id sid tid token lemma pos bam-1809 1 1 microsoft microsoft PROPN bam-1809 1 2 word word NOUN bam-1809 1 3 10ejtmmyorev1_3 10ejtmmyorev1_3 NUM bam-1809 1 4 _ _ NOUN bam-1809 1 5 131 131 NUM bam-1809 1 6 - - SYM bam-1809 1 7 138 138 NUM bam-1809 1 8 graupe graupe NOUN bam-1809 1 9 e e NOUN bam-1809 1 10 - - NOUN bam-1809 1 11 pub pub ADJ bam-1809 1 12 apr08.doc apr08.doc NOUN bam-1809 1 13 prediction prediction NOUN bam-1809 1 14 of of ADP bam-1809 1 15 muscular muscular ADJ bam-1809 1 16 activation activation NOUN bam-1809 1 17 modes mode NOUN bam-1809 1 18 via via ADP bam-1809 1 19 surface surface PROPN bam-1809 1 20 emg emg PROPN bam-1809 1 21 european european PROPN bam-1809 1 22 journal journal PROPN bam-1809 1 23 translational translational ADJ bam-1809 1 24 myology myology NOUN bam-1809 1 25 myology myology NOUN bam-1809 1 26 reviews review NOUN bam-1809 1 27 2010 2010 NUM bam-1809 1 28 ; ; PUNCT bam-1809 1 29 1 1 NUM bam-1809 1 30 ( ( PUNCT bam-1809 1 31 3 3 NUM bam-1809 1 32 ): ): PUNCT bam-1809 1 33 131 131 NUM bam-1809 1 34 - - SYM bam-1809 1 35 138 138 NUM bam-1809 1 36 131 131 NUM bam-1809 1 37 recognition recognition NOUN bam-1809 1 38 and and CCONJ bam-1809 1 39 prediction prediction NOUN bam-1809 1 40 of of ADP bam-1809 1 41 individual individual ADJ bam-1809 1 42 and and CCONJ bam-1809 1 43 combined combine VERB bam-1809 1 44 muscular muscular ADJ bam-1809 1 45 activation activation NOUN bam-1809 1 46 modes mode NOUN bam-1809 1 47 via via ADP bam-1809 1 48 surface surface NOUN bam-1809 1 49 emg emg PROPN bam-1809 1 50 analysis analysis PROPN bam-1809 1 51 daniel daniel PROPN bam-1809 1 52 graupe graupe PROPN bam-1809 1 53 department department PROPN bam-1809 1 54 of of ADP bam-1809 1 55 electrical electrical PROPN bam-1809 1 56 & & CCONJ bam-1809 1 57 computer computer NOUN bam-1809 1 58 engineering engineering NOUN bam-1809 1 59 and and CCONJ bam-1809 1 60 dept dept NOUN bam-1809 1 61 . . PROPN bam-1809 1 62 of of ADP bam-1809 1 63 neurology neurology NOUN bam-1809 1 64 & & CCONJ bam-1809 1 65 rehabilitation rehabilitation PROPN bam-1809 1 66 medicine medicine NOUN bam-1809 1 67 , , PUNCT bam-1809 1 68 university university PROPN bam-1809 1 69 of of ADP bam-1809 1 70 illinois illinois PROPN bam-1809 1 71 , , PUNCT bam-1809 1 72 chicago chicago PROPN bam-1809 1 73 , , PUNCT bam-1809 1 74 il il PROPN bam-1809 1 75 , , PUNCT bam-1809 1 76 usa usa PROPN bam-1809 1 77 abstract abstract PROPN bam-1809 1 78 the the DET bam-1809 1 79 paper paper NOUN bam-1809 1 80 discusses discuss VERB bam-1809 1 81 how how SCONJ bam-1809 1 82 recognition recognition NOUN bam-1809 1 83 of of ADP bam-1809 1 84 individual individual ADJ bam-1809 1 85 and and CCONJ bam-1809 1 86 combined combine VERB bam-1809 1 87 muscular muscular ADJ bam-1809 1 88 activation activation NOUN bam-1809 1 89 modes mode NOUN bam-1809 1 90 ( ( PUNCT bam-1809 1 91 functions function NOUN bam-1809 1 92 ) ) PUNCT bam-1809 1 93 and and CCONJ bam-1809 1 94 the the DET bam-1809 1 95 prediction prediction NOUN bam-1809 1 96 of of ADP bam-1809 1 97 intended intend VERB bam-1809 1 98 such such ADJ bam-1809 1 99 modes mode NOUN bam-1809 1 100 can can AUX bam-1809 1 101 be be AUX bam-1809 1 102 accomplished accomplish VERB bam-1809 1 103 by by ADP bam-1809 1 104 identifying identify VERB bam-1809 1 105 parameters parameter NOUN bam-1809 1 106 of of ADP bam-1809 1 107 noninvasive noninvasive ADJ bam-1809 1 108 surface surface NOUN bam-1809 1 109 emg emg NOUN bam-1809 1 110 signals signal NOUN bam-1809 1 111 . . PUNCT bam-1809 2 1 it it PRON bam-1809 2 2 outlines outline VERB bam-1809 2 3 the the DET bam-1809 2 4 mathematical mathematical ADJ bam-1809 2 5 analysis analysis NOUN bam-1809 2 6 of of ADP bam-1809 2 7 surface surface NOUN bam-1809 2 8 emg emg NOUN bam-1809 2 9 signal signal NOUN bam-1809 2 10 to to PART bam-1809 2 11 facilitate facilitate VERB bam-1809 2 12 such such ADJ bam-1809 2 13 recognition recognition NOUN bam-1809 2 14 and and CCONJ bam-1809 2 15 related related ADJ bam-1809 2 16 prediction prediction NOUN bam-1809 2 17 , , PUNCT bam-1809 2 18 including include VERB bam-1809 2 19 recognition recognition NOUN bam-1809 2 20 of of ADP bam-1809 2 21 intention intention NOUN bam-1809 2 22 ( ( PUNCT bam-1809 2 23 in in ADP bam-1809 2 24 terms term NOUN bam-1809 2 25 of of ADP bam-1809 2 26 attempts attempt NOUN bam-1809 2 27 ) ) PUNCT bam-1809 2 28 to to PART bam-1809 2 29 activate activate VERB bam-1809 2 30 motor motor NOUN bam-1809 2 31 functions function NOUN bam-1809 2 32 from from ADP bam-1809 2 33 the the DET bam-1809 2 34 emg emg NOUN bam-1809 2 35 , , PUNCT bam-1809 2 36 without without ADP bam-1809 2 37 accessing access VERB bam-1809 2 38 the the DET bam-1809 2 39 cns cns NOUN bam-1809 2 40 itself itself PRON bam-1809 2 41 , , PUNCT bam-1809 2 42 in in ADP bam-1809 2 43 cases case NOUN bam-1809 2 44 where where SCONJ bam-1809 2 45 a a DET bam-1809 2 46 patient patient NOUN bam-1809 2 47 , , PUNCT bam-1809 2 48 say say INTJ bam-1809 2 49 , , PUNCT bam-1809 2 50 a a DET bam-1809 2 51 high high ADJ bam-1809 2 52 - - PUNCT bam-1809 2 53 level level NOUN bam-1809 2 54 amputee amputee NOUN bam-1809 2 55 does do AUX bam-1809 2 56 not not PART bam-1809 2 57 have have AUX bam-1809 2 58 the the DET bam-1809 2 59 final final ADJ bam-1809 2 60 - - PUNCT bam-1809 2 61 activation activation NOUN bam-1809 2 62 muscles muscle NOUN bam-1809 2 63 and and CCONJ bam-1809 2 64 joints joint NOUN bam-1809 2 65 . . PUNCT bam-1809 3 1 the the DET bam-1809 3 2 emg emg NOUN bam-1809 3 3 activity activity NOUN bam-1809 3 4 thus thus ADV bam-1809 3 5 allows allow VERB bam-1809 3 6 to to PART bam-1809 3 7 interpret interpret VERB bam-1809 3 8 and and CCONJ bam-1809 3 9 recognize recognize VERB bam-1809 3 10 cns cns PROPN bam-1809 3 11 commands command NOUN bam-1809 3 12 from from ADP bam-1809 3 13 minute minute ADJ bam-1809 3 14 variations variation NOUN bam-1809 3 15 in in ADP bam-1809 3 16 the the DET bam-1809 3 17 parameters parameter NOUN bam-1809 3 18 of of ADP bam-1809 3 19 surface surface NOUN bam-1809 3 20 emg emg NOUN bam-1809 3 21 signals signal NOUN bam-1809 3 22 that that PRON bam-1809 3 23 record record NOUN bam-1809 3 24 changes change NOUN bam-1809 3 25 in in ADP bam-1809 3 26 the the DET bam-1809 3 27 firing firing NOUN bam-1809 3 28 of of ADP bam-1809 3 29 motor motor NOUN bam-1809 3 30 neurons neuron NOUN bam-1809 3 31 triggering trigger VERB bam-1809 3 32 contractions contraction NOUN bam-1809 3 33 in in ADP bam-1809 3 34 related related ADJ bam-1809 3 35 muscle muscle NOUN bam-1809 3 36 fibers fiber NOUN bam-1809 3 37 . . PUNCT bam-1809 4 1 we we PRON bam-1809 4 2 note note VERB bam-1809 4 3 that that SCONJ bam-1809 4 4 although although SCONJ bam-1809 4 5 in in ADP bam-1809 4 6 popular popular ADJ bam-1809 4 7 media medium NOUN bam-1809 4 8 this this PRON bam-1809 4 9 is be AUX bam-1809 4 10 sometimes sometimes ADV bam-1809 4 11 referred refer VERB bam-1809 4 12 to to ADP bam-1809 4 13 as as ADP bam-1809 4 14 detection detection NOUN bam-1809 4 15 of of ADP bam-1809 4 16 “ " PUNCT bam-1809 4 17 thoughts thought NOUN bam-1809 4 18 ” " PUNCT bam-1809 4 19 , , PUNCT bam-1809 4 20 no no DET bam-1809 4 21 thoughts thought NOUN bam-1809 4 22 are be AUX bam-1809 4 23 detected detect VERB bam-1809 4 24 , , PUNCT bam-1809 4 25 but but CCONJ bam-1809 4 26 only only ADV bam-1809 4 27 motor motor NOUN bam-1809 4 28 - - PUNCT bam-1809 4 29 outcomes outcome NOUN bam-1809 4 30 of of ADP bam-1809 4 31 thoughts thought NOUN bam-1809 4 32 as as SCONJ bam-1809 4 33 found find VERB bam-1809 4 34 in in ADP bam-1809 4 35 the the DET bam-1809 4 36 emg emg NOUN bam-1809 4 37 signal signal NOUN bam-1809 4 38 . . PUNCT bam-1809 5 1 examples example NOUN bam-1809 5 2 of of ADP bam-1809 5 3 concrete concrete ADJ bam-1809 5 4 cases case NOUN bam-1809 5 5 where where SCONJ bam-1809 5 6 such such ADJ bam-1809 5 7 recognition recognition NOUN bam-1809 5 8 or or CCONJ bam-1809 5 9 prediction prediction NOUN bam-1809 5 10 were be AUX bam-1809 5 11 accomplished accomplish VERB bam-1809 5 12 in in ADP bam-1809 5 13 the the DET bam-1809 5 14 author author NOUN bam-1809 5 15 ’s ’s PART bam-1809 5 16 lab lab NOUN bam-1809 5 17 and and CCONJ bam-1809 5 18 in in ADP bam-1809 5 19 devices device NOUN bam-1809 5 20 that that PRON bam-1809 5 21 came come VERB bam-1809 5 22 out out ADP bam-1809 5 23 of of ADP bam-1809 5 24 that that DET bam-1809 5 25 lab lab NOUN bam-1809 5 26 , , PUNCT bam-1809 5 27 are be AUX bam-1809 5 28 given give VERB bam-1809 5 29 as as SCONJ bam-1809 5 30 are be AUX bam-1809 5 31 references reference NOUN bam-1809 5 32 to to ADP bam-1809 5 33 these these PRON bam-1809 5 34 in in ADP bam-1809 5 35 the the DET bam-1809 5 36 literature literature NOUN bam-1809 5 37 over over ADP bam-1809 5 38 the the DET bam-1809 5 39 last last ADJ bam-1809 5 40 35 35 NUM bam-1809 5 41 years year NOUN bam-1809 5 42 . . PUNCT bam-1809 6 1 key key ADJ bam-1809 6 2 words word NOUN bam-1809 6 3 : : PUNCT bam-1809 6 4 prediction prediction NOUN bam-1809 6 5 , , PUNCT bam-1809 6 6 combined combine VERB bam-1809 6 7 muscular muscular ADJ bam-1809 6 8 activation activation NOUN bam-1809 6 9 modes mode NOUN bam-1809 6 10 , , PUNCT bam-1809 6 11 surface surface NOUN bam-1809 6 12 emg emg PROPN bam-1809 6 13 european european PROPN bam-1809 6 14 journal journal PROPN bam-1809 6 15 translational translational ADJ bam-1809 6 16 myology myology NOUN bam-1809 6 17 myology myology NOUN bam-1809 6 18 reviews review NOUN bam-1809 6 19 2010 2010 NUM bam-1809 6 20 ; ; PUNCT bam-1809 6 21 1 1 NUM bam-1809 6 22 ( ( PUNCT bam-1809 6 23 3 3 NUM bam-1809 6 24 ): ): PUNCT bam-1809 6 25 131 131 NUM bam-1809 6 26 - - SYM bam-1809 6 27 138 138 NUM bam-1809 6 28 1 1 NUM bam-1809 6 29 . . PUNCT bam-1809 7 1 the the DET bam-1809 7 2 role role NOUN bam-1809 7 3 of of ADP bam-1809 7 4 the the DET bam-1809 7 5 surface surface NOUN bam-1809 7 6 emg emg NOUN bam-1809 7 7 signal signal NOUN bam-1809 7 8 2 2 NUM bam-1809 7 9 . . X bam-1809 7 10 analisis analisis NOUN bam-1809 7 11 2.1 2.1 NUM bam-1809 7 12 the the DET bam-1809 7 13 basic basic ADJ bam-1809 7 14 temporal temporal ADJ bam-1809 7 15 model model NOUN bam-1809 7 16 of of ADP bam-1809 7 17 the the DET bam-1809 7 18 surface surface NOUN bam-1809 7 19 emg emg NOUN bam-1809 7 20 signal signal VERB bam-1809 7 21 2.2 2.2 NUM bam-1809 7 22 non non ADJ bam-1809 7 23 - - NOUN bam-1809 7 24 stationarity stationarity NOUN bam-1809 7 25 : : PUNCT bam-1809 7 26 stochastic stochastic ADJ bam-1809 7 27 time time NOUN bam-1809 7 28 series series PROPN bam-1809 7 29 approach approach VERB bam-1809 7 30 2.3 2.3 NUM bam-1809 7 31 non non ADJ bam-1809 7 32 - - NOUN bam-1809 7 33 stationarity stationarity NOUN bam-1809 7 34 of of ADP bam-1809 7 35 model model NOUN bam-1809 7 36 : : PUNCT bam-1809 7 37 the the DET bam-1809 7 38 wavelet wavelet NOUN bam-1809 7 39 approach approach VERB bam-1809 7 40 2.4 2.4 NUM bam-1809 7 41 neural neural ADJ bam-1809 7 42 network network NOUN bam-1809 7 43 for for ADP bam-1809 7 44 clusteing clustee VERB bam-1809 7 45 2.5 2.5 NUM bam-1809 7 46 discrimination discrimination NOUN bam-1809 7 47 between between ADP bam-1809 7 48 different different ADJ bam-1809 7 49 motor motor NOUN bam-1809 7 50 functions function NOUN bam-1809 7 51 from from ADP bam-1809 7 52 emg emg NOUN bam-1809 7 53 parameters parameter NOUN bam-1809 7 54 3 3 NUM bam-1809 7 55 . . PUNCT bam-1809 7 56 applications application NOUN bam-1809 7 57 3.1 3.1 NUM bam-1809 7 58 discrimination discrimination NOUN bam-1809 7 59 of of ADP bam-1809 7 60 six six NUM bam-1809 7 61 contraction contraction NOUN bam-1809 7 62 modes mode NOUN bam-1809 7 63 in in ADP bam-1809 7 64 emg emg PROPN bam-1809 7 65 recorded record VERB bam-1809 7 66 at at ADP bam-1809 7 67 shoulder shoulder NOUN bam-1809 7 68 electrode electrode NOUN bam-1809 7 69 : : PUNCT bam-1809 7 70 to to PART bam-1809 7 71 control control VERB bam-1809 7 72 multidegree multidegree NOUN bam-1809 7 73 - - PUNCT bam-1809 7 74 of of ADP bam-1809 7 75 - - PUNCT bam-1809 7 76 freedom freedom NOUN bam-1809 7 77 above above ADJ bam-1809 7 78 - - PUNCT bam-1809 7 79 elbow elbow NOUN bam-1809 7 80 prosthesis prosthesis NOUN bam-1809 7 81 3.2 3.2 NUM bam-1809 7 82 discrimination discrimination NOUN bam-1809 7 83 of of ADP bam-1809 7 84 several several ADJ bam-1809 7 85 muscle muscle NOUN bam-1809 7 86 contraction contraction NOUN bam-1809 7 87 modes mode NOUN bam-1809 7 88 in in ADP bam-1809 7 89 emg emg NOUN bam-1809 7 90 from from ADP bam-1809 7 91 electrodes electrode NOUN bam-1809 7 92 to to PART bam-1809 7 93 control control VERB bam-1809 7 94 activation activation NOUN bam-1809 7 95 of of ADP bam-1809 7 96 steps step NOUN bam-1809 7 97 for for ADP bam-1809 7 98 walking walk VERB bam-1809 7 99 via via ADP bam-1809 7 100 electrical electrical ADJ bam-1809 7 101 stimulation stimulation NOUN bam-1809 7 102 of of ADP bam-1809 7 103 paraplegia paraplegia ADJ bam-1809 7 104 3.3 3.3 NUM bam-1809 7 105 fixed fix VERB bam-1809 7 106 - - PUNCT bam-1809 7 107 time time NOUN bam-1809 7 108 - - PUNCT bam-1809 7 109 interval interval NOUN bam-1809 7 110 prediction prediction NOUN bam-1809 7 111 of of ADP bam-1809 7 112 onset onset NOUN bam-1809 7 113 of of ADP bam-1809 7 114 sleep sleep NOUN bam-1809 7 115 apnea apnea NOUN bam-1809 7 116 via via ADP bam-1809 7 117 submental submental PROPN bam-1809 7 118 emg emg PROPN bam-1809 7 119 4 4 NUM bam-1809 7 120 . . PUNCT bam-1809 7 121 conclusions conclusion NOUN bam-1809 7 122 and and CCONJ bam-1809 7 123 perspectives perspective NOUN bam-1809 7 124 the the DET bam-1809 7 125 paper paper NOUN bam-1809 7 126 discusses discuss VERB bam-1809 7 127 how how SCONJ bam-1809 7 128 recognition recognition NOUN bam-1809 7 129 of of ADP bam-1809 7 130 individual individual ADJ bam-1809 7 131 and and CCONJ bam-1809 7 132 combined combine VERB bam-1809 7 133 muscular muscular ADJ bam-1809 7 134 activation activation NOUN bam-1809 7 135 modes mode NOUN bam-1809 7 136 ( ( PUNCT bam-1809 7 137 functions function NOUN bam-1809 7 138 ) ) PUNCT bam-1809 7 139 and and CCONJ bam-1809 7 140 the the DET bam-1809 7 141 prediction prediction NOUN bam-1809 7 142 of of ADP bam-1809 7 143 intended intend VERB bam-1809 7 144 such such ADJ bam-1809 7 145 modes mode NOUN bam-1809 7 146 can can AUX bam-1809 7 147 be be AUX bam-1809 7 148 accomplished accomplish VERB bam-1809 7 149 by by ADP bam-1809 7 150 identifying identify VERB bam-1809 7 151 parameters parameter NOUN bam-1809 7 152 of of ADP bam-1809 7 153 noninvasive noninvasive ADJ bam-1809 7 154 surface surface NOUN bam-1809 7 155 emg emg NOUN bam-1809 7 156 signals signal NOUN bam-1809 7 157 . . PUNCT bam-1809 8 1 the the DET bam-1809 8 2 emg emg NOUN bam-1809 8 3 activity activity NOUN bam-1809 8 4 thus thus ADV bam-1809 8 5 allows allow VERB bam-1809 8 6 to to PART bam-1809 8 7 interpret interpret VERB bam-1809 8 8 and and CCONJ bam-1809 8 9 recognize recognize VERB bam-1809 8 10 cns cns PROPN bam-1809 8 11 commands command NOUN bam-1809 8 12 from from ADP bam-1809 8 13 minute minute ADJ bam-1809 8 14 variations variation NOUN bam-1809 8 15 in in ADP bam-1809 8 16 the the DET bam-1809 8 17 parameters parameter NOUN bam-1809 8 18 of of ADP bam-1809 8 19 surface surface NOUN bam-1809 8 20 emg emg NOUN bam-1809 8 21 signals signal NOUN bam-1809 8 22 that that PRON bam-1809 8 23 record record NOUN bam-1809 8 24 changes change NOUN bam-1809 8 25 in in ADP bam-1809 8 26 the the DET bam-1809 8 27 firing firing NOUN bam-1809 8 28 of of ADP bam-1809 8 29 motor motor NOUN bam-1809 8 30 neurons neuron NOUN bam-1809 8 31 that that PRON bam-1809 8 32 trigger trigger NOUN bam-1809 8 33 contractions contraction NOUN bam-1809 8 34 in in ADP bam-1809 8 35 related related ADJ bam-1809 8 36 muscle muscle NOUN bam-1809 8 37 fibers fiber NOUN bam-1809 8 38 . . PUNCT bam-1809 9 1 recognition recognition NOUN bam-1809 9 2 and and CCONJ bam-1809 9 3 discrimination discrimination NOUN bam-1809 9 4 between between ADP bam-1809 9 5 several several ADJ bam-1809 9 6 modes mode NOUN bam-1809 9 7 of of ADP bam-1809 9 8 muscular muscular ADJ bam-1809 9 9 contractions contraction NOUN bam-1809 9 10 were be AUX bam-1809 9 11 first first ADV bam-1809 9 12 reported report VERB bam-1809 9 13 in in ADP bam-1809 9 14 1975 1975 NUM bam-1809 9 15 [ [ X bam-1809 9 16 7 7 NUM bam-1809 9 17 ] ] PUNCT bam-1809 9 18 , , PUNCT bam-1809 9 19 as as SCONJ bam-1809 9 20 was be AUX bam-1809 9 21 the the DET bam-1809 9 22 related relate VERB bam-1809 9 23 mathematical mathematical ADJ bam-1809 9 24 derivation derivation NOUN bam-1809 9 25 . . PUNCT bam-1809 10 1 it it PRON bam-1809 10 2 was be AUX bam-1809 10 3 subsequently subsequently ADV bam-1809 10 4 employed employ VERB bam-1809 10 5 by by ADP bam-1809 10 6 others other NOUN bam-1809 10 7 , , PUNCT bam-1809 10 8 such such ADJ bam-1809 10 9 as as ADP bam-1809 10 10 in in ADP bam-1809 10 11 [ [ X bam-1809 10 12 3,18,20 3,18,20 NUM bam-1809 10 13 ] ] X bam-1809 10 14 . . PUNCT bam-1809 11 1 such such ADJ bam-1809 11 2 recognition recognition NOUN bam-1809 11 3 and and CCONJ bam-1809 11 4 prediction prediction NOUN bam-1809 11 5 is be AUX bam-1809 11 6 important important ADJ bam-1809 11 7 for for ADP bam-1809 11 8 controlling control VERB bam-1809 11 9 prosthetic prosthetic ADJ bam-1809 11 10 and and CCONJ bam-1809 11 11 orthotic orthotic ADJ bam-1809 11 12 devices device NOUN bam-1809 12 1 [ [ X bam-1809 12 2 7,14 7,14 X bam-1809 12 3 ] ] PUNCT bam-1809 12 4 and and CCONJ bam-1809 12 5 for for ADP bam-1809 12 6 controlling control VERB bam-1809 12 7 electrical electrical ADJ bam-1809 12 8 stimulation stimulation NOUN bam-1809 12 9 on on ADP bam-1809 12 10 paraplegic paraplegic ADJ bam-1809 12 11 patients patient NOUN bam-1809 12 12 [ [ X bam-1809 12 13 9,10,12 9,10,12 NUM bam-1809 12 14 ] ] X bam-1809 12 15 . . PUNCT bam-1809 13 1 it it PRON bam-1809 13 2 is be AUX bam-1809 13 3 also also ADV bam-1809 13 4 important important ADJ bam-1809 13 5 for for ADP bam-1809 13 6 detecting detect VERB bam-1809 13 7 onset