrome aa3 and haemoglobin for the non-invasive monitoring of cerebral oxygenation. Wray S, Cope M, Delpy DT, Wyatt JS, Reynolds EO, Biochim Biophys Acta 1988 933 184 192 10.1016/0005-2728(88)90069-2 2831976
    • (1988) Biochim Biophys Acta , vol.933 , pp. 184-192
    • Wray, S.1    Cope, M.2    Delpy, D.T.3    Wyatt, J.S.4    Reynolds, E.O.5
  • 45
    • 84934442416 scopus 로고    scopus 로고
    • Measurement of frontal lobe functional activation and related systemic effects: A near-infrared spectroscopy investigation
    • 10.1007/978-0-387-74911-2-44 18290351
    • Measurement of frontal lobe functional activation and related systemic effects: A near-infrared spectroscopy investigation. Tachtsidis I, Leung TS, Devoto L, Delpy DT, Elwell CE, Adv Exp Med Biol 2008 614 397 403 10.1007/978-0-387-74911-2-44 18290351
    • (2008) Adv Exp Med Biol , vol.614 , pp. 397-403
    • Tachtsidis, I.1    Leung, T.S.2    Devoto, L.3    Delpy, D.T.4    Elwell, C.E.5
  • 46
    • 13144284940 scopus 로고    scopus 로고
    • Real time electrocardiogram QRS detection using combined adaptive threshold
    • 10.1186/1475-925X-3-28 15333132
    • Real time electrocardiogram QRS detection using combined adaptive threshold. Christov I, Biomed Eng OnLine 2004 3 28 10.1186/1475-925X-3-28 15333132
    • (2004) Biomed Eng OnLine , vol.3 , pp. 28
    • Christov, I.1
  • 47
    • 0029928495 scopus 로고    scopus 로고
    • Heart rate variability: Standards of measurement, physiological interpretation, and clinical Use
    • Force Of The European Society Of Cardiology The North American Society Of Pacing Electrophysiology T. 10.1161/01.CIR.93.5.1043 8598068
    • Heart rate variability: standards of measurement, physiological interpretation, and clinical Use. Task Force of the European Society of Cardiology the North American Society of Pacing Electrophysiology, Circulation 1996 93 1043 1065 10.1161/01.CIR.93.5.1043 8598068
    • (1996) Circulation , vol.93 , pp. 1043-1065
  • 48
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • 10.1109/5.18626
    • A tutorial on hidden Markov models and selected applications in speech recognition. Rabiner L, Proc IEEE 1989 77 257 286 10.1109/5.18626
    • (1989) Proc IEEE , vol.77 , pp. 257-286
    • Rabiner, L.1
  • 50
    • 67349172155 scopus 로고    scopus 로고
    • Single-trial reconstruction of finger-pinch forces from human motor-cortical activation measured by near-infrared spectroscopy (NIRS)
    • 10.1016/j.neuroimage.2009.04.050 19393320
    • Single-trial reconstruction of finger-pinch forces from human motor-cortical activation measured by near-infrared spectroscopy (NIRS). Nambu I, Osu R, Sato Ma, Ando S, Kawato M, Naito E, NeuroImage 2009 47 628 637 10.1016/j.neuroimage.2009.04.050 19393320
    • (2009) NeuroImage , vol.47 , pp. 628-637
    • Nambu, I.1    Osu, R.2    Sato, M.3    Ando, S.4    Kawato, M.5    Naito, E.6
  • 53
    • 33746399762 scopus 로고    scopus 로고
    • Brain-computer interface research at the university of south Florida cognitive psychophysiology laboratory: The P300 speller
    • 10.1109/TNSRE.2006.875580
    • Brain-computer interface research at the university of south Florida cognitive psychophysiology laboratory: the P300 speller. Sellers E, Kübler A, Donchin E, Neural Syst Rehabil Eng, IEEE Trans 2006 14 221 224 10.1109/TNSRE.2006.875580
    • (2006) Neural Syst Rehabil Eng, IEEE Trans , vol.14 , pp. 221-224
    • Sellers, E.1    Kübler, A.2    Donchin, E.3
  • 54
    • 33745954612 scopus 로고    scopus 로고
    • Motor imagery. A backdoor to the motor system after stroke?
    • 10.1161/01.STR.0000226902.43357.fc 16741183
    • Motor imagery. A backdoor to the motor system after stroke? Sharma N, Pomeroy VM, Baron JC, Stroke 2006 37 1941 1952 10.1161/01.STR.0000226902.43357. fc 16741183
    • (2006) Stroke , vol.37 , pp. 1941-1952
    • Sharma, N.1    Pomeroy, V.M.2    Baron, J.C.3
  • 55
    • 33947531403 scopus 로고    scopus 로고
    • Motor imagery and stroke rehabilitation: A critical discussion
    • 10.2340/16501977-0020 17225031
    • Motor imagery and stroke rehabilitation: a critical discussion. De Vries S, Mulder T, J Rehabil Med 2007 39 5 13 10.2340/16501977-0020 17225031
    • (2007) J Rehabil Med , vol.39 , pp. 5-13
    • De Vries, S.1    Mulder, T.2
  • 56
    • 41749121222 scopus 로고    scopus 로고
    • Efficacy of motor imagery in post-stroke rehabilitation: A systematic review
    • 10.1186/1743-0003-5-8 18341687
    • Efficacy of motor imagery in post-stroke rehabilitation: a systematic review. Zimmermann-Schlatter A, Schuster C, Puhan M, Siekierka E, Steurer J, J Neuroeng Rehabil 2008 5 8 10.1186/1743-0003-5-8 18341687
    • (2008) J Neuroeng Rehabil , vol.5 , pp. 8
    • Zimmermann-Schlatter, A.1    Schuster, C.2    Puhan, M.3    Siekierka, E.4    Steurer, J.5
  • 59
    • 79957954887 scopus 로고    scopus 로고
    • Closing the sensorimotor loop: Haptic feedback facilitates decoding of motor imagery
    • 10.1088/1741-2560/8/3/036005 21474878
    • Closing the sensorimotor loop: haptic feedback facilitates decoding of motor imagery. Gomez-Rodriguez M, Peters J, Hill J, Schoelkopf B, Gharabaghi A, Grosse-Wentrup M, J Neural Eng 2011 8 036005 10.1088/1741-2560/8/3/036005 21474878
    • (2011) J Neural Eng , vol.8 , pp. 036005
    • Gomez-Rodriguez, M.1    Peters, J.2    Hill, J.3    Schoelkopf, B.4    Gharabaghi, A.5    Grosse-Wentrup, M.6
  • 60
    • 78649753679 scopus 로고    scopus 로고
    • Speeded near infrared spectroscopy (NIRS) response detection
    • 10.1371/journal.pone.0015474 21085607
    • Speeded near infrared spectroscopy (NIRS) response detection. Cui X, Bray S, Reiss A, PLoS One 2010 5 15474 10.1371/journal.pone.0015474 21085607
    • (2010) PLoS One , vol.5 , pp. 515474
    • Cui, X.1    Bray, S.2    Reiss, A.3
  • 62
    • 7044239641 scopus 로고    scopus 로고
    • Modeling the hemodynamic response to brain activation
    • Modeling the hemodynamic response to brain activation. Buxton RB, Uludag K, Dubowitz DJ, Liu TT, NeuroImage 2004 23 Suppl 1 220 233
    • (2004) NeuroImage , vol.23 , Issue.SUPPL. 1 , pp. 220-233
    • Buxton, R.B.1    Uludag, K.2    Dubowitz, D.J.3    Liu, T.T.4


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