onset NOUN bam-1809 13 8 of of ADP bam-1809 13 9 tremors tremor NOUN bam-1809 13 10 in in ADP bam-1809 13 11 patients patient NOUN bam-1809 13 12 suffering suffer VERB bam-1809 13 13 from from ADP bam-1809 13 14 neurological neurological ADJ bam-1809 13 15 diseases disease NOUN bam-1809 13 16 such such ADJ bam-1809 13 17 as as ADP bam-1809 13 18 parkinson parkinson NOUN bam-1809 13 19 disease disease NOUN bam-1809 13 20 ( ( PUNCT bam-1809 13 21 pd pd NOUN bam-1809 13 22 ) ) PUNCT bam-1809 13 23 and and CCONJ bam-1809 13 24 essential essential ADJ bam-1809 13 25 tremors tremor NOUN bam-1809 13 26 [ [ X bam-1809 13 27 1 1 NUM bam-1809 13 28 ] ] PUNCT bam-1809 13 29 , , PUNCT bam-1809 13 30 in in ADP bam-1809 13 31 order order NOUN bam-1809 13 32 to to PART bam-1809 13 33 adaptively adaptively ADV bam-1809 13 34 control control VERB bam-1809 13 35 deep deep ADJ bam-1809 13 36 brain brain NOUN bam-1809 13 37 electrical electrical ADJ bam-1809 13 38 stimulation stimulation NOUN bam-1809 13 39 ( ( PUNCT bam-1809 13 40 dbs dbs PROPN bam-1809 13 41 ) ) PUNCT bam-1809 13 42 . . PUNCT bam-1809 14 1 other other ADJ bam-1809 14 2 applications application NOUN bam-1809 14 3 are be AUX bam-1809 14 4 to to PART bam-1809 14 5 predict predict VERB bam-1809 14 6 and and CCONJ bam-1809 14 7 detect detect VERB bam-1809 14 8 onset onset NOUN bam-1809 14 9 of of ADP bam-1809 14 10 sleep sleep NOUN bam-1809 14 11 apnea apnea NOUN bam-1809 14 12 and and CCONJ bam-1809 14 13 hypopnea hypopnea VERB bam-1809 14 14 events event NOUN bam-1809 14 15 [ [ X bam-1809 14 16 24 24 NUM bam-1809 14 17 ] ] PUNCT bam-1809 14 18 , , PUNCT bam-1809 14 19 to to PART bam-1809 14 20 allow allow VERB bam-1809 14 21 early early ADJ bam-1809 14 22 warning warning NOUN bam-1809 14 23 of of ADP bam-1809 14 24 such such ADJ bam-1809 14 25 events event NOUN bam-1809 14 26 , , PUNCT bam-1809 14 27 to to PART bam-1809 14 28 allow allow VERB bam-1809 14 29 high high ADJ bam-1809 14 30 - - PUNCT bam-1809 14 31 level level NOUN bam-1809 14 32 above above ADP bam-1809 14 33 - - PUNCT bam-1809 14 34 elbow elbow NOUN bam-1809 14 35 [ [ X bam-1809 14 36 13 13 NUM bam-1809 14 37 ] ] PUNCT bam-1809 14 38 and and CCONJ bam-1809 14 39 shoulderdisarticulation shoulderdisarticulation NOUN bam-1809 15 1 [ [ X bam-1809 15 2 14 14 NUM bam-1809 15 3 ] ] PUNCT bam-1809 15 4 amputees amputee VERB bam-1809 15 5 to to PART bam-1809 15 6 activate activate VERB bam-1809 15 7 at at ADP bam-1809 15 8 will will NOUN bam-1809 15 9 ( ( PUNCT bam-1809 15 10 via via ADP bam-1809 15 11 a a DET bam-1809 15 12 single single ADJ bam-1809 15 13 pair pair NOUN bam-1809 15 14 of of ADP bam-1809 15 15 shoulder shoulder NOUN bam-1809 15 16 - - PUNCT bam-1809 15 17 emg emg NOUN bam-1809 15 18 electrodes electrode VERB bam-1809 15 19 to to PART bam-1809 15 20 activate activate VERB bam-1809 15 21 three three NUM bam-1809 15 22 below below ADP bam-1809 15 23 - - PUNCT bam-1809 15 24 amputation amputation NOUN bam-1809 15 25 joints joint NOUN bam-1809 15 26 of of ADP bam-1809 15 27 a a DET bam-1809 15 28 prosthesis prosthesis NOUN bam-1809 15 29 ( ( PUNCT bam-1809 15 30 six six NUM bam-1809 15 31 functions function NOUN bam-1809 15 32 ) ) PUNCT bam-1809 15 33 , , PUNCT bam-1809 15 34 namely namely ADV bam-1809 15 35 , , PUNCT bam-1809 15 36 elbow elbow NOUN bam-1809 15 37 - - PUNCT bam-1809 15 38 flexing flex VERB bam-1809 15 39 / / SYM bam-1809 15 40 extension extension NOUN bam-1809 15 41 , , PUNCT bam-1809 15 42 wrist wrist NOUN bam-1809 15 43 rotation rotation NOUN bam-1809 15 44 ( ( PUNCT bam-1809 15 45 wrist wrist NOUN bam-1809 15 46 pronation pronation NOUN bam-1809 15 47 / / SYM bam-1809 15 48 supination supination NOUN bam-1809 15 49 ) ) PUNCT bam-1809 15 50 and and CCONJ bam-1809 15 51 hand hand NOUN bam-1809 15 52 ’s ’s PART bam-1809 15 53 graspopening graspopening NOUN bam-1809 15 54 / / SYM bam-1809 15 55 closing closing NOUN bam-1809 15 56 [ [ X bam-1809 15 57 13,14 13,14 NUM bam-1809 15 58 ] ] PUNCT bam-1809 15 59 , , PUNCT bam-1809 15 60 or or CCONJ bam-1809 15 61 to to PART bam-1809 15 62 activate activate VERB bam-1809 15 63 the the DET bam-1809 15 64 same same ADJ bam-1809 15 65 six six NUM bam-1809 15 66 prediction prediction NOUN bam-1809 15 67 of of ADP bam-1809 15 68 muscular muscular ADJ bam-1809 15 69 activation activation NOUN bam-1809 15 70 modes mode NOUN bam-1809 15 71 via via ADP bam-1809 15 72 surface surface PROPN bam-1809 15 73 emg emg PROPN bam-1809 15 74 european european PROPN bam-1809 15 75 journal journal PROPN bam-1809 15 76 translational translational ADJ bam-1809 15 77 myology myology NOUN bam-1809 15 78 myology myology NOUN bam-1809 15 79 reviews review NOUN bam-1809 15 80 1 1 NUM bam-1809 15 81 ( ( PUNCT bam-1809 15 82 3 3 NUM bam-1809 15 83 ): ): PUNCT bam-1809 15 84 131 131 NUM bam-1809 15 85 - - SYM bam-1809 15 86 138 138 NUM bam-1809 15 87 , , PUNCT bam-1809 15 88 2010 2010 NUM bam-1809 15 89 132 132 NUM bam-1809 15 90 functions function NOUN bam-1809 15 91 on on ADP bam-1809 15 92 a a DET bam-1809 15 93 robotic robotic ADJ bam-1809 15 94 arm arm NOUN bam-1809 15 95 , , PUNCT bam-1809 15 96 as as SCONJ bam-1809 15 97 was be AUX bam-1809 15 98 performed perform VERB bam-1809 15 99 and and CCONJ bam-1809 15 100 filmed film VERB bam-1809 15 101 in in ADP bam-1809 15 102 the the DET bam-1809 15 103 author author NOUN bam-1809 15 104 ’s ’s PART bam-1809 15 105 lab lab NOUN bam-1809 15 106 since since SCONJ bam-1809 15 107 the the DET bam-1809 15 108 early early ADJ bam-1809 15 109 1970 1970 NUM bam-1809 15 110 ’s ’s NOUN bam-1809 15 111 . . PUNCT bam-1809 16 1 the the DET bam-1809 16 2 paper paper NOUN bam-1809 16 3 outlines outline VERB bam-1809 16 4 the the DET bam-1809 16 5 mathematical mathematical ADJ bam-1809 16 6 analysis analysis NOUN bam-1809 16 7 of of ADP bam-1809 16 8 surface surface NOUN bam-1809 16 9 emg emg NOUN bam-1809 16 10 signal signal NOUN bam-1809 16 11 to to PART bam-1809 16 12 facilitate facilitate VERB bam-1809 16 13 such such ADJ bam-1809 16 14 recognition recognition NOUN bam-1809 16 15 and and CCONJ bam-1809 16 16 related related ADJ bam-1809 16 17 prediction prediction NOUN bam-1809 16 18 , , PUNCT bam-1809 16 19 including include VERB bam-1809 16 20 recognition recognition NOUN bam-1809 16 21 of of ADP bam-1809 16 22 intention intention NOUN bam-1809 16 23 ( ( PUNCT bam-1809 16 24 in in ADP bam-1809 16 25 terms term NOUN bam-1809 16 26 of of ADP bam-1809 16 27 attempts attempt NOUN bam-1809 16 28 ) ) PUNCT bam-1809 16 29 to to PART bam-1809 16 30 activate activate VERB bam-1809 16 31 motor motor NOUN bam-1809 16 32 functions function NOUN bam-1809 16 33 from from ADP bam-1809 16 34 the the DET bam-1809 16 35 emg emg NOUN bam-1809 16 36 , , PUNCT bam-1809 16 37 without without ADP bam-1809 16 38 accessing access VERB bam-1809 16 39 the the DET bam-1809 16 40 cns cns NOUN bam-1809 16 41 itself itself PRON bam-1809 16 42 , , PUNCT bam-1809 16 43 in in ADP bam-1809 16 44 cases case NOUN bam-1809 16 45 where where SCONJ bam-1809 16 46 a a DET bam-1809 16 47 patient patient NOUN bam-1809 16 48 , , PUNCT bam-1809 16 49 say say INTJ bam-1809 16 50 , , PUNCT bam-1809 16 51 a a DET bam-1809 16 52 high high ADJ bam-1809 16 53 - - PUNCT bam-1809 16 54 level level NOUN bam-1809 16 55 amputee amputee NOUN bam-1809 16 56 does do AUX bam-1809 16 57 not not PART bam-1809 16 58 have have AUX bam-1809 16 59 the the DET bam-1809 16 60 final final ADJ bam-1809 16 61 - - PUNCT bam-1809 16 62 activation activation NOUN bam-1809 16 63 muscles muscle NOUN bam-1809 16 64 and and CCONJ bam-1809 16 65 joints joint NOUN bam-1809 16 66 . . PUNCT bam-1809 17 1 we we PRON bam-1809 17 2 note note VERB bam-1809 17 3 that that SCONJ bam-1809 17 4 although although SCONJ bam-1809 17 5 in in ADP bam-1809 17 6 popular popular ADJ bam-1809 17 7 media medium NOUN bam-1809 17 8 this this PRON bam-1809 17 9 is be AUX bam-1809 17 10 sometimes sometimes ADV bam-1809 17 11 referred refer VERB bam-1809 17 12 to to ADP bam-1809 17 13 as as ADP bam-1809 17 14 detection detection NOUN bam-1809 17 15 of of ADP bam-1809 17 16 “ " PUNCT bam-1809 17 17 thoughts thought NOUN bam-1809 17 18 ” " PUNCT bam-1809 17 19 , , PUNCT bam-1809 17 20 no no DET bam-1809 17 21 thoughts thought NOUN bam-1809 17 22 are be AUX bam-1809 17 23 detected detect VERB bam-1809 17 24 , , PUNCT bam-1809 17 25 but but CCONJ bam-1809 17 26 only only ADV bam-1809 17 27 motor motor NOUN bam-1809 17 28 - - PUNCT bam-1809 17 29 outcomes outcome NOUN bam-1809 17 30 of of ADP bam-1809 17 31 thoughts thought NOUN bam-1809 17 32 as as SCONJ bam-1809 17 33 found find VERB bam-1809 17 34 in in ADP bam-1809 17 35 the the DET bam-1809 17 36 emg emg NOUN bam-1809 17 37 signal signal NOUN bam-1809 17 38 . . PUNCT bam-1809 18 1 in in ADP bam-1809 18 2 the the DET bam-1809 18 3 coming come VERB bam-1809 18 4 sections section NOUN bam-1809 18 5 , , PUNCT bam-1809 18 6 the the DET bam-1809 18 7 paper paper NOUN bam-1809 18 8 will will AUX bam-1809 18 9 discuss discuss VERB bam-1809 18 10 the the DET bam-1809 18 11 role role NOUN bam-1809 18 12 of of ADP bam-1809 18 13 the the DET bam-1809 18 14 surface surface NOUN bam-1809 18 15 emg emg NOUN bam-1809 18 16 signal signal NOUN bam-1809 18 17 , , PUNCT bam-1809 18 18 analysis analysis NOUN bam-1809 18 19 methods method NOUN bam-1809 18 20 for for ADP bam-1809 18 21 retrieving retrieve VERB bam-1809 18 22 complex complex ADJ bam-1809 18 23 information information NOUN bam-1809 18 24 from from ADP bam-1809 18 25 the the DET bam-1809 18 26 surface surface NOUN bam-1809 18 27 - - PUNCT bam-1809 18 28 emg emg NOUN bam-1809 18 29 signal signal NOUN bam-1809 18 30 and and CCONJ bam-1809 18 31 specific specific ADJ bam-1809 18 32 examples example NOUN bam-1809 18 33 of of ADP bam-1809 18 34 concrete concrete ADJ bam-1809 18 35 applications application NOUN bam-1809 18 36 , , PUNCT bam-1809 18 37 mainly mainly ADV bam-1809 18 38 from from ADP bam-1809 18 39 the the DET bam-1809 18 40 author author NOUN bam-1809 18 41 ’s ’s PART bam-1809 18 42 lab lab NOUN bam-1809 18 43 . . PUNCT bam-1809 19 1 1 1 X bam-1809 19 2 . . X bam-1809 20 1 the the DET bam-1809 20 2 role role NOUN bam-1809 20 3 of of ADP bam-1809 20 4 the the DET bam-1809 20 5 surface surface NOUN bam-1809 20 6 emg emg NOUN bam-1809 20 7 signal signal NOUN bam-1809 20 8 we we PRON bam-1809 20 9 note note VERB bam-1809 20 10 that that SCONJ bam-1809 20 11 parameters parameter NOUN bam-1809 20 12 of of ADP bam-1809 20 13 surface surface NOUN bam-1809 20 14 emg emg NOUN bam-1809 20 15 signals signal NOUN bam-1809 20 16 for for ADP bam-1809 20 17 a a DET bam-1809 20 18 given give VERB bam-1809 20 19 limb limb NOUN bam-1809 20 20 function function NOUN bam-1809 20 21 or or CCONJ bam-1809 20 22 combination combination NOUN bam-1809 20 23 of of ADP bam-1809 20 24 such such ADJ bam-1809 20 25 functions function NOUN bam-1809 20 26 ( ( PUNCT bam-1809 20 27 which which PRON bam-1809 20 28 is be AUX bam-1809 20 29 executed execute VERB bam-1809 20 30 by by ADP bam-1809 20 31 contractions contraction NOUN bam-1809 20 32 of of ADP bam-1809 20 33 certain certain ADJ bam-1809 20 34 related related ADJ bam-1809 20 35 muscle muscle NOUN bam-1809 20 36 fibers fiber NOUN bam-1809 20 37 that that PRON bam-1809 20 38 are be AUX bam-1809 20 39 activated activate VERB bam-1809 20 40 by by ADP bam-1809 20 41 their their PRON bam-1809 20 42 appropriate appropriate ADJ bam-1809 20 43 motor motor NOUN bam-1809 20 44 neurons neuron NOUN bam-1809 20 45 ) ) PUNCT bam-1809 20 46 , , PUNCT bam-1809 20 47 start start VERB bam-1809 20 48 to to PART bam-1809 20 49 change change VERB bam-1809 20 50 , , PUNCT bam-1809 20 51 at at ADP bam-1809 20 52 least least ADV bam-1809 20 53 slightly slightly ADV bam-1809 20 54 , , PUNCT bam-1809 20 55 even even ADV bam-1809 20 56 before before SCONJ bam-1809 20 57 the the DET bam-1809 20 58 actual actual ADJ bam-1809 20 59 desired desire VERB bam-1809 20 60 function function NOUN bam-1809 20 61 is be AUX bam-1809 20 62 executed execute VERB bam-1809 20 63 . . PUNCT bam-1809 21 1 furthermore furthermore ADV bam-1809 21 2 , , PUNCT bam-1809 21 3 in in ADP bam-1809 21 4 order order NOUN bam-1809 21 5 to to PART bam-1809 21 6 execute execute VERB bam-1809 21 7 such such ADJ bam-1809 21 8 functions function NOUN bam-1809 21 9 , , PUNCT bam-1809 21 10 the the DET bam-1809 21 11 motor motor NOUN bam-1809 21 12 cortex cortex NOUN bam-1809 21 13 must must AUX bam-1809 21 14 first first ADV bam-1809 21 15 balance balance VERB bam-1809 21 16 the the DET bam-1809 21 17 contractions contraction NOUN bam-1809 21 18 of of ADP bam-1809 21 19 other other ADJ bam-1809 21 20 muscle muscle NOUN bam-1809 21 21 fibers fiber NOUN bam-1809 21 22 upstream upstream ADV bam-1809 21 23 from from ADP bam-1809 21 24 the the DET bam-1809 21 25 joint joint NOUN bam-1809 21 26 involved involve VERB bam-1809 21 27 to to PART bam-1809 21 28 balance balance VERB bam-1809 21 29 the the DET bam-1809 21 30 body body NOUN bam-1809 21 31 for for ADP bam-1809 21 32 balanced balanced ADJ bam-1809 21 33 execution execution NOUN bam-1809 21 34 of of ADP bam-1809 21 35 the the DET bam-1809 21 36 desired desire VERB bam-1809 21 37 end end NOUN bam-1809 21 38 function function NOUN bam-1809 21 39 . . PUNCT bam-1809 22 1 hence hence ADV bam-1809 22 2 , , PUNCT bam-1809 22 3 changes change NOUN bam-1809 22 4 in in ADP bam-1809 22 5 shoulder shoulder NOUN bam-1809 22 6 and and CCONJ bam-1809 22 7 upper upper ADJ bam-1809 22 8 arm arm NOUN bam-1809 22 9 muscle muscle NOUN bam-1809 22 10 take take VERB bam-1809 22 11 place place NOUN bam-1809 22 12 well well ADV bam-1809 22 13 above above ADP bam-1809 22 14 an an DET bam-1809 22 15 elbow elbow NOUN bam-1809 22 16 that that PRON bam-1809 22 17 is be AUX bam-1809 22 18 to to PART bam-1809 22 19 be be AUX bam-1809 22 20 bent bent ADJ bam-1809 22 21 or or CCONJ bam-1809 22 22 a a DET bam-1809 22 23 wrist wrist NOUN bam-1809 22 24 that that PRON bam-1809 22 25 is be AUX bam-1809 22 26 to to PART bam-1809 22 27 be be AUX bam-1809 22 28 rotated rotate VERB bam-1809 22 29 . . PUNCT bam-1809 23 1 the the DET bam-1809 23 2 above above ADJ bam-1809 23 3 serve serve VERB bam-1809 23 4 to to PART bam-1809 23 5 allow allow VERB bam-1809 23 6 a a DET bam-1809 23 7 person person NOUN bam-1809 23 8 amputated amputate VERB bam-1809 23 9 at at ADP bam-1809 23 10 the the DET bam-1809 23 11 shoulder shoulder NOUN bam-1809 23 12 to to PART bam-1809 23 13 be be AUX bam-1809 23 14 able able ADJ bam-1809 23 15 to to PART bam-1809 23 16 control control VERB bam-1809 23 17 his his PRON bam-1809 23 18 / / SYM bam-1809 23 19 her her PRON bam-1809 23 20 missing miss VERB bam-1809 23 21 elbow elbow NOUN bam-1809 23 22 ( ( PUNCT bam-1809 23 23 actually actually ADV bam-1809 23 24 , , PUNCT bam-1809 23 25 an an DET bam-1809 23 26 elbow elbow NOUN bam-1809 23 27 prosthesis prosthesis NOUN bam-1809 23 28 ) ) PUNCT bam-1809 23 29 or or CCONJ bam-1809 23 30 even even ADV bam-1809 23 31 his his PRON bam-1809 23 32 / / SYM bam-1809 23 33 her her PRON bam-1809 23 34 missing miss VERB bam-1809 23 35 hand hand NOUN bam-1809 23 36 ’s ’s PART bam-1809 23 37 grasp grasp NOUN bam-1809 23 38 function function NOUN bam-1809 23 39 . . PUNCT bam-1809 24 1 it it PRON bam-1809 24 2 also also ADV bam-1809 24 3 allows allow VERB bam-1809 24 4 to to PART bam-1809 24 5 discriminate discriminate VERB bam-1809 24 6 between between ADP bam-1809 24 7 different different ADJ bam-1809 24 8 arm arm NOUN bam-1809 24 9 functions function NOUN bam-1809 24 10 from from ADP bam-1809 24 11 the the DET bam-1809 24 12 same same ADJ bam-1809 24 13 surface surface NOUN bam-1809 24 14 emg emg NOUN bam-1809 24 15 signal signal NOUN bam-1809 24 16 , , PUNCT bam-1809 24 17 since since SCONJ bam-1809 24 18 the the DET bam-1809 24 19 surface surface NOUN bam-1809 24 20 emg emg NOUN bam-1809 24 21 is be AUX bam-1809 24 22 a a DET bam-1809 24 23 spatial spatial ADJ bam-1809 24 24 integration integration NOUN bam-1809 24 25 of of ADP bam-1809 24 26 many many ADJ bam-1809 24 27 hundreds hundred NOUN bam-1809 24 28 or or CCONJ bam-1809 24 29 more more ADJ bam-1809 24 30 motor motor NOUN bam-1809 24 31 neurons neuron NOUN bam-1809 24 32 that that PRON bam-1809 24 33 may may AUX bam-1809 24 34 activate activate VERB bam-1809 24 35 different different ADJ bam-1809 24 36 muscle muscle NOUN bam-1809 24 37 fibers fiber NOUN bam-1809 24 38 . . PUNCT bam-1809 25 1 furthermore furthermore ADV bam-1809 25 2 , , PUNCT bam-1809 25 3 not not PART bam-1809 25 4 all all DET bam-1809 25 5 these these DET bam-1809 25 6 fibers fiber NOUN bam-1809 25 7 contract contract VERB bam-1809 25 8 in in ADP bam-1809 25 9 the the DET bam-1809 25 10 same same ADJ bam-1809 25 11 manner manner NOUN bam-1809 25 12 for for ADP bam-1809 25 13 different different ADJ bam-1809 25 14 major major ADJ bam-1809 25 15 functions function NOUN bam-1809 25 16 ( ( PUNCT bam-1809 25 17 elbow elbow VERB bam-1809 25 18 or or CCONJ bam-1809 25 19 grasp grasp NOUN bam-1809 25 20 , , PUNCT bam-1809 25 21 elbow elbow VERB bam-1809 25 22 bending bend VERB bam-1809 25 23 or or CCONJ bam-1809 25 24 extension extension NOUN bam-1809 25 25 ) ) PUNCT bam-1809 25 26 . . PUNCT bam-1809 26 1 the the DET bam-1809 26 2 model model NOUN bam-1809 26 3 in in ADP bam-1809 26 4 fig fig NOUN bam-1809 26 5 . . PUNCT bam-1809 27 1 1 1 NUM bam-1809 27 2 is be AUX bam-1809 27 3 a a DET bam-1809 27 4 schematic schematic ADJ bam-1809 27 5 for for ADP bam-1809 27 6 the the DET bam-1809 27 7 mathematical mathematical ADJ bam-1809 27 8 input input NOUN bam-1809 27 9 - - PUNCT bam-1809 27 10 output output NOUN bam-1809 27 11 model model NOUN bam-1809 27 12 . . PUNCT bam-1809 28 1 the the DET bam-1809 28 2 filter filter NOUN bam-1809 28 3 block block NOUN bam-1809 28 4 ( ( PUNCT bam-1809 28 5 denoted denote VERB bam-1809 28 6 : : PUNCT bam-1809 28 7 muscle muscle NOUN bam-1809 28 8 and and CCONJ bam-1809 28 9 skin skin NOUN bam-1809 28 10 tissue tissue NOUN bam-1809 28 11 ) ) PUNCT bam-1809 28 12 is be AUX bam-1809 28 13 the the DET bam-1809 28 14 transfer transfer NOUN bam-1809 28 15 function function NOUN bam-1809 28 16 between between ADP bam-1809 28 17 input input NOUN bam-1809 28 18 and and CCONJ bam-1809 28 19 output output NOUN bam-1809 28 20 . . PUNCT bam-1809 29 1 it it PRON bam-1809 29 2 encompasses encompass VERB bam-1809 29 3 the the DET bam-1809 29 4 propagation propagation NOUN bam-1809 29 5 of of ADP bam-1809 29 6 the the DET bam-1809 29 7 motor motor NOUN bam-1809 29 8 unit unit NOUN bam-1809 29 9 ’s ’s PART bam-1809 29 10 propagation propagation NOUN bam-1809 29 11 - - PUNCT bam-1809 29 12 response response NOUN bam-1809 29 13 through through ADP bam-1809 29 14 the the DET bam-1809 29 15 muscle muscle NOUN bam-1809 29 16 fibers fiber NOUN bam-1809 29 17 [ [ X bam-1809 29 18 21 21 NUM bam-1809 29 19 ] ] PUNCT bam-1809 29 20 and and CCONJ bam-1809 29 21 the the DET bam-1809 29 22 effects effect NOUN bam-1809 29 23 of of ADP bam-1809 29 24 skin skin NOUN bam-1809 29 25 tissue tissue NOUN bam-1809 29 26 all all DET bam-1809 29 27 the the DET bam-1809 29 28 way way NOUN bam-1809 29 29 to to ADP bam-1809 29 30 the the DET bam-1809 29 31 skin skin NOUN bam-1809 29 32 electrode electrode NOUN bam-1809 29 33 where where SCONJ bam-1809 29 34 the the DET bam-1809 29 35 surface surface NOUN bam-1809 29 36 emg emg NOUN bam-1809 29 37 is be AUX bam-1809 29 38 measured measure VERB bam-1809 29 39 . . PUNCT bam-1809 30 1 through through ADP bam-1809 30 2 the the DET bam-1809 30 3 recording recording NOUN bam-1809 30 4 of of ADP bam-1809 30 5 surface surface NOUN bam-1809 30 6 emg emg NOUN bam-1809 30 7 at at ADP bam-1809 30 8 the the DET bam-1809 30 9 quadriceps quadricep NOUN bam-1809 30 10 muscles muscle NOUN bam-1809 30 11 of of ADP bam-1809 30 12 complete complete ADJ bam-1809 30 13 thoracic thoracic NOUN bam-1809 30 14 - - PUNCT bam-1809 30 15 level level NOUN bam-1809 30 16 paraplegics paraplegic NOUN bam-1809 30 17 during during ADP bam-1809 30 18 electrical electrical ADJ bam-1809 30 19 stimulation stimulation NOUN bam-1809 30 20 at at ADP bam-1809 30 21 that that DET bam-1809 30 22 same same ADJ bam-1809 30 23 location location NOUN bam-1809 30 24 , , PUNCT bam-1809 30 25 we we PRON bam-1809 30 26 verified verify VERB bam-1809 30 27 this this DET bam-1809 30 28 model model NOUN bam-1809 30 29 . . PUNCT bam-1809 31 1 the the DET bam-1809 31 2 recording recording NOUN bam-1809 31 3 of of ADP bam-1809 31 4 this this DET bam-1809 31 5 signal signal NOUN bam-1809 31 6 , , PUNCT bam-1809 31 7 which which PRON bam-1809 31 8 we we PRON bam-1809 31 9 termed term VERB bam-1809 31 10 as as ADP bam-1809 31 11 responseemg responseemg NOUN bam-1809 31 12 , , PUNCT bam-1809 31 13 was be AUX bam-1809 31 14 possible possible ADJ bam-1809 31 15 since since SCONJ bam-1809 31 16 , , PUNCT bam-1809 31 17 in in ADP bam-1809 31 18 complete complete ADJ bam-1809 31 19 paraplegics paraplegic NOUN bam-1809 31 20 the the DET bam-1809 31 21 only only ADJ bam-1809 31 22 emg emg NOUN bam-1809 31 23 that that PRON bam-1809 31 24 can can AUX bam-1809 31 25 be be AUX bam-1809 31 26 measured measure VERB bam-1809 31 27 at at ADP bam-1809 31 28 this this DET bam-1809 31 29 stimulated stimulated ADJ bam-1809 31 30 site site NOUN bam-1809 31 31 is be AUX bam-1809 31 32 due due ADJ bam-1809 31 33 to to ADP bam-1809 31 34 the the DET bam-1809 31 35 stimulation stimulation NOUN bam-1809 31 36 . . PUNCT bam-1809 32 1 by by ADP bam-1809 32 2 separating separate VERB bam-1809 32 3 the the DET bam-1809 32 4 resulting result VERB bam-1809 32 5 emg emg NOUN bam-1809 32 6 from from ADP bam-1809 32 7 the the DET bam-1809 32 8 artifact artifact NOUN bam-1809 32 9 of of ADP bam-1809 32 10 the the DET bam-1809 32 11 stimulus stimulus NOUN bam-1809 32 12 , , PUNCT bam-1809 32 13 the the DET bam-1809 32 14 resulting result VERB bam-1809 32 15 emg emg NOUN bam-1809 32 16 was be AUX bam-1809 32 17 nothing nothing PRON bam-1809 32 18 but but SCONJ bam-1809 32 19 a a DET bam-1809 32 20 very very ADV bam-1809 32 21 strong strong ADJ bam-1809 32 22 motor motor NOUN bam-1809 32 23 - - PUNCT bam-1809 32 24 unit unit NOUN bam-1809 32 25 action action NOUN bam-1809 32 26 potential potential NOUN bam-1809 32 27 , , PUNCT bam-1809 32 28 which which PRON bam-1809 32 29 was be AUX bam-1809 32 30 in in ADP bam-1809 32 31 fact fact NOUN bam-1809 32 32 the the DET bam-1809 32 33 sum sum NOUN bam-1809 32 34 of of ADP bam-1809 32 35 action action NOUN bam-1809 32 36 potentials potential VERB bam-1809 32 37 from from ADP bam-1809 32 38 many many ADJ bam-1809 32 39 motor motor NOUN bam-1809 32 40 - - PUNCT bam-1809 32 41 units unit NOUN bam-1809 32 42 firing fire VERB bam-1809 32 43 simultaneously simultaneously ADV bam-1809 32 44 due due ADJ bam-1809 32 45 the the DET bam-1809 32 46 stimulation stimulation NOUN bam-1809 32 47 pulse pulse NOUN bam-1809 33 1 [ [ X bam-1809 33 2 6,8,10 6,8,10 NUM bam-1809 33 3 ] ] PUNCT bam-1809 33 4 . . PUNCT bam-1809 34 1 fig fig NOUN bam-1809 34 2 . . PUNCT bam-1809 35 1 2 2 NUM bam-1809 35 2 shows show VERB bam-1809 35 3 the the DET bam-1809 35 4 response response NOUN bam-1809 35 5 emg emg NOUN bam-1809 35 6 at at ADP bam-1809 35 7 a a DET bam-1809 35 8 paraplegic paraplegic NOUN bam-1809 35 9 ’s ’s PART bam-1809 35 10 quadriceps quadricep NOUN bam-1809 35 11 during during ADP bam-1809 35 12 fes fes NOUN bam-1809 35 13 stimulation stimulation NOUN bam-1809 35 14 immediately immediately ADV bam-1809 35 15 after after SCONJ bam-1809 35 16 the the DET bam-1809 35 17 patient patient NOUN bam-1809 35 18 stood stand VERB bam-1809 35 19 up up ADP bam-1809 35 20 ( ( PUNCT bam-1809 35 21 via via ADP bam-1809 35 22 fes fes NOUN bam-1809 35 23 , , PUNCT bam-1809 35 24 of of ADP bam-1809 35 25 course course NOUN bam-1809 35 26 ) ) PUNCT bam-1809 35 27 and and CCONJ bam-1809 35 28 then then ADV bam-1809 35 29 after after ADP bam-1809 35 30 prolonged prolonged ADJ bam-1809 35 31 stading stading NOUN bam-1809 35 32 , , PUNCT bam-1809 35 33 when when SCONJ bam-1809 35 34 muscle muscle NOUN bam-1809 35 35 fatigue fatigue NOUN bam-1809 35 36 started start VERB bam-1809 35 37 to to PART bam-1809 35 38 take take VERB bam-1809 35 39 its its PRON bam-1809 35 40 toll toll NOUN bam-1809 35 41 . . PUNCT bam-1809 36 1 at at ADP bam-1809 36 2 extreme extreme ADJ bam-1809 36 3 left leave VERB bam-1809 36 4 the the DET bam-1809 36 5 stimulus stimulus NOUN bam-1809 36 6 ’ ' PUNCT bam-1809 36 7 artifact artifact NOUN bam-1809 36 8 is be AUX bam-1809 36 9 visible visible ADJ bam-1809 36 10 . . PUNCT bam-1809 37 1 we we PRON bam-1809 37 2 note note VERB bam-1809 37 3 that that SCONJ bam-1809 37 4 similar similar ADJ bam-1809 37 5 results result NOUN bam-1809 37 6 are be AUX bam-1809 37 7 given give VERB bam-1809 37 8 in in ADP bam-1809 37 9 [ [ X bam-1809 37 10 17 17 NUM bam-1809 37 11 ] ] PUNCT bam-1809 37 12 . . PUNCT bam-1809 38 1 the the DET bam-1809 38 2 emg emg NOUN bam-1809 38 3 is be AUX bam-1809 38 4 a a DET bam-1809 38 5 neuromuscular neuromuscular ADJ bam-1809 38 6 signal signal NOUN bam-1809 38 7 that that PRON bam-1809 38 8 is be AUX bam-1809 38 9 , , PUNCT bam-1809 38 10 of of ADP bam-1809 38 11 course course NOUN bam-1809 38 12 , , PUNCT bam-1809 38 13 controlled control VERB bam-1809 38 14 by by ADP bam-1809 38 15 the the DET bam-1809 38 16 cns cns NOUN bam-1809 38 17 . . PUNCT bam-1809 39 1 it it PRON bam-1809 39 2 allows allow VERB bam-1809 39 3 indirect indirect ADJ bam-1809 39 4 reading reading NOUN bam-1809 39 5 of of ADP bam-1809 39 6 certain certain ADJ bam-1809 39 7 “ " PUNCT bam-1809 39 8 thoughts thought NOUN bam-1809 39 9 ” " PUNCT bam-1809 39 10 , , PUNCT bam-1809 39 11 namely namely ADV bam-1809 39 12 those those PRON bam-1809 39 13 related relate VERB bam-1809 39 14 to to ADP bam-1809 39 15 muscular muscular ADJ bam-1809 39 16 activity activity NOUN bam-1809 39 17 , , PUNCT bam-1809 39 18 without without ADP bam-1809 39 19 having have VERB bam-1809 39 20 to to PART bam-1809 39 21 record record VERB bam-1809 39 22 it it PRON bam-1809 39 23 at at ADP bam-1809 39 24 the the DET bam-1809 39 25 cns cns NOUN bam-1809 39 26 itself itself PRON bam-1809 39 27 . . PUNCT bam-1809 40 1 all all DET bam-1809 40 2 such such ADJ bam-1809 40 3 applications application NOUN bam-1809 40 4 require require VERB bam-1809 40 5 adequate adequate ADJ bam-1809 40 6 placements placement NOUN bam-1809 40 7 of of ADP bam-1809 40 8 the the DET bam-1809 40 9 emg emg NOUN bam-1809 40 10 electrodes electrode VERB bam-1809 40 11 so so SCONJ bam-1809 40 12 that that SCONJ bam-1809 40 13 they they PRON bam-1809 40 14 access access VERB bam-1809 40 15 the the DET bam-1809 40 16 muscle muscle NOUN bam-1809 40 17 fibers fiber NOUN bam-1809 40 18 whose whose DET bam-1809 40 19 contractions contraction NOUN bam-1809 40 20 are be AUX bam-1809 40 21 of of ADP bam-1809 40 22 interest interest NOUN bam-1809 40 23 and and CCONJ bam-1809 40 24 hence hence ADV bam-1809 40 25 , , PUNCT bam-1809 40 26 indirectly indirectly ADV bam-1809 40 27 , , PUNCT bam-1809 40 28 the the DET bam-1809 40 29 motor motor NOUN bam-1809 40 30 neurons neuron NOUN bam-1809 40 31 of of ADP bam-1809 40 32 interest interest NOUN bam-1809 40 33 . . PUNCT bam-1809 41 1 they they PRON bam-1809 41 2 also also ADV bam-1809 41 3 require require VERB bam-1809 41 4 utilization utilization NOUN bam-1809 41 5 of of ADP bam-1809 41 6 a a DET bam-1809 41 7 broad broad ADJ bam-1809 41 8 frequency frequency NOUN bam-1809 41 9 band band NOUN bam-1809 41 10 in in ADP bam-1809 41 11 the the DET bam-1809 41 12 recording recording NOUN bam-1809 41 13 and and CCONJ bam-1809 41 14 the the DET bam-1809 41 15 subsequent subsequent ADJ bam-1809 41 16 signal signal NOUN bam-1809 41 17 processing processing NOUN bam-1809 41 18 of of ADP bam-1809 41 19 the the DET bam-1809 41 20 recorded recorded ADJ bam-1809 41 21 emg emg NOUN bam-1809 41 22 signals signal NOUN bam-1809 41 23 . . PUNCT bam-1809 42 1 finally finally ADV bam-1809 42 2 , , PUNCT bam-1809 42 3 and and CCONJ bam-1809 42 4 not not PART bam-1809 42 5 least least ADJ bam-1809 42 6 , , PUNCT bam-1809 42 7 they they PRON bam-1809 42 8 require require VERB bam-1809 42 9 utilization utilization NOUN bam-1809 42 10 of of ADP bam-1809 42 11 rigorous rigorous ADJ bam-1809 42 12 advanced advanced ADJ bam-1809 42 13 signal signal NOUN bam-1809 42 14 processing processing NOUN bam-1809 42 15 methods method NOUN bam-1809 42 16 to to PART bam-1809 42 17 deal deal VERB bam-1809 42 18 with with ADP bam-1809 42 19 stochastic stochastic ADJ bam-1809 42 20 time time NOUN bam-1809 42 21 varying vary VERB bam-1809 42 22 signals signal NOUN bam-1809 42 23 and and CCONJ bam-1809 42 24 to to PART bam-1809 42 25 be be AUX bam-1809 42 26 sensitive sensitive ADJ bam-1809 42 27 to to PART bam-1809 42 28 detect detect VERB bam-1809 42 29 changes change NOUN bam-1809 42 30 in in ADP bam-1809 42 31 the the DET bam-1809 42 32 mathematical mathematical ADJ bam-1809 42 33 parameters parameter NOUN bam-1809 42 34 involved involve VERB bam-1809 42 35 , , PUNCT bam-1809 42 36 such such ADJ bam-1809 42 37 as as ADP bam-1809 42 38 ar ar NOUN bam-1809 42 39 or or CCONJ bam-1809 42 40 arma arma VERB bam-1809 42 41 analysis analysis NOUN bam-1809 42 42 [ [ X bam-1809 42 43 4 4 NUM bam-1809 42 44 ] ] PUNCT bam-1809 42 45 , , PUNCT bam-1809 42 46 wavelet wavelet NOUN bam-1809 42 47 transform transform NOUN bam-1809 42 48 ( ( PUNCT bam-1809 42 49 wt wt NOUN bam-1809 42 50 ) ) PUNCT bam-1809 42 51 analysis analysis NOUN bam-1809 42 52 [ [ X bam-1809 42 53 16 16 NUM bam-1809 42 54 ] ] PUNCT bam-1809 42 55 and and CCONJ bam-1809 42 56 blind blind ADJ bam-1809 42 57 signal signal NOUN bam-1809 42 58 separation separation NOUN bam-1809 42 59 ( ( PUNCT bam-1809 42 60 bss bss NOUN bam-1809 42 61 ) ) PUNCT bam-1809 42 62 algorithms algorithm NOUN bam-1809 42 63 , , PUNCT bam-1809 42 64 such such ADJ bam-1809 42 65 as as ADP bam-1809 42 66 ica ica PROPN bam-1809 42 67 [ [ X bam-1809 42 68 2 2 NUM bam-1809 42 69 ] ] PUNCT bam-1809 42 70 and and CCONJ bam-1809 42 71 amuse amuse VERB bam-1809 42 72 [ [ X bam-1809 42 73 22 22 NUM bam-1809 42 74 ] ] PUNCT bam-1809 42 75 , , PUNCT bam-1809 42 76 in in ADP bam-1809 42 77 presence presence NOUN bam-1809 42 78 of of ADP bam-1809 42 79 environmental environmental ADJ bam-1809 42 80 and and CCONJ bam-1809 42 81 recording recording NOUN bam-1809 42 82 noise noise NOUN bam-1809 42 83 . . PUNCT bam-1809 43 1 with with ADP bam-1809 43 2 the the DET bam-1809 43 3 advent advent NOUN bam-1809 43 4 of of ADP bam-1809 43 5 extremely extremely ADV bam-1809 43 6 fast fast ADJ bam-1809 43 7 ( ( PUNCT bam-1809 43 8 ghz ghz NOUN bam-1809 43 9 rates rate NOUN bam-1809 43 10 ) ) PUNCT bam-1809 43 11 and and CCONJ bam-1809 43 12 miniature miniature ADJ bam-1809 43 13 computer computer NOUN bam-1809 43 14 hardware hardware NOUN bam-1809 43 15 , , PUNCT bam-1809 43 16 the the DET bam-1809 43 17 practicality practicality NOUN bam-1809 43 18 of of ADP bam-1809 43 19 these these DET bam-1809 43 20 applications application NOUN bam-1809 43 21 and and CCONJ bam-1809 43 22 their their PRON bam-1809 43 23 cost cost NOUN bam-1809 43 24 are be AUX bam-1809 43 25 no no PRON bam-1809 43 26 more more ADV bam-1809 43 27 prohibitive prohibitive ADJ bam-1809 43 28 , , PUNCT bam-1809 43 29 as as SCONJ bam-1809 43 30 processing processing NOUN bam-1809 43 31 speed speed NOUN bam-1809 43 32 is be AUX bam-1809 43 33 well well ADV bam-1809 43 34 above above ADP bam-1809 43 35 what what PRON bam-1809 43 36 is be AUX bam-1809 43 37 needed need VERB bam-1809 43 38 even even ADV bam-1809 43 39 for for ADP bam-1809 43 40 the the DET bam-1809 43 41 most most ADV bam-1809 43 42 complex complex ADJ bam-1809 43 43 algorithms algorithm NOUN bam-1809 43 44 that that PRON bam-1809 43 45 are be AUX bam-1809 43 46 and and CCONJ bam-1809 43 47 will will AUX bam-1809 43 48 be be AUX bam-1809 43 49 involved involve VERB bam-1809 43 50 , , PUNCT bam-1809 43 51 noting note VERB bam-1809 43 52 that that SCONJ bam-1809 43 53 all all DET bam-1809 43 54 biological biological ADJ bam-1809 43 55 signals signal NOUN bam-1809 43 56 and and CCONJ bam-1809 43 57 processes process NOUN bam-1809 43 58 lie lie VERB bam-1809 43 59 in in ADP bam-1809 43 60 or or CCONJ bam-1809 43 61 below below ADP bam-1809 43 62 the the DET bam-1809 43 63 khz khz NOUN bam-1809 43 64 range range NOUN bam-1809 43 65 ( ( PUNCT bam-1809 43 66 a a DET bam-1809 43 67 million million NUM bam-1809 43 68 times time NOUN bam-1809 43 69 below below ADP bam-1809 43 70 the the DET bam-1809 43 71 hardware hardware NOUN bam-1809 43 72 rate rate NOUN bam-1809 43 73 ) ) PUNCT bam-1809 43 74 and and CCONJ bam-1809 43 75 that that DET bam-1809 43 76 microminiaturization microminiaturization NOUN bam-1809 43 77 is be AUX bam-1809 43 78 widely widely ADV bam-1809 43 79 available available ADJ bam-1809 43 80 . . PUNCT bam-1809 44 1 2 2 X bam-1809 44 2 . . X bam-1809 44 3 analisis analisis NOUN bam-1809 44 4 2.1 2.1 NUM bam-1809 44 5 the the DET bam-1809 44 6 basic basic ADJ bam-1809 44 7 temporal temporal ADJ bam-1809 44 8 model model NOUN bam-1809 44 9 of of ADP bam-1809 44 10 the the DET bam-1809 44 11 surface surface NOUN bam-1809 44 12 emg emg NOUN bam-1809 44 13 signal signal NOUN bam-1809 44 14 in in ADP bam-1809 44 15 fig fig NOUN bam-1809 44 16 . . PUNCT bam-1809 45 1 1 1 NUM bam-1809 45 2 we we PRON bam-1809 45 3 show show VERB bam-1809 45 4 surface surface NOUN bam-1809 45 5 emg emg NOUN bam-1809 45 6 signals signal NOUN bam-1809 45 7 as as ADP bam-1809 45 8 an an DET bam-1809 45 9 output output NOUN bam-1809 45 10 y(t y(t NUM bam-1809 45 11 ) ) PUNCT bam-1809 45 12 of of ADP bam-1809 45 13 a a DET bam-1809 45 14 system system NOUN bam-1809 45 15 whose whose DET bam-1809 45 16 input input NOUN bam-1809 45 17 in in ADP bam-1809 45 18 an an DET bam-1809 45 19 array array NOUN bam-1809 45 20 of of ADP bam-1809 45 21 ( ( PUNCT bam-1809 45 22 seemingly seemingly ADV bam-1809 45 23 – – PUNCT bam-1809 45 24 for for ADP bam-1809 45 25 the the DET bam-1809 45 26 outside outside ADJ bam-1809 45 27 observer observer NOUN bam-1809 45 28 ) ) PUNCT bam-1809 45 29 random random ADJ bam-1809 45 30 trains train NOUN bam-1809 45 31 of of ADP bam-1809 45 32 firings firing NOUN bam-1809 45 33 ( ( PUNCT bam-1809 45 34 impulses impulse NOUN bam-1809 45 35 ) ) PUNCT bam-1809 45 36 of of ADP bam-1809 45 37 individual individual ADJ bam-1809 45 38 motoneurons motoneuron NOUN bam-1809 45 39 denoted denote VERB bam-1809 45 40 as as ADP bam-1809 45 41 xi xi PROPN bam-1809 45 42 ( ( PUNCT bam-1809 45 43 t t PROPN bam-1809 45 44 ) ) PUNCT bam-1809 45 45 , , PUNCT bam-1809 45 46 where where SCONJ bam-1809 45 47 t t PROPN bam-1809 45 48 denotes denote VERB bam-1809 45 49 time time NOUN bam-1809 45 50 and and CCONJ bam-1809 45 51 where where SCONJ bam-1809 45 52 i i PRON bam-1809 45 53 = = NOUN bam-1809 45 54 1 1 NUM bam-1809 45 55 , , PUNCT bam-1809 45 56 2 2 NUM bam-1809 45 57 , , PUNCT bam-1809 45 58 . . PUNCT bam-1809 46 1 n n CCONJ bam-1809 46 2 , , PUNCT bam-1809 47 1 n n PRON bam-1809 47 2 being be AUX bam-1809 47 3 the the DET bam-1809 47 4 number number NOUN bam-1809 47 5 of of ADP bam-1809 47 6 neurons neuron NOUN bam-1809 47 7 considered consider VERB bam-1809 47 8 ( ( PUNCT bam-1809 47 9 recorded record VERB bam-1809 47 10 ) ) PUNCT bam-1809 47 11 at at ADP bam-1809 47 12 a a DET bam-1809 47 13 given give VERB bam-1809 47 14 pair pair NOUN bam-1809 47 15 of of ADP bam-1809 47 16 surface surface NOUN bam-1809 47 17 emg emg NOUN bam-1809 47 18 electrodes electrode VERB bam-1809 47 19 . . PUNCT bam-1809 48 1 the the DET bam-1809 48 2 muscle muscle NOUN bam-1809 48 3 and and CCONJ bam-1809 48 4 skin skin NOUN bam-1809 48 5 fibers fiber NOUN bam-1809 48 6 between between ADP bam-1809 48 7 the the DET bam-1809 48 8 motor motor NOUN bam-1809 48 9 neurons neuron NOUN bam-1809 48 10 above above ADV bam-1809 48 11 and and CCONJ bam-1809 48 12 the the DET bam-1809 48 13 emg emg NOUN bam-1809 48 14 skin skin NOUN bam-1809 48 15 electrode electrode NOUN bam-1809 48 16 ( ( PUNCT bam-1809 48 17 that that PRON bam-1809 48 18 is be AUX bam-1809 48 19 non non ADJ bam-1809 48 20 - - ADJ bam-1809 48 21 invasive invasive ADJ bam-1809 48 22 ) ) PUNCT bam-1809 48 23 is be AUX bam-1809 48 24 considered consider VERB bam-1809 48 25 as as ADP bam-1809 48 26 a a DET bam-1809 48 27 low low ADJ bam-1809 48 28 - - PUNCT bam-1809 48 29 pass pass NOUN bam-1809 48 30 filter filter NOUN bam-1809 48 31 that that PRON bam-1809 48 32 transforms transform VERB bam-1809 48 33 the the DET bam-1809 48 34 train train NOUN bam-1809 48 35 of of ADP bam-1809 48 36 pulses pulse NOUN bam-1809 48 37 into into ADP bam-1809 48 38 the the DET bam-1809 48 39 surface surface NOUN bam-1809 48 40 emg emg NOUN bam-1809 48 41 signal signal NOUN bam-1809 48 42 y(t y(t PROPN bam-1809 48 43 ) ) PUNCT bam-1809 48 44 as as ADP bam-1809 48 45 above above ADV bam-1809 48 46 . . PUNCT bam-1809 49 1 the the DET bam-1809 49 2 input input NOUN bam-1809 49 3 array array NOUN bam-1809 49 4 { { PUNCT bam-1809 49 5 xi xi NOUN bam-1809 49 6 } } PUNCT bam-1809 49 7 of of ADP bam-1809 49 8 impulses impulse NOUN bam-1809 49 9 of of ADP bam-1809 49 10 random random ADJ bam-1809 49 11 arrival arrival NOUN bam-1809 49 12 time time NOUN bam-1809 49 13 can can AUX bam-1809 49 14 be be AUX bam-1809 49 15 considered consider VERB bam-1809 49 16 to to PART bam-1809 49 17 be be AUX bam-1809 49 18 a a DET bam-1809 49 19 poisson poisson NOUN bam-1809 49 20 process process NOUN bam-1809 49 21 . . PUNCT bam-1809 50 1 furthermore furthermore ADV bam-1809 50 2 , , PUNCT bam-1809 50 3 in in ADP bam-1809 50 4 [ [ X bam-1809 50 5 15 15 NUM bam-1809 50 6 ] ] X bam-1809 50 7 it it PRON bam-1809 50 8 is be AUX bam-1809 50 9 shown show VERB bam-1809 50 10 that that SCONJ bam-1809 50 11 if if SCONJ bam-1809 50 12 a a DET bam-1809 50 13 poisson poisson NOUN bam-1809 50 14 input input NOUN bam-1809 50 15 is be AUX bam-1809 50 16 applied apply VERB bam-1809 50 17 to to ADP bam-1809 50 18 a a DET bam-1809 50 19 low low ADJ bam-1809 50 20 pass pass NOUN bam-1809 50 21 filter filter NOUN bam-1809 50 22 having have VERB bam-1809 50 23 a a DET bam-1809 50 24 dominant dominant ADJ bam-1809 50 25 time time NOUN bam-1809 50 26 prediction prediction NOUN bam-1809 50 27 of of ADP bam-1809 50 28 muscular muscular ADJ bam-1809 50 29 activation activation NOUN bam-1809 50 30 modes mode NOUN bam-1809 50 31 via via ADP bam-1809 50 32 surface surface PROPN bam-1809 50 33 emg emg PROPN bam-1809 50 34 european european PROPN bam-1809 50 35 journal journal PROPN bam-1809 50 36 translational translational ADJ bam-1809 50 37 myology myology NOUN bam-1809 50 38 myology myology NOUN bam-1809 50 39 reviews review NOUN bam-1809 50 40 1 1 NUM bam-1809 50 41 ( ( PUNCT bam-1809 50 42 3 3 NUM bam-1809 50 43 ): ): PUNCT bam-1809 50 44 131 131 NUM bam-1809 50 45 - - SYM bam-1809 50 46 138 138 NUM bam-1809 50 47 , , PUNCT bam-1809 50 48 2010 2010 NUM bam-1809 50 49 133 133 NUM bam-1809 50 50 fig fig NOUN bam-1809 50 51 . . PUNCT bam-1809 51 1 1 1 NUM bam-1809 52 1 the the DET bam-1809 52 2 surface surface NOUN bam-1809 52 3 emg emg NOUN bam-1809 52 4 signal signal NOUN bam-1809 52 5 ( ( PUNCT bam-1809 52 6 a a X bam-1809 52 7 ) ) PUNCT bam-1809 52 8 schematic schematic ADJ bam-1809 52 9 of of ADP bam-1809 52 10 the the DET bam-1809 52 11 signal signal NOUN bam-1809 52 12 ( ( PUNCT bam-1809 52 13 b b NOUN bam-1809 52 14 ) ) PUNCT bam-1809 52 15 the the DET bam-1809 52 16 surface surface NOUN bam-1809 52 17 emg emg NOUN bam-1809 52 18 signal signal NOUN bam-1809 52 19 as as ADP bam-1809 52 20 a a DET bam-1809 52 21 stochastic stochastic ADJ bam-1809 52 22 process process NOUN bam-1809 52 23 ( ( PUNCT bam-1809 52 24 time time NOUN bam-1809 52 25 series series PROPN bam-1809 52 26 ) ) PUNCT bam-1809 52 27                                                       SPACE bam-1809 52 28 fig fig NOUN bam-1809 52 29 . . PUNCT bam-1809 53 1 2 2 NUM bam-1809 53 2 response response NOUN bam-1809 53 3 emg emg NOUN bam-1809 53 4 during during ADP bam-1809 53 5 stimulation stimulation NOUN bam-1809 53 6 in in ADP bam-1809 53 7 paraplegia paraplegia ADJ bam-1809 53 8 constant constant ADJ bam-1809 53 9 that that PRON bam-1809 53 10 is be AUX bam-1809 53 11 considerably considerably ADV bam-1809 53 12 longer long ADJ bam-1809 53 13 than than ADP bam-1809 53 14 the the DET bam-1809 53 15 mean mean NOUN bam-1809 53 16 of of ADP bam-1809 53 17 the the DET bam-1809 53 18 poisson poisson NOUN bam-1809 53 19 process process NOUN bam-1809 53 20 then then ADV bam-1809 53 21 the the DET bam-1809 53 22 filter filter NOUN bam-1809 53 23 ’s ’s PART bam-1809 53 24 output output NOUN bam-1809 53 25 converges converge NOUN bam-1809 53 26 to to ADP bam-1809 53 27 a a DET bam-1809 53 28 gaussian gaussian ADJ bam-1809 53 29 process process NOUN bam-1809 53 30 . . PUNCT bam-1809 54 1 in in ADP bam-1809 54 2 [ [ X bam-1809 54 3 7 7 X bam-1809 54 4 ] ] X bam-1809 54 5 we we PRON bam-1809 54 6 have have AUX bam-1809 54 7 shown show VERB bam-1809 54 8 that that SCONJ bam-1809 54 9 the the DET bam-1809 54 10 surface surface NOUN bam-1809 54 11 emg emg NOUN bam-1809 54 12 signal signal NOUN bam-1809 54 13 satisfies satisfie NOUN bam-1809 54 14 or or CCONJ bam-1809 54 15 approximates approximate VERB bam-1809 54 16 a a DET bam-1809 54 17 gaussian gaussian ADJ bam-1809 54 18 process process NOUN bam-1809 54 19 , , PUNCT bam-1809 54 20 in in ADP bam-1809 54 21 [ [ X bam-1809 54 22 19 19 NUM bam-1809 54 23 ] ] X bam-1809 54 24 it it PRON bam-1809 54 25 is be AUX bam-1809 54 26 experimentally experimentally ADV bam-1809 54 27 shown show VERB bam-1809 54 28 that that SCONJ bam-1809 54 29 indeed indeed ADV bam-1809 54 30 the the DET bam-1809 54 31 surface surface NOUN bam-1809 54 32 emg emg NOUN bam-1809 54 33 is be AUX bam-1809 54 34 gaussian gaussian ADJ bam-1809 54 35 . . PUNCT bam-1809 55 1 since since SCONJ bam-1809 55 2 a a DET bam-1809 55 3 gaussian gaussian ADJ bam-1809 55 4 process process NOUN bam-1809 55 5 is be AUX bam-1809 55 6 linear linear ADJ bam-1809 55 7 , , PUNCT bam-1809 55 8 we we PRON bam-1809 55 9 have have AUX bam-1809 55 10 shown show VERB bam-1809 55 11 in in ADP bam-1809 55 12 [ [ X bam-1809 55 13 7 7 X bam-1809 55 14 ] ] PUNCT bam-1809 55 15 that that SCONJ bam-1809 55 16 it it PRON bam-1809 55 17 can can AUX bam-1809 55 18 be be AUX bam-1809 55 19 modeled model VERB bam-1809 55 20 by by ADP bam-1809 55 21 a a DET bam-1809 55 22 linear linear PROPN bam-1809 55 23 ar ar NOUN bam-1809 55 24 ( ( PUNCT bam-1809 55 25 pure pure ADJ bam-1809 55 26 autoregressive autoregressive ADJ bam-1809 55 27 ) ) PUNCT bam-1809 55 28 , , PUNCT bam-1809 55 29 as as ADP bam-1809 55 30 in in ADP bam-1809 55 31 eqn eqn NOUN bam-1809 55 32 ( ( PUNCT bam-1809 55 33 1 1 NUM bam-1809 55 34 ) ) PUNCT bam-1809 55 35 or or CCONJ bam-1809 55 36 a a DET bam-1809 55 37 mixed mixed ADJ bam-1809 55 38 arma arma NOUN bam-1809 55 39 ( ( PUNCT bam-1809 55 40 ar ar NOUN bam-1809 55 41 and and CCONJ bam-1809 55 42 moving move VERB bam-1809 55 43 average average ADJ bam-1809 55 44 model model NOUN bam-1809 55 45 ) ) PUNCT bam-1809 55 46 , , PUNCT bam-1809 55 47 as as ADP bam-1809 55 48 in in ADP bam-1809 55 49 eqn eqn NOUN bam-1809 55 50 ( ( PUNCT bam-1809 55 51 2 2 NUM bam-1809 55 52 ) ) PUNCT bam-1809 55 53 , , PUNCT bam-1809 55 54 namely namely ADV bam-1809 55 55 : : PUNCT bam-1809 55 56 y(k y(k NOUN bam-1809 55 57 ) ) PUNCT bam-1809 55 58 = = PUNCT bam-1809 56 1 a(1 a(1 PROPN bam-1809 56 2 ) ) PUNCT bam-1809 56 3 y(k-1 y(k-1 ADP bam-1809 56 4 ) ) PUNCT bam-1809 57 1 + + CCONJ bam-1809 57 2 a(2 a(2 PROPN bam-1809 57 3 ) ) PUNCT bam-1809 57 4 y(k-2 y(k-2 PROPN bam-1809 57 5 ) ) PUNCT bam-1809 58 1 + + CCONJ bam-1809 58 2 .... .... PUNCT bam-1809 59 1 + + CCONJ bam-1809 59 2 a(m a(m NOUN bam-1809 59 3 ) ) PUNCT bam-1809 59 4 y(k y(k PROPN bam-1809 59 5 - - PUNCT bam-1809 59 6 m m NOUN bam-1809 59 7 ) ) PUNCT bam-1809 59 8 + + CCONJ bam-1809 59 9 w(k w(k PROPN bam-1809 59 10 ) ) PUNCT bam-1809 59 11 ( ( PUNCT bam-1809 59 12 1 1 X bam-1809 59 13 ) ) PUNCT bam-1809 59 14 y(k y(k NOUN bam-1809 59 15 ) ) PUNCT bam-1809 59 16 = = PUNCT bam-1809 59 17 a(1 a(1 PROPN bam-1809 59 18 ) ) PUNCT bam-1809 59 19 y(k-1 y(k-1 ADP bam-1809 59 20 ) ) PUNCT bam-1809 60 1 + + CCONJ bam-1809 60 2 a(p a(p NOUN bam-1809 60 3 ) ) PUNCT bam-1809 60 4 y(k y(k PROPN bam-1809 60 5 - - PUNCT bam-1809 60 6 p p PROPN bam-1809 60 7 ) ) PUNCT bam-1809 60 8 + + CCONJ bam-1809 60 9 w(k w(k PROPN bam-1809 60 10 ) ) PUNCT bam-1809 60 11 + + CCONJ bam-1809 60 12 b(1 b(1 PROPN bam-1809 60 13 ) ) PUNCT bam-1809 60 14 w(k-1 w(k-1 NOUN bam-1809 60 15 ) ) PUNCT bam-1809 60 16 + + CCONJ bam-1809 60 17 .. .. PUNCT bam-1809 61 1 + + CCONJ bam-1809 61 2 b(q b(q PROPN bam-1809 61 3 ) ) PUNCT bam-1809 61 4 w(k w(k PROPN bam-1809 61 5 - - PUNCT bam-1809 61 6 q q NOUN bam-1809 61 7 ) ) PUNCT bam-1809 61 8 ( ( PUNCT bam-1809 61 9 2 2 X bam-1809 61 10 ) ) PUNCT bam-1809 61 11 that that PRON bam-1809 61 12 are be AUX bam-1809 61 13 equivalent equivalent ADJ bam-1809 61 14 representations representation NOUN bam-1809 61 15 [ [ X bam-1809 61 16 4 4 NUM bam-1809 61 17 ] ] PUNCT bam-1809 61 18 , , PUNCT bam-1809 61 19 k k PROPN bam-1809 61 20 denoting denote VERB bam-1809 61 21 discrete discrete ADJ bam-1809 61 22 time time NOUN bam-1809 61 23 ( ( PUNCT bam-1809 61 24 k k NOUN bam-1809 61 25 = = SYM bam-1809 61 26 0 0 NUM bam-1809 61 27 , , PUNCT bam-1809 61 28 1 1 NUM bam-1809 61 29 , , PUNCT bam-1809 61 30 2 2 NUM bam-1809 61 31 , , PUNCT bam-1809 61 32 .... .... PUNCT bam-1809 61 33 ) ) PUNCT bam-1809 61 34 , , PUNCT bam-1809 61 35 and and CCONJ bam-1809 61 36 where where SCONJ bam-1809 61 37 w(k w(k PROPN bam-1809 61 38 ) ) PUNCT bam-1809 61 39 is be AUX bam-1809 61 40 discrete discrete ADJ bam-1809 61 41 white white ADJ bam-1809 61 42 noise noise NOUN bam-1809 61 43 , , PUNCT bam-1809 61 44 satisfying satisfying NOUN bam-1809 61 45 : : PUNCT bam-1809 61 46 e[y(k e[y(k X bam-1809 61 47 - - X bam-1809 61 48 i i NOUN bam-1809 61 49 ) ) PUNCT bam-1809 61 50 y(k y(k PROPN bam-1809 61 51 - - PUNCT bam-1809 61 52 j j PROPN bam-1809 61 53 ] ] X bam-1809 62 1 = = SYM bam-1809 62 2 0 0 PUNCT bam-1809 62 3 if if SCONJ bam-1809 62 4 i i PRON bam-1809 62 5 differs differ VERB bam-1809 62 6 from from ADP bam-1809 62 7 j j PROPN bam-1809 62 8 for for ADP bam-1809 62 9 all all DET bam-1809 62 10 i i PRON bam-1809 62 11 and and CCONJ bam-1809 62 12 j j PROPN bam-1809 62 13 ( ( PUNCT bam-1809 62 14 3 3 NUM bam-1809 62 15 ) ) PUNCT bam-1809 62 16 and and CCONJ bam-1809 62 17 e e X bam-1809 62 18 [ [ X bam-1809 62 19 y y PROPN bam-1809 62 20 2 2 NUM bam-1809 62 21 ( ( PUNCT bam-1809 62 22 k k NOUN bam-1809 62 23 - - NOUN bam-1809 62 24 i)]= i)]= NOUN bam-1809 62 25 w w NOUN bam-1809 62 26 < < X bam-1809 62 27 infnite infnite ADJ bam-1809 62 28 ( ( PUNCT bam-1809 62 29 4 4 NUM bam-1809 62 30 ) ) PUNCT bam-1809 62 31 i i PRON bam-1809 62 32 and and CCONJ bam-1809 62 33 j j PROPN bam-1809 62 34 being be AUX bam-1809 62 35 integers integer NOUN bam-1809 62 36 and and CCONJ bam-1809 62 37 e e NOUN bam-1809 62 38 [ [ X bam-1809 62 39 ... ... X bam-1809 62 40 ] ] X bam-1809 62 41 denoting denote VERB bam-1809 62 42 expectation expectation NOUN bam-1809 62 43 . . PUNCT bam-1809 63 1 we we PRON bam-1809 63 2 note note VERB bam-1809 63 3 that that SCONJ bam-1809 63 4 w(k w(k PROPN bam-1809 63 5 ) ) PUNCT bam-1809 63 6 is be AUX bam-1809 63 7 the the DET bam-1809 63 8 innovations innovation NOUN bam-1809 63 9 of of ADP bam-1809 63 10 y(t y(t PROPN bam-1809 63 11 ) ) PUNCT bam-1809 63 12 , , PUNCT bam-1809 63 13 being be AUX bam-1809 63 14 the the DET bam-1809 63 15 true true ADJ bam-1809 63 16 residual residual ADJ bam-1809 63 17 to to PART bam-1809 63 18 which which PRON bam-1809 63 19 y(t y(t NOUN bam-1809 63 20 ) ) PUNCT bam-1809 63 21 converges converge NOUN bam-1809 63 22 , , PUNCT bam-1809 63 23 namely namely ADV bam-1809 63 24 , , PUNCT bam-1809 63 25 the the DET bam-1809 63 26 prediction prediction NOUN bam-1809 63 27 error error NOUN bam-1809 63 28 when when SCONJ bam-1809 63 29 the the DET bam-1809 63 30 model model NOUN bam-1809 63 31 orders order VERB bam-1809 63 32 m m PROPN bam-1809 63 33 , , PUNCT bam-1809 63 34 p p NOUN bam-1809 63 35 and and CCONJ bam-1809 63 36 q q PROPN bam-1809 63 37 of of ADP bam-1809 63 38 eqn eqn PROPN bam-1809 63 39 . . PUNCT bam-1809 64 1 ( ( PUNCT bam-1809 64 2 1 1 NUM bam-1809 64 3 ) ) PUNCT bam-1809 64 4 or or CCONJ bam-1809 64 5 ( ( PUNCT bam-1809 64 6 2 2 X bam-1809 64 7 ) ) PUNCT bam-1809 64 8 are be AUX bam-1809 64 9 correct correct ADJ bam-1809 65 1 [ [ X bam-1809 65 2 4,7 4,7 NUM bam-1809 65 3 ] ] PUNCT bam-1809 65 4 . . PUNCT bam-1809 66 1 it it PRON bam-1809 66 2 is be AUX bam-1809 66 3 shown show VERB bam-1809 66 4 in in ADP bam-1809 66 5 [ [ X bam-1809 66 6 1 1 X bam-1809 66 7 ] ] PUNCT bam-1809 66 8 that that SCONJ bam-1809 66 9 whereas whereas SCONJ bam-1809 66 10 theoretically theoretically ADV bam-1809 66 11 m m PRON bam-1809 66 12 should should AUX bam-1809 66 13 be be AUX bam-1809 66 14 infinity infinity NOUN bam-1809 66 15 , , PUNCT bam-1809 66 16 in in ADP bam-1809 66 17 practice practice NOUN bam-1809 66 18 , , PUNCT bam-1809 66 19 some some DET bam-1809 66 20 low low ADJ bam-1809 66 21 value value NOUN bam-1809 66 22 ( ( PUNCT bam-1809 66 23 between between ADP bam-1809 66 24 4 4 NUM bam-1809 66 25 and and CCONJ bam-1809 66 26 10 10 NUM bam-1809 66 27 ) ) PUNCT bam-1809 66 28 suffices suffice NOUN bam-1809 66 29 . . PUNCT bam-1809 67 1 orders order NOUN bam-1809 67 2 p p NOUN bam-1809 67 3 , , PUNCT bam-1809 67 4 q q PROPN bam-1809 67 5 of of ADP bam-1809 67 6 eqn eqn PROPN bam-1809 67 7 ( ( PUNCT bam-1809 67 8 2 2 X bam-1809 67 9 ) ) PUNCT bam-1809 67 10 can can AUX bam-1809 67 11 be be AUX bam-1809 67 12 computed compute VERB bam-1809 67 13 via via ADP bam-1809 67 14 a(i a(i NOUN bam-1809 67 15 ) ) PUNCT bam-1809 67 16 of of ADP bam-1809 67 17 eqn eqn PROPN bam-1809 67 18 ( ( PUNCT bam-1809 67 19 1 1 NUM bam-1809 67 20 ) ) PUNCT bam-1809 67 21 , , PUNCT bam-1809 67 22 as as SCONJ bam-1809 67 23 shown show VERB bam-1809 67 24 in in ADP bam-1809 67 25 [ [ X bam-1809 67 26 4 4 NUM bam-1809 67 27 ] ] PUNCT bam-1809 67 28 . . PUNCT bam-1809 68 1 2.2 2.2 NUM bam-1809 68 2 non non ADJ bam-1809 68 3 - - NOUN bam-1809 68 4 stationarity stationarity NOUN bam-1809 68 5 : : PUNCT bam-1809 68 6 stochastic stochastic ADJ bam-1809 68 7 time time NOUN bam-1809 68 8 series series PROPN bam-1809 68 9 approach approach VERB bam-1809 68 10 the the DET bam-1809 68 11 problem problem NOUN bam-1809 68 12 of of ADP bam-1809 68 13 distinguishing distinguish VERB bam-1809 68 14 between between ADP bam-1809 68 15 modes mode NOUN bam-1809 68 16 or or CCONJ bam-1809 68 17 combinations combination NOUN bam-1809 68 18 of of ADP bam-1809 68 19 modes mode NOUN bam-1809 68 20 of of ADP bam-1809 68 21 muscle muscle NOUN bam-1809 68 22 contractions contraction NOUN bam-1809 68 23 , , PUNCT bam-1809 68 24 of of ADP bam-1809 68 25 predicting predict VERB bam-1809 68 26 the the DET bam-1809 68 27 onset onset NOUN bam-1809 68 28 of of ADP bam-1809 68 29 certain certain ADJ bam-1809 68 30 oncoming oncoming ADJ bam-1809 68 31 types type NOUN bam-1809 68 32 of of ADP bam-1809 68 33 contraction contraction NOUN bam-1809 68 34 or or CCONJ bam-1809 68 35 of of ADP bam-1809 68 36 activating activate VERB bam-1809 68 37 certain certain ADJ bam-1809 68 38 limb limb NOUN bam-1809 68 39 or or CCONJ bam-1809 68 40 other other ADJ bam-1809 68 41 motor motor NOUN bam-1809 68 42 functions function NOUN bam-1809 68 43 , , PUNCT bam-1809 68 44 as as ADP bam-1809 68 45 in in ADP bam-1809 68 46 robotics robotic NOUN bam-1809 68 47 , , PUNCT bam-1809 68 48 prostheses prosthesis NOUN bam-1809 68 49 , , PUNCT bam-1809 68 50 orthotics orthotic NOUN bam-1809 68 51 , , PUNCT bam-1809 68 52 or or CCONJ bam-1809 68 53 of of ADP bam-1809 68 54 control control NOUN bam-1809 68 55 of of ADP bam-1809 68 56 electrical electrical ADJ bam-1809 68 57 stimulation stimulation NOUN bam-1809 68 58 , , PUNCT bam-1809 68 59 including include VERB bam-1809 68 60 deep deep ADJ bam-1809 68 61 brain brain NOUN bam-1809 68 62 stimulation stimulation NOUN bam-1809 68 63 , , PUNCT bam-1809 68 64 reduces reduce VERB bam-1809 68 65 to to ADP bam-1809 68 66 identifying identify VERB bam-1809 68 67 the the DET bam-1809 68 68 parameters parameter NOUN bam-1809 68 69 { { PUNCT bam-1809 68 70 ai ai VERB bam-1809 68 71 } } PUNCT bam-1809 68 72 of of ADP bam-1809 68 73 eqns eqns PROPN bam-1809 68 74 , , PUNCT bam-1809 68 75 ( ( PUNCT bam-1809 68 76 1 1 X bam-1809 68 77 ) ) PUNCT bam-1809 68 78 or or CCONJ bam-1809 68 79 ( ( PUNCT bam-1809 68 80 2 2 NUM bam-1809 68 81 ) ) PUNCT bam-1809 68 82 or or CCONJ bam-1809 68 83 their their PRON bam-1809 68 84 equivalents equivalent NOUN bam-1809 68 85 . . PUNCT bam-1809 69 1 in in ADP bam-1809 69 2 doing do VERB bam-1809 69 3 so so ADV bam-1809 69 4 , , PUNCT bam-1809 69 5 one one PRON bam-1809 69 6 must must AUX bam-1809 69 7 keep keep VERB bam-1809 69 8 in in ADP bam-1809 69 9 mind mind NOUN bam-1809 69 10 that that SCONJ bam-1809 69 11 the the DET bam-1809 69 12 parameters parameter NOUN bam-1809 69 13 { { PUNCT bam-1809 69 14 ai ai VERB bam-1809 69 15 } } PUNCT bam-1809 69 16 of of ADP bam-1809 69 17 eqns eqns PROPN bam-1809 69 18 . . PUNCT bam-1809 70 1 ( ( PUNCT bam-1809 70 2 1 1 X bam-1809 70 3 ) ) PUNCT bam-1809 70 4 and and CCONJ bam-1809 70 5 ( ( PUNCT bam-1809 70 6 2 2 X bam-1809 70 7 ) ) PUNCT bam-1809 70 8 are be AUX bam-1809 70 9 not not PART bam-1809 70 10 stationary stationary ADJ bam-1809 70 11 , , PUNCT bam-1809 70 12 but but CCONJ bam-1809 70 13 always always ADV bam-1809 70 14 change change VERB bam-1809 70 15 over over ADP bam-1809 70 16 time time NOUN bam-1809 70 17 . . PUNCT bam-1809 71 1 parameter parameter NOUN bam-1809 71 2 identification identification NOUN bam-1809 71 3 is be AUX bam-1809 71 4 in in ADP bam-1809 71 5 itself itself PRON bam-1809 71 6 a a DET bam-1809 71 7 stochastic stochastic ADJ bam-1809 71 8 process process NOUN bam-1809 71 9 that that PRON bam-1809 71 10 requires require VERB bam-1809 71 11 a a DET bam-1809 71 12 minimal minimal ADJ bam-1809 71 13 number number NOUN bam-1809 71 14 of of ADP bam-1809 71 15 samples sample NOUN bam-1809 71 16 of of ADP bam-1809 71 17 the the DET bam-1809 71 18 emg emg NOUN bam-1809 71 19 data datum NOUN bam-1809 71 20 to to PART bam-1809 71 21 be be AUX bam-1809 71 22 at at ADV bam-1809 71 23 all all ADV bam-1809 71 24 possible possible ADJ bam-1809 71 25 , , PUNCT bam-1809 71 26 the the DET bam-1809 71 27 number number NOUN bam-1809 71 28 being be AUX bam-1809 71 29 at at ADV bam-1809 71 30 least least ADJ bam-1809 71 31 as as ADV bam-1809 71 32 high high ADJ bam-1809 71 33 as as SCONJ bam-1809 71 34 the the DET bam-1809 71 35 number number NOUN bam-1809 71 36 of of ADP bam-1809 71 37 parameters parameter NOUN bam-1809 71 38 that that PRON bam-1809 71 39 need need AUX bam-1809 71 40 be be AUX bam-1809 71 41 identified identify VERB bam-1809 71 42 . . PUNCT bam-1809 72 1 we we PRON bam-1809 72 2 can can AUX bam-1809 72 3 not not PART bam-1809 72 4 artificially artificially ADV bam-1809 72 5 sample sample VERB bam-1809 72 6 at at ADP bam-1809 72 7 a a DET bam-1809 72 8 high high ADJ bam-1809 72 9 rate rate NOUN bam-1809 72 10 to to PART bam-1809 72 11 get get VERB bam-1809 72 12 more more ADJ bam-1809 72 13 samples sample NOUN bam-1809 72 14 . . PUNCT bam-1809 73 1 sampling sample VERB bam-1809 73 2 must must AUX bam-1809 73 3 be be AUX bam-1809 73 4 at at ADV bam-1809 73 5 least least ADJ bam-1809 73 6 at at ADP bam-1809 73 7 the the DET bam-1809 73 8 nyquist nyquist NOUN bam-1809 73 9 rate rate NOUN bam-1809 73 10 , , PUNCT bam-1809 73 11 namely namely ADV bam-1809 73 12 twice twice DET bam-1809 73 13 the the DET bam-1809 73 14 highest high ADJ bam-1809 73 15 frequency frequency NOUN bam-1809 73 16 at at ADP bam-1809 73 17 which which PRON bam-1809 73 18 there there PRON bam-1809 73 19 is be VERB bam-1809 73 20 any any DET bam-1809 73 21 information information NOUN bam-1809 73 22 in in ADP bam-1809 73 23 the the DET bam-1809 73 24 signal signal NOUN bam-1809 73 25 [ [ X bam-1809 73 26 4 4 NUM bam-1809 73 27 ] ] PUNCT bam-1809 73 28 . . PUNCT bam-1809 74 1 but but CCONJ bam-1809 74 2 over over ADV bam-1809 74 3 - - PUNCT bam-1809 74 4 sampling sampling NOUN bam-1809 74 5 is be AUX bam-1809 74 6 wasteful wasteful ADJ bam-1809 74 7 and and CCONJ bam-1809 74 8 may may AUX bam-1809 74 9 yield yield VERB bam-1809 74 10 noninformation noninformation NOUN bam-1809 74 11 . . PUNCT bam-1809 75 1 furthermore furthermore ADV bam-1809 75 2 we we PRON bam-1809 75 3 must must AUX bam-1809 75 4 guarantee guarantee VERB bam-1809 75 5 that that SCONJ bam-1809 75 6 we we PRON bam-1809 75 7 use use VERB bam-1809 75 8 an an DET bam-1809 75 9 algorithm algorithm NOUN bam-1809 75 10 whose whose DET bam-1809 75 11 identification identification NOUN bam-1809 75 12 results result NOUN bam-1809 75 13 are be AUX bam-1809 75 14 mathematically mathematically ADV bam-1809 75 15 rigorously rigorously ADV bam-1809 75 16 proven prove VERB bam-1809 75 17 to to PART bam-1809 75 18 converge converge VERB bam-1809 75 19 ( ( PUNCT bam-1809 75 20 convergence convergence NOUN bam-1809 75 21 “ " PUNCT bam-1809 75 22 in in ADP bam-1809 75 23 probability probability NOUN bam-1809 75 24 ” " PUNCT bam-1809 75 25 or or CCONJ bam-1809 75 26 “ " PUNCT bam-1809 75 27 with with ADP bam-1809 75 28 probability probability NOUN bam-1809 75 29 one one NUM bam-1809 75 30 ” " PUNCT bam-1809 75 31 ) ) PUNCT bam-1809 75 32 and and CCONJ bam-1809 75 33 unbiased unbiased ADJ bam-1809 75 34 ( ( PUNCT bam-1809 75 35 not not PART bam-1809 75 36 converging converge VERB bam-1809 75 37 to to ADP bam-1809 75 38 a a DET bam-1809 75 39 constant constant ADJ bam-1809 75 40 error error NOUN bam-1809 75 41 ) ) PUNCT bam-1809 75 42 . . PUNCT bam-1809 76 1 algorithms algorithm NOUN bam-1809 76 2 not not PART bam-1809 76 3 proven prove VERB bam-1809 76 4 to to PART bam-1809 76 5 converge converge VERB bam-1809 76 6 “ " PUNCT bam-1809 76 7 in in ADP bam-1809 76 8 probability probability NOUN bam-1809 76 9 ” " PUNCT bam-1809 76 10 are be AUX bam-1809 76 11 useless useless ADJ bam-1809 76 12 . . PUNCT bam-1809 77 1 if if SCONJ bam-1809 77 2 the the DET bam-1809 77 3 conditions condition NOUN bam-1809 77 4 of of ADP bam-1809 77 5 convergence convergence NOUN bam-1809 77 6 in in ADP bam-1809 77 7 probability probability NOUN bam-1809 77 8 and and CCONJ bam-1809 77 9 unbiasedness unbiasedness NOUN bam-1809 77 10 are be AUX bam-1809 77 11 satisfied satisfied ADJ bam-1809 77 12 , , PUNCT bam-1809 77 13 and and CCONJ bam-1809 77 14 given give VERB bam-1809 77 15 enough enough ADJ bam-1809 77 16 samples sample NOUN bam-1809 77 17 , , PUNCT bam-1809 77 18 we we PRON bam-1809 77 19 shall shall AUX bam-1809 77 20 converge converge VERB bam-1809 77 21 to to ADP bam-1809 77 22 the the DET bam-1809 77 23 true true ADJ bam-1809 77 24 but but CCONJ bam-1809 77 25 unknown unknown ADJ bam-1809 77 26 parameters parameter NOUN bam-1809 77 27 , , PUNCT bam-1809 77 28 if if SCONJ bam-1809 77 29 the the DET bam-1809 77 30 number number NOUN bam-1809 77 31 of of ADP bam-1809 77 32 parameters parameter NOUN bam-1809 77 33 is be AUX bam-1809 77 34 adequate adequate ADJ bam-1809 77 35 [ [ X bam-1809 77 36 4 4 NUM bam-1809 77 37 ] ] PUNCT bam-1809 77 38 . . PUNCT bam-1809 78 1 ref ref NOUN bam-1809 78 2 . . PUNCT bam-1809 79 1 [ [ X bam-1809 79 2 4 4 X bam-1809 79 3 ] ] PUNCT bam-1809 79 4 guides guide VERB bam-1809 79 5 us we PRON bam-1809 79 6 also also ADV bam-1809 79 7 to to ADP bam-1809 79 8 finding find VERB bam-1809 79 9 an an DET bam-1809 79 10 adequate adequate ADJ bam-1809 79 11 number number NOUN bam-1809 79 12 of of ADP bam-1809 79 13 parameters parameter NOUN bam-1809 79 14 . . PUNCT bam-1809 80 1 the the DET bam-1809 80 2 data data NOUN bam-1809 80 3 length length NOUN bam-1809 80 4 must must AUX bam-1809 80 5 be be AUX bam-1809 80 6 such such ADJ bam-1809 80 7 that that SCONJ bam-1809 80 8 the the DET bam-1809 80 9 parameter parameter NOUN bam-1809 80 10 estimates estimate NOUN bam-1809 80 11 seems seem VERB bam-1809 80 12 to to PART bam-1809 80 13 reach reach VERB bam-1809 80 14 steady steady ADJ bam-1809 80 15 state state NOUN bam-1809 80 16 values value NOUN bam-1809 80 17 . . PUNCT bam-1809 81 1 a a DET bam-1809 81 2 rule rule NOUN bam-1809 81 3 of of ADP bam-1809 81 4 thumb thumb NOUN bam-1809 81 5 is be AUX bam-1809 81 6 that that SCONJ bam-1809 81 7 we we PRON bam-1809 81 8 need need VERB bam-1809 81 9 at at ADV bam-1809 81 10 least least ADJ bam-1809 81 11 100 100 NUM bam-1809 81 12 - - SYM bam-1809 81 13 120 120 NUM bam-1809 81 14 samples sample NOUN bam-1809 81 15 per per ADP bam-1809 81 16 parameter parameter NOUN bam-1809 81 17 if if SCONJ bam-1809 81 18 a a DET bam-1809 81 19 statistically statistically ADV bam-1809 81 20 efficient efficient ADJ bam-1809 81 21 [ [ X bam-1809 81 22 4 4 NUM bam-1809 81 23 ] ] X bam-1809 81 24 algorithm algorithm NOUN bam-1809 81 25 is be AUX bam-1809 81 26 employed employ VERB bam-1809 81 27 . . PUNCT bam-1809 82 1 in in ADP bam-1809 82 2 cases case NOUN bam-1809 82 3 of of ADP bam-1809 82 4 signal signal ADJ bam-1809 82 5 tendency tendency NOUN bam-1809 82 6 towards towards ADP bam-1809 82 7 instability instability NOUN bam-1809 82 8 ( ( PUNCT bam-1809 82 9 it it PRON bam-1809 82 10 never never ADV bam-1809 82 11 reaches reach VERB bam-1809 82 12 infinity infinity NOUN bam-1809 82 13 but but CCONJ bam-1809 82 14 may may AUX bam-1809 82 15 start start VERB bam-1809 82 16 to to PART bam-1809 82 17 grow grow VERB bam-1809 82 18 rapidly rapidly ADV bam-1809 82 19 for for ADP bam-1809 82 20 some some DET bam-1809 82 21 time time NOUN bam-1809 82 22 ) ) PUNCT bam-1809 82 23 , , PUNCT bam-1809 82 24 one one PRON bam-1809 82 25 has have VERB bam-1809 82 26 to to PART bam-1809 82 27 follow follow VERB bam-1809 82 28 the the DET bam-1809 82 29 discussion discussion NOUN bam-1809 82 30 in in ADP bam-1809 82 31 [ [ X bam-1809 82 32 4 4 X bam-1809 82 33 ] ] PUNCT bam-1809 82 34 on on ADP bam-1809 82 35 unstable unstable ADJ bam-1809 82 36 processes process NOUN bam-1809 82 37 , , PUNCT bam-1809 82 38 but but CCONJ bam-1809 82 39 not not PART bam-1809 82 40 to to PART bam-1809 82 41 avoid avoid VERB bam-1809 82 42 identification identification NOUN bam-1809 82 43 . . PUNCT bam-1809 83 1 still still ADV bam-1809 83 2 , , PUNCT bam-1809 83 3 even even ADV bam-1809 83 4 at at ADP bam-1809 83 5 120 120 NUM bam-1809 83 6 samples sample NOUN bam-1809 83 7 per per ADP bam-1809 83 8 4 4 NUM bam-1809 83 9 parameters parameter NOUN bam-1809 83 10 ( ( PUNCT bam-1809 83 11 480 480 NUM bam-1809 83 12 samples sample NOUN bam-1809 83 13 total total NOUN bam-1809 83 14 ) ) PUNCT bam-1809 83 15 at at ADP bam-1809 83 16 a a DET bam-1809 83 17 sampling sample VERB bam-1809 83 18 rate rate NOUN bam-1809 83 19 of of ADP bam-1809 83 20 350 350 NUM bam-1809 83 21 - - PUNCT bam-1809 83 22 400 400 NUM bam-1809 83 23 / / SYM bam-1809 83 24 sec sec PROPN bam-1809 83 25 ( ( PUNCT bam-1809 83 26 adequate adequate ADJ bam-1809 83 27 for for ADP bam-1809 83 28 surface surface NOUN bam-1809 83 29 emg emg PROPN bam-1809 83 30 ) ) PUNCT bam-1809 83 31 , , PUNCT bam-1809 83 32 we we PRON bam-1809 83 33 need need VERB bam-1809 83 34 approx approx PROPN bam-1809 83 35 1 1 NUM bam-1809 83 36 second second NOUN bam-1809 83 37 to to PART bam-1809 83 38 complete complete VERB bam-1809 83 39 the the DET bam-1809 83 40 identification identification NOUN bam-1809 83 41 ( ( PUNCT bam-1809 83 42 computer computer NOUN bam-1809 83 43 time time NOUN bam-1809 83 44 is be AUX bam-1809 83 45 no no DET bam-1809 83 46 detriment detriment NOUN bam-1809 83 47 with with ADP bam-1809 83 48 today today NOUN bam-1809 83 49 ’s ’s PART bam-1809 83 50 technology technology NOUN bam-1809 83 51 ) ) PUNCT bam-1809 83 52 . . PUNCT bam-1809 84 1 this this PRON bam-1809 84 2 may may AUX bam-1809 84 3 be be AUX bam-1809 84 4 just just ADV bam-1809 84 5 about about ADP bam-1809 84 6 the the DET bam-1809 84 7 limit limit NOUN bam-1809 84 8 to to ADP bam-1809 84 9 what what PRON bam-1809 84 10 one one NOUN bam-1809 84 11 may may AUX bam-1809 84 12 require require VERB bam-1809 84 13 for for ADP bam-1809 84 14 emg emg NOUN bam-1809 84 15 control control NOUN bam-1809 84 16 of of ADP bam-1809 84 17 fast fast ADJ bam-1809 84 18 movements movement NOUN bam-1809 84 19 . . PUNCT bam-1809 85 1 when when SCONJ bam-1809 85 2 movements movement NOUN bam-1809 85 3 change change VERB bam-1809 85 4 , , PUNCT bam-1809 85 5 then then ADV bam-1809 85 6 parameters parameter NOUN bam-1809 85 7 change change VERB bam-1809 85 8 too too ADV bam-1809 85 9 and and CCONJ bam-1809 85 10 we we PRON bam-1809 85 11 must must AUX bam-1809 85 12 re re VERB bam-1809 85 13 - - VERB bam-1809 85 14 identify identify VERB bam-1809 85 15 . . PUNCT bam-1809 86 1 now now ADV bam-1809 86 2 , , PUNCT bam-1809 86 3 there there PRON bam-1809 86 4 are be VERB bam-1809 86 5 algorithms algorithm NOUN bam-1809 86 6 that that PRON bam-1809 86 7 require require VERB bam-1809 86 8 many many ADJ bam-1809 86 9 more more ADJ bam-1809 86 10 samples sample NOUN bam-1809 86 11 than than ADP bam-1809 86 12 others other NOUN bam-1809 86 13 . . PUNCT bam-1809 87 1 one one PRON bam-1809 87 2 must must AUX bam-1809 87 3 therefore therefore ADV bam-1809 87 4 select select VERB bam-1809 87 5 an an DET bam-1809 87 6 algorithm algorithm NOUN bam-1809 87 7 that that PRON bam-1809 87 8 can can AUX bam-1809 87 9 be be AUX bam-1809 87 10 mathematically mathematically ADV bam-1809 87 11 proven prove VERB bam-1809 87 12 to to PART bam-1809 87 13 be be AUX bam-1809 87 14 statistically statistically ADV bam-1809 87 15 efficient efficient ADJ bam-1809 87 16 ( ( PUNCT bam-1809 87 17 namely namely ADV bam-1809 87 18 , , PUNCT bam-1809 87 19 satisfying satisfy VERB bam-1809 87 20 the the DET bam-1809 87 21 cramerrao cramerrao NOUN bam-1809 87 22 bound bind VERB bam-1809 87 23 [ [ X bam-1809 87 24 4 4 X bam-1809 87 25 ] ] PUNCT bam-1809 87 26 with with ADP bam-1809 87 27 an an DET bam-1809 87 28 equality equality NOUN bam-1809 87 29 ) ) PUNCT bam-1809 87 30 . . PUNCT bam-1809 88 1 fortunately fortunately ADV bam-1809 88 2 there there PRON bam-1809 88 3 is be VERB bam-1809 88 4 a a DET bam-1809 88 5 rather rather ADV bam-1809 88 6 simple simple ADJ bam-1809 88 7 algorithm algorithm NOUN bam-1809 88 8 that that PRON bam-1809 88 9 is be AUX bam-1809 88 10 convergent convergent ADJ bam-1809 88 11 in in ADP bam-1809 88 12 probability probability NOUN bam-1809 88 13 unbiased unbiased ADJ bam-1809 88 14 and and CCONJ bam-1809 88 15 that that PRON bam-1809 88 16 can can AUX bam-1809 88 17 be be AUX bam-1809 88 18 proven prove VERB bam-1809 88 19 to to PART bam-1809 88 20 be be AUX bam-1809 88 21 statistically statistically ADV bam-1809 88 22 efficient efficient ADJ bam-1809 88 23 . . PUNCT bam-1809 89 1 this this PRON bam-1809 89 2 is be AUX bam-1809 89 3 the the DET bam-1809 89 4 sequential sequential ADJ bam-1809 89 5 ( ( PUNCT bam-1809 89 6 recursive- recursive- ADV bam-1809 89 7 ) ) PUNCT bam-1809 89 8 least least ADJ bam-1809 89 9 squares square NOUN bam-1809 89 10 algorithm algorithm NOUN bam-1809 89 11 [ [ X bam-1809 89 12 14 14 NUM bam-1809 89 13 ] ] PUNCT bam-1809 89 14 . . PUNCT bam-1809 90 1 prediction prediction NOUN bam-1809 90 2 of of ADP bam-1809 90 3 muscular muscular ADJ bam-1809 90 4 activation activation NOUN bam-1809 90 5 modes mode NOUN bam-1809 90 6 via via ADP bam-1809 90 7 surface surface PROPN bam-1809 90 8 emg emg PROPN bam-1809 90 9 european european PROPN bam-1809 90 10 journal journal PROPN bam-1809 90 11 translational translational ADJ bam-1809 90 12 myology myology NOUN bam-1809 90 13 myology myology NOUN bam-1809 90 14 reviews review NOUN bam-1809 90 15 1 1 NUM bam-1809 90 16 ( ( PUNCT bam-1809 90 17 3 3 NUM bam-1809 90 18 ): ): PUNCT bam-1809 90 19 131 131 NUM bam-1809 90 20 - - SYM bam-1809 90 21 138 138 NUM bam-1809 90 22 , , PUNCT bam-1809 90 23 2010 2010 NUM bam-1809 90 24 134 134 NUM bam-1809 90 25 fig fig NOUN bam-1809 90 26 . . PUNCT bam-1809 91 1 4 4 NUM bam-1809 91 2 single single ADJ bam-1809 91 3 emg emg NOUN bam-1809 91 4 channel channel NOUN bam-1809 91 5 controlling control VERB bam-1809 91 6 6 6 NUM bam-1809 91 7 functions function NOUN bam-1809 91 8 ( ( PUNCT bam-1809 91 9 three three NUM bam-1809 91 10 joints joint NOUN bam-1809 91 11 ) ) PUNCT bam-1809 91 12 of of ADP bam-1809 91 13 above above ADP bam-1809 91 14 elbow elbow VERB bam-1809 91 15 prosthesis prosthesis NOUN bam-1809 91 16 . . PUNCT bam-1809 92 1 top top ADJ bam-1809 92 2 : : PUNCT bam-1809 92 3 schematic schematic ADJ bam-1809 92 4 of of ADP bam-1809 92 5 prosthesis prosthesis NOUN bam-1809 92 6 . . PUNCT bam-1809 93 1 bottom bottom ADJ bam-1809 93 2 : : PUNCT bam-1809 93 3 system system NOUN bam-1809 93 4 ’s ’s PART bam-1809 93 5 block block NOUN bam-1809 93 6 d d X bam-1809 93 7 fig fig NOUN bam-1809 93 8 . . PUNCT bam-1809 94 1 3 3 NUM bam-1809 94 2 emg emg NOUN bam-1809 94 3 signal signal NOUN bam-1809 94 4 from from ADP bam-1809 94 5 single single ADJ bam-1809 94 6 source source NOUN bam-1809 94 7 forms form VERB bam-1809 94 8 2 2 NUM bam-1809 94 9 different different ADJ bam-1809 94 10 2 2 NUM bam-1809 94 11 - - PUNCT bam-1809 94 12 dimensional dimensional ADJ bam-1809 94 13 vectors vector NOUN bam-1809 94 14 to to PART bam-1809 94 15 detect detect VERB bam-1809 94 16 two two NUM bam-1809 94 17 fuctions fuction NOUN bam-1809 94 18 doing do VERB bam-1809 94 19 so so ADV bam-1809 94 20 will will AUX bam-1809 94 21 rigorously rigorously ADV bam-1809 94 22 satisfy satisfy VERB bam-1809 94 23 that that SCONJ bam-1809 94 24 we we PRON bam-1809 94 25 can can AUX bam-1809 94 26 cope cope VERB bam-1809 94 27 with with ADP bam-1809 94 28 non non NOUN bam-1809 94 29 - - NOUN bam-1809 94 30 stationarities stationaritie NOUN bam-1809 94 31 in in ADP bam-1809 94 32 { { PUNCT bam-1809 94 33 ai ai NOUN bam-1809 94 34 } } PUNCT bam-1809 94 35 . . PUNCT bam-1809 95 1 to to PART bam-1809 95 2 avoid avoid VERB bam-1809 95 3 getting get VERB bam-1809 95 4 stack stack NOUN bam-1809 95 5 it it PRON bam-1809 95 6 is be AUX bam-1809 95 7 best good ADJ bam-1809 95 8 to to PART bam-1809 95 9 restart restart VERB bam-1809 95 10 identification identification NOUN bam-1809 95 11 from from ADP bam-1809 95 12 0 0 NUM bam-1809 95 13 with with ADP bam-1809 95 14 each each DET bam-1809 95 15 new new ADJ bam-1809 95 16 identification identification NOUN bam-1809 95 17 run run NOUN bam-1809 95 18 . . PUNCT bam-1809 96 1 even even ADV bam-1809 96 2 better well ADV bam-1809 96 3 is be AUX bam-1809 96 4 to to PART bam-1809 96 5 run run VERB bam-1809 96 6 n n DET bam-1809 96 7 parallel parallel ADJ bam-1809 96 8 identification identification NOUN bam-1809 96 9 algorithms algorithm NOUN bam-1809 96 10 ( ( PUNCT bam-1809 96 11 n n CCONJ bam-1809 96 12 being be AUX bam-1809 96 13 the the DET bam-1809 96 14 number number NOUN bam-1809 96 15 of of ADP bam-1809 96 16 samples sample NOUN bam-1809 96 17 per per ADP bam-1809 96 18 one one NUM bam-1809 96 19 complete complete ADJ bam-1809 96 20 run run NOUN bam-1809 96 21 , , PUNCT bam-1809 96 22 say say INTJ bam-1809 96 23 , , PUNCT bam-1809 96 24 480 480 NUM bam-1809 96 25 in in ADP bam-1809 96 26 our our PRON bam-1809 96 27 example example NOUN bam-1809 96 28 ) ) PUNCT bam-1809 96 29 and and CCONJ bam-1809 96 30 to to PART bam-1809 96 31 consider consider VERB bam-1809 96 32 only only ADV bam-1809 96 33 the the DET bam-1809 96 34 identified identify VERB bam-1809 96 35 parameters parameter NOUN bam-1809 96 36 from from ADP bam-1809 96 37 the the DET bam-1809 96 38 last last ADJ bam-1809 96 39 run run NOUN bam-1809 96 40 that that PRON bam-1809 96 41 was be AUX bam-1809 96 42 completed complete VERB bam-1809 96 43 . . PUNCT bam-1809 97 1 thus thus ADV bam-1809 97 2 identification identification NOUN bam-1809 97 3 is be AUX bam-1809 97 4 updated update VERB bam-1809 97 5 at at ADP bam-1809 97 6 each each DET bam-1809 97 7 sample sample NOUN bam-1809 97 8 . . PUNCT bam-1809 98 1 2.3 2.3 NUM bam-1809 98 2 non non ADJ bam-1809 98 3 - - NOUN bam-1809 98 4 stationarity stationarity NOUN bam-1809 98 5 of of ADP bam-1809 98 6 model model NOUN bam-1809 98 7 : : PUNCT bam-1809 98 8 the the DET bam-1809 98 9 wavelet wavelet NOUN bam-1809 98 10 approach approach VERB bam-1809 98 11 an an DET bam-1809 98 12 alternative alternative NOUN bam-1809 98 13 to to ADP bam-1809 98 14 the the DET bam-1809 98 15 algorithm algorithm NOUN bam-1809 98 16 of of ADP bam-1809 98 17 section section NOUN bam-1809 98 18 3.2 3.2 NUM bam-1809 98 19 is be AUX bam-1809 98 20 to to PART bam-1809 98 21 perform perform VERB bam-1809 98 22 a a DET bam-1809 98 23 wavelet wavelet NOUN bam-1809 98 24 transform transform NOUN bam-1809 98 25 ( ( PUNCT bam-1809 98 26 wt wt NOUN bam-1809 98 27 ) ) PUNCT bam-1809 98 28 of of ADP bam-1809 98 29 the the DET bam-1809 98 30 data datum NOUN bam-1809 98 31 y(t y(t NUM bam-1809 98 32 ) ) PUNCT bam-1809 98 33 above above ADP bam-1809 98 34 [ [ X bam-1809 98 35 19 19 NUM bam-1809 98 36 ] ] PUNCT bam-1809 98 37 . . PUNCT bam-1809 99 1 the the DET bam-1809 99 2 wt wt NOUN bam-1809 99 3 is be AUX bam-1809 99 4 a a DET bam-1809 99 5 time time NOUN bam-1809 99 6 - - PUNCT bam-1809 99 7 frequency frequency NOUN bam-1809 99 8 transformation transformation NOUN bam-1809 99 9 of of ADP bam-1809 99 10 data datum NOUN bam-1809 99 11 , , PUNCT bam-1809 99 12 such such ADJ bam-1809 99 13 that that SCONJ bam-1809 99 14 it it PRON bam-1809 99 15 yields yield VERB bam-1809 99 16 a a DET bam-1809 99 17 timevarying timevarye VERB bam-1809 99 18 frequency frequency NOUN bam-1809 99 19 representation representation NOUN bam-1809 99 20 of of ADP bam-1809 99 21 that that DET bam-1809 99 22 data data NOUN bam-1809 99 23 . . PUNCT bam-1809 100 1 it it PRON bam-1809 100 2 can can AUX bam-1809 100 3 be be AUX bam-1809 100 4 viewed view VERB bam-1809 100 5 as as ADP bam-1809 100 6 an an DET bam-1809 100 7 extension extension NOUN bam-1809 100 8 of of ADP bam-1809 100 9 frequency frequency NOUN bam-1809 100 10 transform transform NOUN bam-1809 100 11 analysis analysis NOUN bam-1809 100 12 ( ( PUNCT bam-1809 100 13 the the DET bam-1809 100 14 fourier fourier NOUN bam-1809 100 15 transform transform NOUN bam-1809 100 16 ) ) PUNCT bam-1809 100 17 for for ADP bam-1809 100 18 processes process NOUN bam-1809 100 19 whose whose DET bam-1809 100 20 parameters parameter NOUN bam-1809 100 21 ( ( PUNCT bam-1809 100 22 say say INTJ bam-1809 100 23 , , PUNCT bam-1809 100 24 spectrum spectrum NOUN bam-1809 100 25 ) ) PUNCT bam-1809 100 26 varies vary VERB bam-1809 100 27 over over ADP bam-1809 100 28 time time NOUN bam-1809 100 29 . . PUNCT bam-1809 101 1 a a DET bam-1809 101 2 parallelism parallelism NOUN bam-1809 101 3 between between ADP bam-1809 101 4 the the DET bam-1809 101 5 wt wt NOUN bam-1809 101 6 and and CCONJ bam-1809 101 7 the the DET bam-1809 101 8 discrete discrete ADJ bam-1809 101 9 stochastic stochastic ADJ bam-1809 101 10 time time NOUN bam-1809 101 11 - - PUNCT bam-1809 101 12 series series NOUN bam-1809 101 13 analysis analysis NOUN bam-1809 101 14 of of ADP bam-1809 101 15 sect sect NOUN bam-1809 101 16 . . PUNCT bam-1809 102 1 2.2 2.2 NUM bam-1809 102 2 is be AUX bam-1809 102 3 discussed discuss VERB bam-1809 102 4 in in ADP bam-1809 102 5 [ [ X bam-1809 102 6 23 23 NUM bam-1809 102 7 ] ] PUNCT bam-1809 102 8 . . PUNCT bam-1809 103 1 the the DET bam-1809 103 2 continuous continuous ADJ bam-1809 103 3 time time NOUN bam-1809 103 4 wt wt PROPN bam-1809 103 5 ( ( PUNCT bam-1809 103 6 cwt cwt NOUN bam-1809 103 7 ) ) PUNCT bam-1809 103 8 is be AUX bam-1809 103 9 given give VERB bam-1809 103 10 by by ADP bam-1809 103 11 : : PUNCT bam-1809 103 12 where where SCONJ bam-1809 103 13 xwt xwt PROPN bam-1809 103 14 ( ( PUNCT bam-1809 103 15 τ τ PROPN bam-1809 103 16 , , PUNCT bam-1809 103 17 s s PART bam-1809 103 18 ) ) PUNCT bam-1809 103 19 is be AUX bam-1809 103 20 the the DET bam-1809 103 21 cwt cwt NOUN bam-1809 103 22 of of ADP bam-1809 103 23 a a DET bam-1809 103 24 time time NOUN bam-1809 103 25 - - PUNCT bam-1809 103 26 domain domain NOUN bam-1809 103 27 signal signal NOUN bam-1809 103 28 x(t x(t PROPN bam-1809 103 29 ) ) PUNCT bam-1809 103 30 , , PUNCT bam-1809 103 31 τ τ X bam-1809 103 32 denoting denote VERB bam-1809 103 33 the the DET bam-1809 103 34 dilation dilation NOUN bam-1809 103 35 , , PUNCT bam-1809 103 36 namely namely ADV bam-1809 103 37 , , PUNCT bam-1809 103 38 the the DET bam-1809 103 39 location location NOUN bam-1809 103 40 of of ADP bam-1809 103 41 the the DET bam-1809 103 42 wt wt NOUN bam-1809 103 43 as as SCONJ bam-1809 103 44 it it PRON bam-1809 103 45 is be AUX bam-1809 103 46 shifted shift VERB bam-1809 103 47 in in ADP bam-1809 103 48 time time NOUN bam-1809 103 49 ( ( PUNCT bam-1809 103 50 or or CCONJ bam-1809 103 51 in in ADP bam-1809 103 52 space space NOUN bam-1809 103 53 ) ) PUNCT bam-1809 103 54 and and CCONJ bam-1809 103 55 s s AUX bam-1809 103 56 denoting denote VERB bam-1809 103 57 scale scale NOUN bam-1809 103 58 and and CCONJ bam-1809 103 59 corresponds correspond VERB bam-1809 103 60 to to ADP bam-1809 103 61 the the DET bam-1809 103 62 frequency frequency NOUN bam-1809 103 63 information information NOUN bam-1809 103 64 , , PUNCT bam-1809 103 65 and and CCONJ bam-1809 103 66 the the DET bam-1809 103 67 asterisk asterisk NOUN bam-1809 103 68 denoting denote VERB bam-1809 103 69 complex complex ADJ bam-1809 103 70 conjugate conjugate NOUN bam-1809 103 71 . . PUNCT bam-1809 104 1 hence hence ADV bam-1809 104 2 , , PUNCT bam-1809 104 3 xwt xwt X bam-1809 104 4 ( ( PUNCT bam-1809 104 5 τ τ PROPN bam-1809 104 6 , , PUNCT bam-1809 104 7 s s PART bam-1809 104 8 ) ) PUNCT bam-1809 104 9 is be AUX bam-1809 104 10 clearly clearly ADV bam-1809 104 11 a a DET bam-1809 104 12 two two NUM bam-1809 104 13 dimensional dimensional ADJ bam-1809 104 14 function function NOUN bam-1809 104 15 , , PUNCT bam-1809 104 16 of of ADP bam-1809 104 17 time time NOUN bam-1809 104 18 and and CCONJ bam-1809 104 19 frequency frequency NOUN bam-1809 104 20 . . PUNCT bam-1809 105 1 the the DET bam-1809 105 2 dicrete dicrete ADJ bam-1809 105 3 form form NOUN bam-1809 105 4 of of ADP bam-1809 105 5 eqn eqn PROPN bam-1809 105 6 . . PUNCT bam-1809 106 1 ( ( PUNCT bam-1809 106 2 5 5 X bam-1809 106 3 ) ) PUNCT bam-1809 106 4 yields yield VERB bam-1809 106 5 the the DET bam-1809 106 6 discrete discrete ADJ bam-1809 106 7 wt wt INTJ bam-1809 106 8 ( ( PUNCT bam-1809 106 9 dwt dwt NOUN bam-1809 106 10 ) ) PUNCT bam-1809 106 11 , , PUNCT bam-1809 106 12 which which PRON bam-1809 106 13 is be AUX bam-1809 106 14 easily easily ADV bam-1809 106 15 computed compute VERB bam-1809 106 16 . . PUNCT bam-1809 107 1 it it PRON bam-1809 107 2 is be AUX bam-1809 107 3 conveniently conveniently ADV bam-1809 107 4 presented present VERB bam-1809 107 5 in in ADP bam-1809 107 6 terms term NOUN bam-1809 107 7 of of ADP bam-1809 107 8 an an DET bam-1809 107 9 array array NOUN bam-1809 107 10 of of ADP bam-1809 107 11 freqency freqency NOUN bam-1809 107 12 bands band NOUN bam-1809 107 13 ( ( PUNCT bam-1809 107 14 band band NOUN bam-1809 107 15 - - PUNCT bam-1809 107 16 pass pass ADJ bam-1809 107 17 filters filter NOUN bam-1809 107 18 ) ) PUNCT bam-1809 107 19 where where SCONJ bam-1809 107 20 the the DET bam-1809 107 21 spectrum spectrum NOUN bam-1809 107 22 in in ADP bam-1809 107 23 each each DET bam-1809 107 24 band band NOUN bam-1809 107 25 changes change NOUN bam-1809 107 26 over over ADP bam-1809 107 27 time time NOUN bam-1809 107 28 . . PUNCT bam-1809 108 1 2.4 2.4 NUM bam-1809 108 2 neural neural ADJ bam-1809 108 3 network network NOUN bam-1809 108 4 for for ADP bam-1809 108 5 clusteing clustee VERB bam-1809 108 6 since since SCONJ bam-1809 108 7 the the DET bam-1809 108 8 parameters parameter NOUN bam-1809 108 9 as as SCONJ bam-1809 108 10 obtained obtain VERB bam-1809 108 11 via via ADP bam-1809 108 12 2.2 2.2 NUM bam-1809 108 13 or or CCONJ bam-1809 108 14 2.3 2.3 NUM bam-1809 108 15 are be AUX bam-1809 108 16 never never ADV bam-1809 108 17 exactly exactly ADV bam-1809 108 18 repeatable repeatable ADJ bam-1809 108 19 since since SCONJ bam-1809 108 20 the the DET bam-1809 108 21 emg emg NOUN bam-1809 108 22 signal signal NOUN bam-1809 108 23 itself itself PRON bam-1809 108 24 is be AUX bam-1809 108 25 never never ADV bam-1809 108 26 repeatable repeatable ADJ bam-1809 108 27 [ [ PUNCT bam-1809 108 28 even even ADV bam-1809 108 29 an an DET bam-1809 108 30 opera opera NOUN bam-1809 108 31 singer singer NOUN bam-1809 108 32 can can AUX bam-1809 108 33 never never ADV bam-1809 108 34 duplicate duplicate VERB bam-1809 108 35 the the DET bam-1809 108 36 exact exact ADJ bam-1809 108 37 signature signature NOUN bam-1809 108 38 of of ADP bam-1809 108 39 his his PRON bam-1809 108 40 / / SYM bam-1809 108 41 her her PRON bam-1809 108 42 voice voice NOUN bam-1809 108 43 , , PUNCT bam-1809 108 44 namley namley VERB bam-1809 108 45 the the DET bam-1809 108 46 voice voice NOUN bam-1809 108 47 signal signal NOUN bam-1809 108 48 , , PUNCT bam-1809 108 49 which which PRON bam-1809 108 50 rather rather ADV bam-1809 108 51 resembles resemble VERB bam-1809 108 52 fig fig NOUN bam-1809 108 53 . . PUNCT bam-1809 109 1 1 1 NUM bam-1809 109 2 b b NOUN bam-1809 109 3 each each DET bam-1809 109 4 time time NOUN bam-1809 109 5 ( ( PUNCT bam-1809 109 6 s)he s)he PROPN bam-1809 109 7 repeats repeat VERB bam-1809 109 8 any any DET bam-1809 109 9 given give VERB bam-1809 109 10 aria aria NOUN bam-1809 109 11 ] ] PUNCT bam-1809 109 12 , , PUNCT bam-1809 109 13 one one PRON bam-1809 109 14 must must AUX bam-1809 109 15 cluster cluster VERB bam-1809 109 16 parameters parameter NOUN bam-1809 109 17 that that PRON bam-1809 109 18 represent represent VERB bam-1809 109 19 any any DET bam-1809 109 20 given give VERB bam-1809 109 21 muscular muscular ADJ bam-1809 109 22 or or CCONJ bam-1809 109 23 joint joint ADJ bam-1809 109 24 contraction contraction NOUN bam-1809 109 25 / / SYM bam-1809 109 26 movement movement NOUN bam-1809 109 27 [ [ X bam-1809 109 28 5,6 5,6 NUM bam-1809 109 29 ] ] X bam-1809 109 30 . . PUNCT bam-1809 110 1 an an DET bam-1809 110 2 afficient afficient ADJ bam-1809 110 3 way way NOUN bam-1809 110 4 to to PART bam-1809 110 5 perform perform VERB bam-1809 110 6 such such ADJ bam-1809 110 7 clustering clustering NOUN bam-1809 110 8 is be AUX bam-1809 110 9 doing do VERB bam-1809 110 10 it it PRON bam-1809 110 11 with with ADP bam-1809 110 12 artificial artificial ADJ bam-1809 110 13 neural neural ADJ bam-1809 110 14 newtworks newtwork NOUN bam-1809 110 15 ( ( PUNCT bam-1809 110 16 nn nn NOUN bam-1809 110 17 ) ) PUNCT bam-1809 110 18 . . PUNCT bam-1809 111 1 differnt differnt ADJ bam-1809 111 2 nns nns PROPN bam-1809 111 3 can can AUX bam-1809 111 4 be be AUX bam-1809 111 5 used use VERB bam-1809 111 6 , , PUNCT bam-1809 111 7 such such ADJ bam-1809 111 8 as as ADP bam-1809 111 9 art art NOUN bam-1809 111 10 , , PUNCT bam-1809 111 11 counter counter NOUN bam-1809 111 12 - - NOUN bam-1809 111 13 propagation propagation NOUN bam-1809 111 14 , , PUNCT bam-1809 111 15 lamstar lamstar NOUN bam-1809 111 16 and and CCONJ bam-1809 111 17 others other NOUN bam-1809 112 1 [ [ X bam-1809 112 2 5 5 NUM bam-1809 112 3 ] ] PUNCT bam-1809 112 4 . . PUNCT bam-1809 113 1 in in ADP bam-1809 113 2 [ [ X bam-1809 113 3 11 11 NUM bam-1809 113 4 ] ] PUNCT bam-1809 113 5 we we PRON bam-1809 113 6 presented present VERB bam-1809 113 7 an an DET bam-1809 113 8 art art NOUN bam-1809 113 9 algorithm algorithm NOUN bam-1809 113 10 for for ADP bam-1809 113 11 clustering cluster VERB bam-1809 113 12 emg emg NOUN bam-1809 113 13 signals signal NOUN bam-1809 113 14 for for ADP bam-1809 113 15 controlling control VERB bam-1809 113 16 electrical electrical ADJ bam-1809 113 17 stimulation stimulation NOUN bam-1809 113 18 for for ADP bam-1809 113 19 walking walk VERB bam-1809 113 20 by by ADP bam-1809 113 21 thorachic thorachic ADJ bam-1809 113 22 - - PUNCT bam-1809 113 23 level level NOUN bam-1809 113 24 paraplegic paraplegic ADJ bam-1809 113 25 patient patient NOUN bam-1809 113 26 . . PUNCT bam-1809 114 1 2.5 2.5 NUM bam-1809 114 2 discrimination discrimination NOUN bam-1809 114 3 between between ADP bam-1809 114 4 different different ADJ bam-1809 114 5 motor motor NOUN bam-1809 114 6 functions function NOUN bam-1809 114 7 from from ADP bam-1809 114 8 emg emg NOUN bam-1809 114 9 parameters parameter NOUN bam-1809 114 10 discrimination discrimination NOUN bam-1809 114 11 between between ADP bam-1809 114 12 different different ADJ bam-1809 114 13 motor motor NOUN bam-1809 114 14 functions function NOUN bam-1809 114 15 or or CCONJ bam-1809 114 16 modes mode NOUN bam-1809 114 17 of of ADP bam-1809 114 18 muscle muscle NOUN bam-1809 114 19 contraction contraction NOUN bam-1809 114 20 is be AUX bam-1809 114 21 accomplished accomplish VERB bam-1809 114 22 by by ADP bam-1809 114 23 detecting detect VERB bam-1809 114 24 differences difference NOUN bam-1809 114 25 in in ADP bam-1809 114 26 one one NUM bam-1809 114 27 or or CCONJ bam-1809 114 28 more more ADJ bam-1809 114 29 parameters parameter NOUN bam-1809 114 30 that that PRON bam-1809 114 31 are be AUX bam-1809 114 32 consistent consistent ADJ bam-1809 114 33 for for ADP bam-1809 114 34 a a DET bam-1809 114 35 given give VERB bam-1809 114 36 mode mode NOUN bam-1809 114 37 of of ADP bam-1809 114 38 contraction contraction NOUN bam-1809 114 39 relative relative ADJ bam-1809 114 40 to to ADP bam-1809 114 41 others other NOUN bam-1809 114 42 . . PUNCT bam-1809 115 1 the the DET bam-1809 115 2 parameters parameter NOUN bam-1809 115 3 considered consider VERB bam-1809 115 4 are be AUX bam-1809 115 5 either either PRON bam-1809 115 6 time time NOUN bam-1809 115 7 series series PROPN bam-1809 115 8 parameters parameter NOUN bam-1809 115 9 ( ( PUNCT bam-1809 115 10 sect sect NOUN bam-1809 115 11 . . PUNCT bam-1809 116 1 2.1 2.1 NUM bam-1809 116 2 ) ) PUNCT bam-1809 116 3 , , PUNCT bam-1809 116 4 or or CCONJ bam-1809 116 5 changes change NOUN bam-1809 116 6 over over ADP bam-1809 116 7 time time NOUN bam-1809 116 8 in in ADP bam-1809 116 9 prediction prediction NOUN bam-1809 116 10 of of ADP bam-1809 116 11 muscular muscular ADJ bam-1809 116 12 activation activation NOUN bam-1809 116 13 modes mode NOUN bam-1809 116 14 via via ADP bam-1809 116 15 surface surface PROPN bam-1809 116 16 emg emg PROPN bam-1809 116 17 european european PROPN bam-1809 116 18 journal journal PROPN bam-1809 116 19 translational translational ADJ bam-1809 116 20 myology myology NOUN bam-1809 116 21 myology myology NOUN bam-1809 116 22 reviews review NOUN bam-1809 116 23 1 1 NUM bam-1809 116 24 ( ( PUNCT bam-1809 116 25 3 3 NUM bam-1809 116 26 ): ): PUNCT bam-1809 116 27 131 131 NUM bam-1809 116 28 - - SYM bam-1809 116 29 138 138 NUM bam-1809 116 30 , , PUNCT bam-1809 116 31 2010 2010 NUM bam-1809 116 32 135 135 NUM bam-1809 116 33 ( ( PUNCT bam-1809 116 34 a a PRON bam-1809 116 35 ) ) PUNCT bam-1809 116 36 elbow elbow NOUN bam-1809 116 37 flexion flexion NOUN bam-1809 116 38 ( ( PUNCT bam-1809 116 39 b b NOUN bam-1809 116 40 ) ) PUNCT bam-1809 116 41 elbow elbow NOUN bam-1809 116 42 extension extension NOUN bam-1809 116 43                     SPACE bam-1809 116 44 ( ( PUNCT bam-1809 116 45 c c NOUN bam-1809 116 46 ) ) PUNCT bam-1809 116 47 grasp grasp NOUN bam-1809 116 48 closing closing NOUN bam-1809 116 49 ( ( PUNCT bam-1809 116 50 d d NOUN bam-1809 116 51 ) ) PUNCT bam-1809 116 52 grasp grasp NOUN bam-1809 116 53 opening opening NOUN bam-1809 116 54 fig fig NOUN bam-1809 116 55 . . PUNCT bam-1809 117 1 5 5 NUM bam-1809 117 2 high high ADJ bam-1809 117 3 above above ADP bam-1809 117 4 - - PUNCT bam-1809 117 5 elbow elbow NOUN bam-1809 117 6 amputee amputee NOUN bam-1809 117 7 operating operate VERB bam-1809 117 8 4 4 NUM bam-1809 117 9 limb limb NOUN bam-1809 117 10 functions function NOUN bam-1809 117 11 by by ADP bam-1809 117 12 emg emg NOUN bam-1809 117 13 from from ADP bam-1809 117 14 shoulder shoulder NOUN bam-1809 117 15 electrode electrode NOUN bam-1809 117 16 pair pair NOUN bam-1809 117 17 fig fig NOUN bam-1809 117 18 . . PUNCT bam-1809 118 1 6 6 NUM bam-1809 118 2 emg emg NOUN bam-1809 118 3 electrode electrode NOUN bam-1809 118 4 placement placement NOUN bam-1809 118 5 to to PART bam-1809 118 6 activate activate VERB bam-1809 118 7 above above ADP bam-1809 118 8 - - PUNCT bam-1809 118 9 elbow elbow NOUN bam-1809 118 10 prosthesis prosthesis NOUN bam-1809 118 11 ( ( PUNCT bam-1809 118 12 patient patient ADJ bam-1809 118 13 as as ADP bam-1809 118 14 in in ADP bam-1809 118 15 fig fig NOUN bam-1809 118 16 . . PUNCT bam-1809 119 1 5 5 NUM bam-1809 119 2 ) ) PUNCT bam-1809 119 3 one one NUM bam-1809 119 4 or or CCONJ bam-1809 119 5 more more ADJ bam-1809 119 6 frequency frequency NOUN bam-1809 119 7 dwt dwt NOUN bam-1809 119 8 bands band NOUN bam-1809 119 9 ( ( PUNCT bam-1809 119 10 sect sect NOUN bam-1809 119 11 . . PUNCT bam-1809 120 1 2.2 2.2 NUM bam-1809 120 2 ) ) PUNCT bam-1809 120 3 that that PRON bam-1809 120 4 are be AUX bam-1809 120 5 different different ADJ bam-1809 120 6 at at ADP bam-1809 120 7 certain certain ADJ bam-1809 120 8 times time NOUN bam-1809 120 9 than than ADP bam-1809 120 10 those those PRON bam-1809 120 11 at at ADP bam-1809 120 12 same same ADJ bam-1809 120 13 band band NOUN bam-1809 120 14 for for ADP bam-1809 120 15 a a DET bam-1809 120 16 different different ADJ bam-1809 120 17 mode mode NOUN bam-1809 120 18 of of ADP bam-1809 120 19 contraction contraction NOUN bam-1809 120 20 . . PUNCT bam-1809 121 1 neural neural ADJ bam-1809 121 2 networks network NOUN bam-1809 121 3 can can AUX bam-1809 121 4 be be AUX bam-1809 121 5 employed employ VERB bam-1809 121 6 also also ADV bam-1809 121 7 to to PART bam-1809 121 8 aid aid VERB bam-1809 121 9 in in ADP bam-1809 121 10 such such ADJ bam-1809 121 11 discrimination discrimination NOUN bam-1809 121 12 , , PUNCT bam-1809 121 13 especially especially ADV bam-1809 121 14 if if SCONJ bam-1809 121 15 they they PRON bam-1809 121 16 are be AUX bam-1809 121 17 somewhat somewhat ADV bam-1809 121 18 hidden hide VERB bam-1809 121 19 from from ADP bam-1809 121 20 direct direct ADJ bam-1809 121 21 observation observation NOUN bam-1809 121 22 . . PUNCT bam-1809 122 1 center center NOUN bam-1809 122 2 of of ADP bam-1809 122 3 clusters cluster NOUN bam-1809 122 4 can can AUX bam-1809 122 5 serve serve VERB bam-1809 122 6 as as ADP bam-1809 122 7 parameters parameter NOUN bam-1809 122 8 for for ADP bam-1809 122 9 discrimination discrimination NOUN bam-1809 122 10 . . PUNCT bam-1809 123 1 fig fig NOUN bam-1809 123 2 . . PUNCT bam-1809 124 1 3 3 NUM bam-1809 124 2 illustrates illustrate VERB bam-1809 124 3 the the DET bam-1809 124 4 basic basic ADJ bam-1809 124 5 mathematical mathematical ADJ bam-1809 124 6 problem problem NOUN bam-1809 124 7 of of ADP bam-1809 124 8 discrimination discrimination NOUN bam-1809 124 9 in in ADP bam-1809 124 10 terms term NOUN bam-1809 124 11 of of ADP bam-1809 124 12 m m NOUN bam-1809 124 13 - - ADJ bam-1809 124 14 dimensional dimensional ADJ bam-1809 124 15 parameter parameter NOUN bam-1809 124 16 vector vector NOUN bam-1809 124 17 - - PUNCT bam-1809 124 18 space space NOUN bam-1809 124 19 [ [ X bam-1809 124 20 in in ADP bam-1809 124 21 case case NOUN bam-1809 124 22 of of ADP bam-1809 124 23 fig fig NOUN bam-1809 124 24 . . PUNCT bam-1809 125 1 3 3 NUM bam-1809 125 2 , , PUNCT bam-1809 125 3 we we PRON bam-1809 125 4 employ employ VERB bam-1809 125 5 a a DET bam-1809 125 6 2 2 NUM bam-1809 125 7 - - PUNCT bam-1809 125 8 d d NOUN bam-1809 125 9 space space NOUN bam-1809 125 10 , , PUNCT bam-1809 125 11 describing describe VERB bam-1809 125 12 identification identification NOUN bam-1809 125 13 via via ADP bam-1809 125 14 only only ADV bam-1809 125 15 2 2 NUM bam-1809 125 16 parameters parameter NOUN bam-1809 125 17 , , PUNCT bam-1809 125 18 namely namely ADV bam-1809 125 19 , , PUNCT bam-1809 125 20 a1 a1 NOUN bam-1809 125 21 and and CCONJ bam-1809 125 22 a2 a2 PROPN bam-1809 125 23 – – PUNCT bam-1809 125 24 see see VERB bam-1809 125 25 eqn eqn NOUN bam-1809 125 26 . . PUNCT bam-1809 126 1 ( ( PUNCT bam-1809 126 2 1 1 X bam-1809 126 3 ) ) PUNCT bam-1809 126 4 above above ADP bam-1809 126 5 ] ] PUNCT bam-1809 126 6 . . PUNCT bam-1809 127 1 obviously obviously ADV bam-1809 127 2 , , PUNCT bam-1809 127 3 discrimination discrimination NOUN bam-1809 127 4 requires require VERB bam-1809 127 5 that that SCONJ bam-1809 127 6 the the DET bam-1809 127 7 sub sub NOUN bam-1809 127 8 - - NOUN bam-1809 127 9 space space NOUN bam-1809 127 10 of of ADP bam-1809 127 11 one one NUM bam-1809 127 12 function function NOUN bam-1809 127 13 ( ( PUNCT bam-1809 127 14 in in ADP bam-1809 127 15 case case NOUN bam-1809 127 16 of of ADP bam-1809 127 17 artificial artificial ADJ bam-1809 127 18 limb limb NOUN bam-1809 127 19 control control NOUN bam-1809 127 20 by by ADP bam-1809 127 21 emg emg NOUN bam-1809 127 22 as as ADP bam-1809 127 23 in in ADP bam-1809 127 24 fig fig NOUN bam-1809 127 25 . . PUNCT bam-1809 128 1 5c 5c NUM bam-1809 128 2 – – PUNCT bam-1809 128 3 grasp grasp NOUN bam-1809 128 4 closing closing NOUN bam-1809 128 5 ) ) PUNCT bam-1809 128 6 will will AUX bam-1809 128 7 not not PART bam-1809 128 8 overlap overlap VERB bam-1809 128 9 another another DET bam-1809 128 10 function function NOUN bam-1809 128 11 to to PART bam-1809 128 12 be be AUX bam-1809 128 13 discriminated discriminate VERB bam-1809 128 14 . . PUNCT bam-1809 129 1 if if SCONJ bam-1809 129 2 overlap overlap NOUN bam-1809 129 3 occurs occur VERB bam-1809 129 4 over over ADP bam-1809 129 5 a a DET bam-1809 129 6 very very ADV bam-1809 129 7 small small ADJ bam-1809 129 8 percentage percentage NOUN bam-1809 129 9 of of ADP bam-1809 129 10 a a DET bam-1809 129 11 subspace subspace NOUN bam-1809 129 12 , , PUNCT bam-1809 129 13 training training NOUN bam-1809 129 14 of of ADP bam-1809 129 15 the the DET bam-1809 129 16 user user NOUN bam-1809 129 17 ( ( PUNCT bam-1809 129 18 patient patient ADJ bam-1809 129 19 , , PUNCT bam-1809 129 20 in in ADP bam-1809 129 21 this this DET bam-1809 129 22 case case NOUN bam-1809 129 23 ) ) PUNCT bam-1809 129 24 must must AUX bam-1809 129 25 be be AUX bam-1809 129 26 carried carry VERB bam-1809 129 27 out out ADP bam-1809 129 28 to to PART bam-1809 129 29 reduce reduce VERB bam-1809 129 30 the the DET bam-1809 129 31 probability probability NOUN bam-1809 129 32 of of ADP bam-1809 129 33 discrimination discrimination NOUN bam-1809 129 34 error error NOUN bam-1809 129 35 . . PUNCT bam-1809 130 1 else else ADV bam-1809 130 2 , , PUNCT bam-1809 130 3 either either CCONJ bam-1809 130 4 finer fine ADJ bam-1809 130 5 analysis analysis NOUN bam-1809 130 6 must must AUX bam-1809 130 7 be be AUX bam-1809 130 8 done do VERB bam-1809 130 9 ( ( PUNCT bam-1809 130 10 more more ADV bam-1809 130 11 sensitive sensitive ADJ bam-1809 130 12 and and CCONJ bam-1809 130 13 more more ADJ bam-1809 130 14 prediction prediction NOUN bam-1809 130 15 of of ADP bam-1809 130 16 muscular muscular ADJ bam-1809 130 17 activation activation NOUN bam-1809 130 18 modes mode NOUN bam-1809 130 19 via via ADP bam-1809 130 20 surface surface PROPN bam-1809 130 21 emg emg PROPN bam-1809 130 22 european european PROPN bam-1809 130 23 journal journal PROPN bam-1809 130 24 translational translational ADJ bam-1809 130 25 myology myology NOUN bam-1809 130 26 myology myology NOUN bam-1809 130 27 reviews review NOUN bam-1809 130 28 1 1 NUM bam-1809 130 29 ( ( PUNCT bam-1809 130 30 3 3 NUM bam-1809 130 31 ): ): PUNCT bam-1809 130 32 131 131 NUM bam-1809 130 33 - - SYM bam-1809 130 34 138 138 NUM bam-1809 130 35 , , PUNCT bam-1809 130 36 2010 2010 NUM bam-1809 130 37 136 136 NUM bam-1809 130 38                             SPACE bam-1809 130 39 ( ( PUNCT bam-1809 130 40 a)-schematic a)-schematic ADJ bam-1809 130 41 ( ( PUNCT bam-1809 130 42 b b NOUN bam-1809 130 43 ) ) PUNCT bam-1809 130 44 t-9 t-9 NOUN bam-1809 130 45 complete complete ADJ bam-1809 130 46 fig fig NOUN bam-1809 130 47 . . PUNCT bam-1809 131 1 7 7 NUM bam-1809 131 2 emg emg NOUN bam-1809 131 3 electrodes electrode VERB bam-1809 131 4 at at ADP bam-1809 131 5 above above ADP bam-1809 131 6 spinal spinal ADJ bam-1809 131 7 cord cord NOUN bam-1809 131 8 lesion lesion NOUN bam-1809 131 9 of of ADP bam-1809 131 10 thoracic thoracic NOUN bam-1809 131 11 - - PUNCT bam-1809 131 12 level level NOUN bam-1809 131 13 complete complete ADJ bam-1809 131 14 paraplegic paraplegic ADJ bam-1809 131 15 patient patient NOUN bam-1809 131 16 , , PUNCT bam-1809 131 17 to to PART bam-1809 131 18 control control VERB bam-1809 131 19 activation activation NOUN bam-1809 131 20 of of ADP bam-1809 131 21 electrical electrical ADJ bam-1809 131 22 stimulation stimulation NOUN bam-1809 131 23 for for ADP bam-1809 131 24 ambulation ambulation NOUN bam-1809 131 25 repeatable repeatable ADJ bam-1809 131 26 identification identification NOUN bam-1809 131 27 algorithms algorithm NOUN bam-1809 131 28 to to PART bam-1809 131 29 reduce reduce VERB bam-1809 131 30 the the DET bam-1809 131 31 size size NOUN bam-1809 131 32 of of ADP bam-1809 131 33 the the DET bam-1809 131 34 subspaces subspace NOUN bam-1809 131 35 , , PUNCT bam-1809 131 36 if if SCONJ bam-1809 131 37 at at ADV bam-1809 131 38 all all ADV bam-1809 131 39 possible possible ADJ bam-1809 131 40 ) ) PUNCT bam-1809 131 41 , , PUNCT bam-1809 131 42 improved improve VERB bam-1809 131 43 nn nn NUM bam-1809 131 44 clustering clustering ADJ bam-1809 131 45 methods method NOUN bam-1809 131 46 , , PUNCT bam-1809 131 47 or or CCONJ bam-1809 131 48 electrode electrode NOUN bam-1809 131 49 placement placement NOUN bam-1809 131 50 must must AUX bam-1809 131 51 be be AUX bam-1809 131 52 changed change VERB bam-1809 131 53 . . PUNCT bam-1809 132 1 3 3 X bam-1809 132 2 . . X bam-1809 132 3 applications application NOUN bam-1809 132 4 3.1 3.1 NUM bam-1809 132 5 discrimination discrimination NOUN bam-1809 132 6 of of ADP bam-1809 132 7 six six NUM bam-1809 132 8 contraction contraction NOUN bam-1809 132 9 modes mode NOUN bam-1809 132 10 in in ADP bam-1809 132 11 emg emg PROPN bam-1809 132 12 recorded record VERB bam-1809 132 13 at at ADP bam-1809 132 14 shoulder shoulder NOUN bam-1809 132 15 electrode electrode NOUN bam-1809 132 16 : : PUNCT bam-1809 132 17 to to PART bam-1809 132 18 control control VERB bam-1809 132 19 multidegree multidegree NOUN bam-1809 132 20 - - PUNCT bam-1809 132 21 of of ADP bam-1809 132 22 - - PUNCT bam-1809 132 23 freedom freedom NOUN bam-1809 132 24 above above ADJ bam-1809 132 25 - - PUNCT bam-1809 132 26 elbow elbow NOUN bam-1809 132 27 prosthesis prosthesis NOUN bam-1809 132 28 since since SCONJ bam-1809 132 29 our our PRON bam-1809 132 30 initial initial ADJ bam-1809 132 31 study study NOUN bam-1809 132 32 of of ADP bam-1809 132 33 [ [ X bam-1809 132 34 7 7 NUM bam-1809 132 35 ] ] PUNCT bam-1809 132 36 , , PUNCT bam-1809 132 37 we we PRON bam-1809 132 38 have have AUX bam-1809 132 39 applied apply VERB bam-1809 132 40 the the DET bam-1809 132 41 signal signal ADJ bam-1809 132 42 discrimination discrimination NOUN bam-1809 132 43 via via ADP bam-1809 132 44 the the DET bam-1809 132 45 mathematical mathematical ADJ bam-1809 132 46 approaches approach NOUN bam-1809 132 47 of of ADP bam-1809 132 48 sect sect NOUN bam-1809 132 49 . . PUNCT bam-1809 133 1 2 2 NUM bam-1809 133 2 to to PART bam-1809 133 3 control control VERB bam-1809 133 4 up up ADP bam-1809 133 5 to to PART bam-1809 133 6 six six NUM bam-1809 133 7 limb limb NOUN bam-1809 133 8 functions function NOUN bam-1809 133 9 ( ( PUNCT bam-1809 133 10 elbow elbow NOUN bam-1809 133 11 extension extension NOUN bam-1809 133 12 , , PUNCT bam-1809 133 13 elbow elbow VERB bam-1809 133 14 flexion flexion NOUN bam-1809 133 15 , , PUNCT bam-1809 133 16 wrist wrist NOUN bam-1809 133 17 pronation pronation NOUN bam-1809 133 18 , , PUNCT bam-1809 133 19 wrist wrist NOUN bam-1809 133 20 supination supination NOUN bam-1809 133 21 , , PUNCT bam-1809 133 22 grasp grasp VERB bam-1809 133 23 opening opening NOUN bam-1809 133 24 , , PUNCT bam-1809 133 25 and and CCONJ bam-1809 133 26 grasp grasp NOUN bam-1809 133 27 closing closing NOUN bam-1809 133 28 ) ) PUNCT bam-1809 133 29 to to ADP bam-1809 133 30 several several ADJ bam-1809 133 31 high high ADJ bam-1809 133 32 above above ADV bam-1809 133 33 – – PUNCT bam-1809 133 34 elbow elbow NOUN bam-1809 133 35 and and CCONJ bam-1809 133 36 shoulder shoulder NOUN bam-1809 133 37 disarticulation disarticulation NOUN bam-1809 133 38 amputees amputee VERB bam-1809 133 39 [ [ X bam-1809 133 40 13,14 13,14 NUM bam-1809 133 41 ] ] PUNCT bam-1809 133 42 . . PUNCT bam-1809 134 1 see see VERB bam-1809 134 2 figs fig NOUN bam-1809 134 3 . . PUNCT bam-1809 135 1 4 4 NUM bam-1809 135 2 , , PUNCT bam-1809 135 3 5 5 NUM bam-1809 135 4 and and CCONJ bam-1809 135 5 6 6 NUM bam-1809 135 6 . . PUNCT bam-1809 136 1 in in ADP bam-1809 136 2 the the DET bam-1809 136 3 above above NOUN bam-1809 136 4 , , PUNCT bam-1809 136 5 we we PRON bam-1809 136 6 have have AUX bam-1809 136 7 used use VERB bam-1809 136 8 a a DET bam-1809 136 9 single single ADJ bam-1809 136 10 pairs pair NOUN bam-1809 136 11 of of ADP bam-1809 136 12 emg emg NOUN bam-1809 136 13 electrodes electrode NOUN bam-1809 136 14 , , PUNCT bam-1809 136 15 located locate VERB bam-1809 136 16 on on ADP bam-1809 136 17 biceps bicep NOUN bam-1809 136 18 , , PUNCT bam-1809 136 19 between between ADP bam-1809 136 20 biceps bicep NOUN bam-1809 136 21 and and CCONJ bam-1809 136 22 triceps tricep NOUN bam-1809 136 23 ( ( PUNCT bam-1809 136 24 this this PRON bam-1809 136 25 gave give VERB bam-1809 136 26 often often ADV bam-1809 136 27 a a DET bam-1809 136 28 “ " PUNCT bam-1809 136 29 richer rich ADJ bam-1809 136 30 ” " PUNCT bam-1809 136 31 mixture mixture NOUN bam-1809 136 32 of of ADP bam-1809 136 33 muscle muscle NOUN bam-1809 136 34 fibers fiber NOUN bam-1809 136 35 involved involve VERB bam-1809 136 36 in in ADP bam-1809 136 37 the the DET bam-1809 136 38 artificial artificial ADJ bam-1809 136 39 - - PUNCT bam-1809 136 40 limb limb NOUN bam-1809 136 41 ’s ’s PART bam-1809 136 42 functions function NOUN bam-1809 136 43 that that PRON bam-1809 136 44 we we PRON bam-1809 136 45 wanted want VERB bam-1809 136 46 to to PART bam-1809 136 47 activate activate VERB bam-1809 136 48 by by ADP bam-1809 136 49 emg emg PROPN bam-1809 136 50 ) ) PUNCT bam-1809 136 51 , , PUNCT bam-1809 136 52 or or CCONJ bam-1809 136 53 shoulder shoulder NOUN bam-1809 136 54 ( ( PUNCT bam-1809 136 55 if if SCONJ bam-1809 136 56 the the DET bam-1809 136 57 stump stump NOUN bam-1809 136 58 did do AUX bam-1809 136 59 not not PART bam-1809 136 60 allow allow VERB bam-1809 136 61 a a DET bam-1809 136 62 lower low ADJ bam-1809 136 63 placement placement NOUN bam-1809 136 64 ) ) PUNCT bam-1809 136 65 . . PUNCT bam-1809 137 1 we we PRON bam-1809 137 2 requested request VERB bam-1809 137 3 the the DET bam-1809 137 4 patient patient NOUN bam-1809 137 5 to to PART bam-1809 137 6 pretend pretend VERB bam-1809 137 7 and and CCONJ bam-1809 137 8 try try VERB bam-1809 137 9 to to PART bam-1809 137 10 use use VERB bam-1809 137 11 his his PRON bam-1809 137 12 / / SYM bam-1809 137 13 her her PRON bam-1809 137 14 remaining remain VERB bam-1809 137 15 muscles muscle NOUN bam-1809 137 16 as as SCONJ bam-1809 137 17 if if SCONJ bam-1809 137 18 he he PRON bam-1809 137 19 could could AUX bam-1809 137 20 a a DET bam-1809 137 21 ctually ctually NOUN bam-1809 137 22 perform perform VERB bam-1809 137 23 the the DET bam-1809 137 24 intended intend VERB bam-1809 137 25 function function NOUN bam-1809 137 26 . . PUNCT bam-1809 138 1 still still ADV bam-1809 138 2 , , PUNCT bam-1809 138 3 it it PRON bam-1809 138 4 is be AUX bam-1809 138 5 possible possible ADJ bam-1809 138 6 , , PUNCT bam-1809 138 7 if if SCONJ bam-1809 138 8 necessary necessary ADJ bam-1809 138 9 to to PART bam-1809 138 10 have have VERB bam-1809 138 11 patient patient NOUN bam-1809 138 12 try try VERB bam-1809 138 13 to to PART bam-1809 138 14 perform perform VERB bam-1809 138 15 other other ADJ bam-1809 138 16 task task NOUN bam-1809 138 17 , , PUNCT bam-1809 138 18 as as ADV bam-1809 138 19 long long ADV bam-1809 138 20 as as SCONJ bam-1809 138 21 those those PRON bam-1809 138 22 do do AUX bam-1809 138 23 not not PART bam-1809 138 24 activate activate VERB bam-1809 138 25 other other ADJ bam-1809 138 26 limbs limb NOUN bam-1809 138 27 or or CCONJ bam-1809 138 28 joinys joiny NOUN bam-1809 138 29 . . PUNCT bam-1809 139 1 response response NOUN bam-1809 139 2 was be AUX bam-1809 139 3 of of ADP bam-1809 139 4 the the DET bam-1809 139 5 order order NOUN bam-1809 139 6 of of ADP bam-1809 139 7 a a DET bam-1809 139 8 second second ADJ bam-1809 139 9 or or CCONJ bam-1809 139 10 more more ADJ bam-1809 139 11 . . PUNCT bam-1809 140 1 however however ADV bam-1809 140 2 , , PUNCT bam-1809 140 3 this this PRON bam-1809 140 4 was be AUX bam-1809 140 5 all all PRON bam-1809 140 6 done do VERB bam-1809 140 7 from from ADP bam-1809 140 8 1961 1961 NUM bam-1809 140 9 to to ADP bam-1809 140 10 1973 1973 NUM bam-1809 140 11 ( ( PUNCT bam-1809 140 12 then then ADV bam-1809 140 13 our our PRON bam-1809 140 14 lab lab NOUN bam-1809 140 15 switched switch VERB bam-1809 140 16 to to PART bam-1809 140 17 work work VERB bam-1809 140 18 on on ADP bam-1809 140 19 paraplegia paraplegia ADJ bam-1809 140 20 fes fes NOUN bam-1809 140 21 for for ADP bam-1809 140 22 walking walking NOUN bam-1809 140 23 and and CCONJ bam-1809 140 24 other other ADJ bam-1809 140 25 topics topic NOUN bam-1809 140 26 ) ) PUNCT bam-1809 140 27 and and CCONJ bam-1809 140 28 computer computer NOUN bam-1809 140 29 processing processing NOUN bam-1809 140 30 time time NOUN bam-1809 140 31 was be AUX bam-1809 140 32 very very ADV bam-1809 140 33 slow slow ADJ bam-1809 140 34 . . PUNCT bam-1809 141 1 with with ADP bam-1809 141 2 today today NOUN bam-1809 141 3 ’s ’s PART bam-1809 141 4 ( ( PUNCT bam-1809 141 5 2010 2010 NUM bam-1809 141 6 ) ) PUNCT bam-1809 141 7 , , PUNCT bam-1809 141 8 the the DET bam-1809 141 9 delay delay NOUN bam-1809 141 10 will will AUX bam-1809 141 11 be be AUX bam-1809 141 12 below below ADP bam-1809 141 13 a a DET bam-1809 141 14 second second NOUN bam-1809 141 15 , , PUNCT bam-1809 141 16 and and CCONJ bam-1809 141 17 this this PRON bam-1809 141 18 mainly mainly ADV bam-1809 141 19 since since SCONJ bam-1809 141 20 a a DET bam-1809 141 21 reasonable reasonable ADJ bam-1809 141 22 number number NOUN bam-1809 141 23 of of ADP bam-1809 141 24 samples sample NOUN bam-1809 141 25 must must AUX bam-1809 141 26 be be AUX bam-1809 141 27 collected collect VERB bam-1809 141 28 for for ADP bam-1809 141 29 parameter parameter NOUN bam-1809 141 30 identification identification NOUN bam-1809 141 31 to to PART bam-1809 141 32 converge converge VERB bam-1809 141 33 . . PUNCT bam-1809 142 1 3.2 3.2 NUM bam-1809 142 2 discrimination discrimination NOUN bam-1809 142 3 of of ADP bam-1809 142 4 several several ADJ bam-1809 142 5 muscle muscle NOUN bam-1809 142 6 contraction contraction NOUN bam-1809 142 7 modes mode NOUN bam-1809 142 8 in in ADP bam-1809 142 9 emg emg NOUN bam-1809 142 10 from from ADP bam-1809 142 11 electrodes electrode NOUN bam-1809 142 12 to to PART bam-1809 142 13 control control VERB bam-1809 142 14 activation activation NOUN bam-1809 142 15 of of ADP bam-1809 142 16 steps step NOUN bam-1809 142 17 for for ADP bam-1809 142 18 walking walk VERB bam-1809 142 19 via via ADP bam-1809 142 20 electrical electrical ADJ bam-1809 142 21 stimulation stimulation NOUN bam-1809 142 22 of of ADP bam-1809 142 23 paraplegia paraplegia NOUN bam-1809 142 24 since since SCONJ bam-1809 142 25 early early ADJ bam-1809 142 26 1982 1982 NUM bam-1809 142 27 [ [ X bam-1809 142 28 10 10 NUM bam-1809 142 29 ] ] X bam-1809 142 30 we we PRON bam-1809 142 31 fisrt fisrt VERB bam-1809 142 32 succeded succede VERB bam-1809 142 33 to to PART bam-1809 142 34 have have VERB bam-1809 142 35 thoracic thoracic NOUN bam-1809 142 36 - - PUNCT bam-1809 142 37 level level NOUN bam-1809 142 38 paraplegic paraplegic ADJ bam-1809 142 39 patients patient NOUN bam-1809 142 40 ( ( PUNCT bam-1809 142 41 t-1 t-1 PROPN bam-1809 142 42 to to ADP bam-1809 142 43 t-12 t-12 NOUN bam-1809 142 44 ) ) PUNCT bam-1809 142 45 activate activate VERB bam-1809 142 46 steps step NOUN bam-1809 142 47 via via ADP bam-1809 142 48 functional functional ADJ bam-1809 142 49 electrical electrical ADJ bam-1809 142 50 simulation simulation NOUN bam-1809 142 51 ( ( PUNCT bam-1809 142 52 fes fes PROPN bam-1809 142 53 ) ) PUNCT bam-1809 142 54 , , PUNCT bam-1809 142 55 where where SCONJ bam-1809 142 56 the the DET bam-1809 142 57 command command NOUN bam-1809 142 58 for for ADP bam-1809 142 59 taking take VERB bam-1809 142 60 a a DET bam-1809 142 61 left left ADJ bam-1809 142 62 step step NOUN bam-1809 142 63 or or CCONJ bam-1809 142 64 a a DET bam-1809 142 65 right right ADJ bam-1809 142 66 step step NOUN bam-1809 142 67 came come VERB bam-1809 142 68 from from ADP bam-1809 142 69 processing processing NOUN bam-1809 142 70 emg emg NOUN bam-1809 142 71 signals signal NOUN bam-1809 142 72 taking take VERB bam-1809 142 73 from from ADP bam-1809 142 74 emg emg NOUN bam-1809 142 75 electrodes electrode NOUN bam-1809 142 76 placed place VERB bam-1809 142 77 on on ADP bam-1809 142 78 the the DET bam-1809 142 79 patient patient NOUN bam-1809 142 80 ’s ’s PART bam-1809 142 81 chest chest NOUN bam-1809 142 82 as as SCONJ bam-1809 142 83 shown show VERB bam-1809 142 84 in in ADP bam-1809 142 85 fig fig NOUN bam-1809 142 86 . . PUNCT bam-1809 143 1 7 7 NUM bam-1809 143 2 ) ) PUNCT bam-1809 143 3 as as SCONJ bam-1809 143 4 we we PRON bam-1809 143 5 reported report VERB bam-1809 143 6 in in ADP bam-1809 143 7 [ [ X bam-1809 143 8 10 10 NUM bam-1809 143 9 ] ] PUNCT bam-1809 143 10 and and CCONJ bam-1809 143 11 in in ADP bam-1809 143 12 later later ADJ bam-1809 143 13 publications publication NOUN bam-1809 144 1 [ [ X bam-1809 144 2 8,9,11,12 8,9,11,12 PROPN bam-1809 144 3 ] ] PUNCT bam-1809 144 4 . . PUNCT bam-1809 145 1 all all DET bam-1809 145 2 patients patient NOUN bam-1809 145 3 had have VERB bam-1809 145 4 a a DET bam-1809 145 5 complete complete ADJ bam-1809 145 6 sci sci NOUN bam-1809 145 7 lesion lesion NOUN bam-1809 145 8 , , PUNCT bam-1809 145 9 and and CCONJ bam-1809 145 10 hence hence ADV bam-1809 145 11 no no DET bam-1809 145 12 motor motor NOUN bam-1809 145 13 function function NOUN bam-1809 145 14 and and CCONJ bam-1809 145 15 no no DET bam-1809 145 16 sensation sensation NOUN bam-1809 145 17 below below ADP bam-1809 145 18 the the DET bam-1809 145 19 lesion lesion NOUN bam-1809 145 20 ( ( PUNCT bam-1809 145 21 fig fig NOUN bam-1809 145 22 . . PUNCT bam-1809 145 23 7 7 NUM bam-1809 145 24 ) ) PUNCT bam-1809 145 25 . . PUNCT bam-1809 146 1 as as ADP bam-1809 146 2 in in ADP bam-1809 146 3 the the DET bam-1809 146 4 cases case NOUN bam-1809 146 5 discussed discuss VERB bam-1809 146 6 in in ADP bam-1809 146 7 sect sect NOUN bam-1809 146 8 . . PUNCT bam-1809 147 1 3.1 3.1 NUM bam-1809 147 2 , , PUNCT bam-1809 147 3 we we PRON bam-1809 147 4 requested request VERB bam-1809 147 5 the the DET bam-1809 147 6 patients patient NOUN bam-1809 147 7 to to PART bam-1809 147 8 contract contract VERB bam-1809 147 9 soulder soulder NOUN bam-1809 147 10 , , PUNCT bam-1809 147 11 chest chest NOUN bam-1809 147 12 and and CCONJ bam-1809 147 13 arm arm NOUN bam-1809 147 14 muscles muscle NOUN bam-1809 147 15 as as SCONJ bam-1809 147 16 if if SCONJ bam-1809 147 17 they they PRON bam-1809 147 18 were be AUX bam-1809 147 19 healthy healthy ADJ bam-1809 147 20 and and CCONJ bam-1809 147 21 could could AUX bam-1809 147 22 walk walk VERB bam-1809 147 23 . . PUNCT bam-1809 148 1 3.3 3.3 NUM bam-1809 148 2 fixed fix VERB bam-1809 148 3 - - PUNCT bam-1809 148 4 time time NOUN bam-1809 148 5 - - PUNCT bam-1809 148 6 interval interval NOUN bam-1809 148 7 prediction prediction NOUN bam-1809 148 8 of of ADP bam-1809 148 9 onset onset NOUN bam-1809 148 10 of of ADP bam-1809 148 11 sleep sleep NOUN bam-1809 148 12 apnea apnea NOUN bam-1809 148 13 via via ADP bam-1809 148 14 submental submental PROPN bam-1809 148 15 emg emg PROPN bam-1809 148 16 in in ADP bam-1809 148 17 our our PRON bam-1809 148 18 recent recent ADJ bam-1809 148 19 work work NOUN bam-1809 148 20 on on ADP bam-1809 148 21 predicting predict VERB bam-1809 148 22 the the DET bam-1809 148 23 onset onset NOUN bam-1809 148 24 of of ADP bam-1809 148 25 sleep sleep NOUN bam-1809 148 26 apnea apnea NOUN bam-1809 148 27 and and CCONJ bam-1809 148 28 hypopnea hypopnea VERB bam-1809 148 29 events event NOUN bam-1809 148 30 [ [ X bam-1809 148 31 24 24 NUM bam-1809 148 32 ] ] PUNCT bam-1809 148 33 , , PUNCT bam-1809 148 34 we we PRON bam-1809 148 35 found find VERB bam-1809 148 36 that that SCONJ bam-1809 148 37 submental submental PROPN bam-1809 148 38 emg emg NOUN bam-1809 148 39 , , PUNCT bam-1809 148 40 we we PRON bam-1809 148 41 developed develop VERB bam-1809 148 42 an an DET bam-1809 148 43 artificial artificial ADJ bam-1809 148 44 neuralprediction neuralprediction NOUN bam-1809 148 45 of of ADP bam-1809 148 46 muscular muscular ADJ bam-1809 148 47 activation activation NOUN bam-1809 148 48 modes mode NOUN bam-1809 148 49 via via ADP bam-1809 148 50 surface surface PROPN bam-1809 148 51 emg emg PROPN bam-1809 148 52 european european PROPN bam-1809 148 53 journal journal PROPN bam-1809 148 54 translational translational ADJ bam-1809 148 55 myology myology NOUN bam-1809 148 56 myology myology NOUN bam-1809 148 57 reviews review NOUN bam-1809 148 58 1 1 NUM bam-1809 148 59 ( ( PUNCT bam-1809 148 60 3 3 NUM bam-1809 148 61 ): ): PUNCT bam-1809 148 62 131 131 NUM bam-1809 148 63 - - SYM bam-1809 148 64 138 138 NUM bam-1809 148 65 , , PUNCT bam-1809 148 66 2010 2010 NUM bam-1809 148 67 137 137 NUM bam-1809 148 68 network network NOUN bam-1809 148 69 - - PUNCT bam-1809 148 70 based base VERB bam-1809 148 71 system system NOUN bam-1809 148 72 that that PRON bam-1809 148 73 employs employ VERB bam-1809 148 74 5 5 NUM bam-1809 148 75 sources source NOUN bam-1809 148 76 of of ADP bam-1809 148 77 continuously continuously ADV bam-1809 148 78 monitored monitor VERB bam-1809 148 79 data datum NOUN bam-1809 148 80 for for ADP bam-1809 148 81 that that DET bam-1809 148 82 prediction prediction NOUN bam-1809 148 83 . . PUNCT bam-1809 149 1 the the DET bam-1809 149 2 neural neural ADJ bam-1809 149 3 network network NOUN bam-1809 149 4 ( ( PUNCT bam-1809 149 5 nn nn NOUN bam-1809 149 6 ) ) PUNCT bam-1809 149 7 , , PUNCT bam-1809 149 8 namely namely ADV bam-1809 149 9 , , PUNCT bam-1809 149 10 the the DET bam-1809 149 11 lamstar lamstar NOUN bam-1809 149 12 network network NOUN bam-1809 149 13 also also ADV bam-1809 149 14 ranks rank VERB bam-1809 149 15 the the DET bam-1809 149 16 source source NOUN bam-1809 149 17 signals signal NOUN bam-1809 149 18 concerning concern VERB bam-1809 149 19 their their PRON bam-1809 149 20 significance significance NOUN bam-1809 149 21 to to ADP bam-1809 149 22 successful successful ADJ bam-1809 149 23 prediction prediction NOUN bam-1809 149 24 and and CCONJ bam-1809 149 25 computed compute VERB bam-1809 149 26 the the DET bam-1809 149 27 submental submental PROPN bam-1809 149 28 emg emg NOUN bam-1809 149 29 to to PART bam-1809 149 30 be be AUX bam-1809 149 31 the the DET bam-1809 149 32 most most ADV bam-1809 149 33 significant significant ADJ bam-1809 149 34 of of ADP bam-1809 149 35 all all DET bam-1809 149 36 sources source NOUN bam-1809 149 37 . . PUNCT bam-1809 150 1 prediction prediction NOUN bam-1809 150 2 is be AUX bam-1809 150 3 of of ADP bam-1809 150 4 an an DET bam-1809 150 5 event event NOUN bam-1809 150 6 to to PART bam-1809 150 7 occur occur VERB bam-1809 150 8 within within ADP bam-1809 150 9 30 30 NUM bam-1809 150 10 seconds second NOUN bam-1809 150 11 , , PUNCT bam-1809 150 12 between between ADP bam-1809 150 13 30 30 NUM bam-1809 150 14 and and CCONJ bam-1809 150 15 60 60 NUM bam-1809 150 16 seconds second NOUN bam-1809 150 17 and and CCONJ bam-1809 150 18 between between ADP bam-1809 150 19 60 60 NUM bam-1809 150 20 and and CCONJ bam-1809 150 21 120 120 NUM bam-1809 150 22 seconds second NOUN bam-1809 150 23 . . PUNCT bam-1809 151 1 success success NOUN bam-1809 151 2 rate rate NOUN bam-1809 151 3 in in ADP bam-1809 151 4 our our PRON bam-1809 151 5 study study NOUN bam-1809 151 6 was be AUX bam-1809 151 7 81 81 NUM bam-1809 151 8 % % NOUN bam-1809 151 9 [ [ X bam-1809 151 10 24 24 NUM bam-1809 151 11 ] ] PUNCT bam-1809 151 12 . . PUNCT bam-1809 152 1 4 4 X bam-1809 152 2 . . X bam-1809 152 3 conclusions conclusion NOUN bam-1809 152 4 and and CCONJ bam-1809 152 5 perspectives perspective NOUN bam-1809 152 6 we we PRON bam-1809 152 7 have have AUX bam-1809 152 8 shown show VERB bam-1809 152 9 that that SCONJ bam-1809 152 10 surface surface NOUN bam-1809 152 11 emg emg NOUN bam-1809 152 12 is be AUX bam-1809 152 13 a a DET bam-1809 152 14 powerful powerful ADJ bam-1809 152 15 and and CCONJ bam-1809 152 16 totally totally ADV bam-1809 152 17 noninvasive noninvasive ADJ bam-1809 152 18 tool tool NOUN bam-1809 152 19 for for ADP bam-1809 152 20 medical medical ADJ bam-1809 152 21 diagnosis diagnosis NOUN bam-1809 152 22 and and CCONJ bam-1809 152 23 prediction prediction NOUN bam-1809 152 24 in in ADP bam-1809 152 25 many many ADJ bam-1809 152 26 fields field NOUN bam-1809 152 27 of of ADP bam-1809 152 28 medicine medicine NOUN bam-1809 152 29 , , PUNCT bam-1809 152 30 provided provide VERB bam-1809 152 31 that that SCONJ bam-1809 152 32 they they PRON bam-1809 152 33 are be AUX bam-1809 152 34 processed process VERB bam-1809 152 35 with with ADP bam-1809 152 36 adequate adequate ADJ bam-1809 152 37 mathematical mathematical ADJ bam-1809 152 38 extraction extraction NOUN bam-1809 152 39 and and CCONJ bam-1809 152 40 parameter parameter NOUN bam-1809 152 41 identification identification NOUN bam-1809 152 42 algorithms algorithm NOUN bam-1809 152 43 . . PUNCT bam-1809 153 1 furthermore furthermore ADV bam-1809 153 2 , , PUNCT bam-1809 153 3 the the DET bam-1809 153 4 progress progress NOUN bam-1809 153 5 in in ADP bam-1809 153 6 ultra ultra ADJ bam-1809 153 7 - - ADJ bam-1809 153 8 high high ADJ bam-1809 153 9 speed speed NOUN bam-1809 153 10 computation computation NOUN bam-1809 153 11 , , PUNCT bam-1809 153 12 the the DET bam-1809 153 13 most most ADV bam-1809 153 14 powerful powerful ADJ bam-1809 153 15 mathematical mathematical ADJ bam-1809 153 16 procedures procedure NOUN bam-1809 153 17 are be AUX bam-1809 153 18 already already ADV bam-1809 153 19 fast fast ADJ bam-1809 153 20 enough enough ADV bam-1809 153 21 for for ADP bam-1809 153 22 real real ADJ bam-1809 153 23 - - PUNCT bam-1809 153 24 time time NOUN bam-1809 153 25 control control NOUN bam-1809 153 26 of of ADP bam-1809 153 27 patient patient ADJ bam-1809 153 28 functions function NOUN bam-1809 153 29 , , PUNCT bam-1809 153 30 be be VERB bam-1809 153 31 they they PRON bam-1809 153 32 prosthetics prosthetic NOUN bam-1809 153 33 , , PUNCT bam-1809 153 34 orthoses orthose NOUN bam-1809 153 35 , , PUNCT bam-1809 153 36 elecrical elecrical ADJ bam-1809 153 37 stimulation stimulation NOUN bam-1809 153 38 , , PUNCT bam-1809 153 39 ( ( PUNCT bam-1809 153 40 includiding includide VERB bam-1809 153 41 deep deep ADJ bam-1809 153 42 brain brain NOUN bam-1809 153 43 simulation simulation NOUN bam-1809 153 44 , , PUNCT bam-1809 153 45 paraplegia paraplegia NOUN bam-1809 153 46 , , PUNCT bam-1809 153 47 etc etc X bam-1809 153 48 . . X bam-1809 153 49 ) ) PUNCT bam-1809 153 50 , , PUNCT bam-1809 153 51 or or CCONJ bam-1809 153 52 other other ADJ bam-1809 153 53 body body NOUN bam-1809 153 54 functions function NOUN bam-1809 153 55 and and CCONJ bam-1809 153 56 for for ADP bam-1809 153 57 early early ADJ bam-1809 153 58 warning warning NOUN bam-1809 153 59 of of ADP bam-1809 153 60 events event NOUN bam-1809 153 61 ( ( PUNCT bam-1809 153 62 sleep sleep NOUN bam-1809 153 63 apnea apnea NOUN bam-1809 153 64 , , PUNCT bam-1809 153 65 epilepsy epilepsy NOUN bam-1809 153 66 and and CCONJ bam-1809 153 67 beyond beyond ADP bam-1809 153 68 ) ) PUNCT bam-1809 153 69 . . PUNCT bam-1809 154 1 also also ADV bam-1809 154 2 , , PUNCT bam-1809 154 3 technology technology NOUN bam-1809 154 4 allows allow VERB bam-1809 154 5 this this PRON bam-1809 154 6 to to PART bam-1809 154 7 be be AUX bam-1809 154 8 achieved achieve VERB bam-1809 154 9 compactly compactly ADV bam-1809 154 10 , , PUNCT bam-1809 154 11 to to PART bam-1809 154 12 fit fit VERB bam-1809 154 13 the the DET bam-1809 154 14 needs need NOUN bam-1809 154 15 and and CCONJ bam-1809 154 16 comfort comfort NOUN bam-1809 154 17 of of ADP bam-1809 154 18 patients patient NOUN bam-1809 154 19 . . PUNCT bam-1809 155 1 corresponding correspond VERB bam-1809 155 2 author author NOUN bam-1809 155 3 prof prof PROPN bam-1809 155 4 . . PUNCT bam-1809 156 1 daniel daniel PROPN bam-1809 156 2 graupe graupe PROPN bam-1809 156 3 , , PUNCT bam-1809 156 4 dept dept NOUN bam-1809 156 5 . . PROPN bam-1809 156 6 of of ADP bam-1809 156 7 electrical electrical ADJ bam-1809 156 8 & & CCONJ bam-1809 156 9 computer computer NOUN bam-1809 156 10 engineering engineering NOUN bam-1809 156 11 and and CCONJ bam-1809 156 12 dept dept NOUN bam-1809 156 13 . . PROPN bam-1809 156 14 of of ADP bam-1809 156 15 neurology neurology NOUN bam-1809 156 16 & & CCONJ bam-1809 156 17 rehabilitation rehabilitation PROPN bam-1809 156 18 medicine medicine NOUN bam-1809 156 19 , , PUNCT bam-1809 156 20 university university PROPN bam-1809 156 21 of of ADP bam-1809 156 22 illinois illinois PROPN bam-1809 156 23 , , PUNCT bam-1809 156 24 chicago chicago PROPN bam-1809 156 25 , , PUNCT bam-1809 156 26 il il PROPN bam-1809 156 27 60607 60607 NUM bam-1809 156 28 , , PUNCT bam-1809 156 29 usa usa PROPN bam-1809 156 30 . . PROPN bam-1809 156 31 e e X bam-1809 156 32 - - NOUN bam-1809 156 33 mail mail NOUN bam-1809 156 34 : : PUNCT bam-1809 156 35 dangraupe@gmail.com dangraupe@gmail.com X bam-1809 156 36 references reference NOUN bam-1809 156 37 [ [ X bam-1809 156 38 1 1 NUM bam-1809 156 39 ] ] PUNCT bam-1809 156 40 basu basu PROPN bam-1809 156 41 i i PROPN bam-1809 156 42 , , PUNCT bam-1809 156 43 graupe graupe PROPN bam-1809 156 44 d d PROPN bam-1809 156 45 , , PUNCT bam-1809 156 46 tuninetti tuninetti PROPN bam-1809 156 47 d d PROPN bam-1809 156 48 , , PUNCT bam-1809 156 49 slavin slavin PROPN bam-1809 156 50 k. k. PROPN bam-1809 157 1 stochastic stochastic PROPN bam-1809 157 2 modeling modeling NOUN bam-1809 157 3 of of ADP bam-1809 157 4 the the DET bam-1809 157 5 neural neural ADJ bam-1809 157 6 activity activity NOUN bam-1809 157 7 in in ADP bam-1809 157 8 the the DET bam-1809 157 9 subthalamic subthalamic ADJ bam-1809 157 10 nucleus nucleus NOUN bam-1809 157 11 and and CCONJ bam-1809 157 12 model model NOUN bam-1809 157 13 parameter parameter NOUN bam-1809 157 14 identification identification NOUN bam-1809 157 15 from from ADP bam-1809 157 16 parkinson parkinson NOUN bam-1809 157 17 disease disease NOUN bam-1809 157 18 patient patient NOUN bam-1809 157 19 data datum NOUN bam-1809 157 20 . . PUNCT bam-1809 158 1 2010 2010 NUM bam-1809 158 2 , , PUNCT bam-1809 158 3 ece ece PROPN bam-1809 158 4 report report PROPN bam-1809 158 5 , , PUNCT bam-1809 158 6 univ univ PROPN bam-1809 158 7 of of ADP bam-1809 158 8 illinois illinois PROPN bam-1809 158 9 at at ADP bam-1809 158 10 chicago chicago PROPN bam-1809 158 11 , , PUNCT bam-1809 158 12 february february PROPN bam-1809 158 13 2010 2010 NUM bam-1809 158 14 . . PUNCT bam-1809 159 1 [ [ X bam-1809 159 2 2 2 NUM bam-1809 159 3 ] ] PUNCT bam-1809 159 4 cichocki cichocki PROPN bam-1809 159 5 a a PROPN bam-1809 159 6 , , PUNCT bam-1809 159 7 amari amari PROPN bam-1809 159 8 si si PROPN bam-1809 159 9 . . PROPN bam-1809 159 10 adaptive adaptive ADJ bam-1809 159 11 blind blind ADJ bam-1809 159 12 signal signal NOUN bam-1809 159 13 and and CCONJ bam-1809 159 14 image image NOUN bam-1809 159 15 processing processing NOUN bam-1809 159 16 , , PUNCT bam-1809 159 17 john john PROPN bam-1809 159 18 wiley wiley PROPN bam-1809 159 19 , , PUNCT bam-1809 159 20 ny ny PROPN bam-1809 159 21 . . PROPN bam-1809 159 22 wt wt PROPN bam-1809 159 23 2002 2002 NUM bam-1809 159 24 . . PUNCT bam-1809 160 1 [ [ X bam-1809 160 2 3 3 X bam-1809 160 3 ] ] X bam-1809 160 4 doerschuk doerschuk NOUN bam-1809 160 5 pc pc NOUN bam-1809 160 6 , , PUNCT bam-1809 160 7 gustafson gustafson PROPN bam-1809 160 8 de de PROPN bam-1809 160 9 , , PUNCT bam-1809 160 10 wilsky wilsky ADJ bam-1809 160 11 as as ADP bam-1809 160 12 ( ( PUNCT bam-1809 160 13 ) ) PUNCT bam-1809 160 14 , , PUNCT bam-1809 160 15 multifunctional multifunctional ADJ bam-1809 160 16 upper upper ADJ bam-1809 160 17 - - PUNCT bam-1809 160 18 extremity extremity NOUN bam-1809 160 19 prosthesis prosthesis NOUN bam-1809 160 20 control control NOUN bam-1809 160 21 - - PUNCT bam-1809 160 22 signal signal NOUN bam-1809 160 23 generation generation NOUN bam-1809 160 24 using use VERB bam-1809 160 25 emg emg NOUN bam-1809 160 26 signal signal PROPN bam-1809 160 27 processing processing NOUN bam-1809 160 28 , , PUNCT bam-1809 160 29 proc proc NOUN bam-1809 160 30 . . PUNCT bam-1809 161 1 jacc jacc PROPN bam-1809 161 2 ( ( PUNCT bam-1809 161 3 joint joint ADJ bam-1809 161 4 automatic automatic ADJ bam-1809 161 5 control control NOUN bam-1809 161 6 conf conf NOUN bam-1809 161 7 . . PUNCT bam-1809 161 8 ) ) PUNCT bam-1809 161 9 , , PUNCT bam-1809 161 10 denver denver PROPN bam-1809 161 11 , , PUNCT bam-1809 161 12 co. co. PROPN bam-1809 161 13 , , PUNCT bam-1809 161 14 1979 1979 NUM bam-1809 161 15 , , PUNCT bam-1809 161 16 pp pp ADJ bam-1809 161 17 . . PUNCT bam-1809 162 1 414 414 NUM bam-1809 162 2 - - SYM bam-1809 162 3 419 419 NUM bam-1809 162 4 . . PUNCT bam-1809 163 1 [ [ X bam-1809 163 2 4 4 NUM bam-1809 163 3 ] ] X bam-1809 163 4 graupe graupe NOUN bam-1809 163 5 d d PROPN bam-1809 163 6 , , PUNCT bam-1809 163 7 ( ( PUNCT bam-1809 163 8 1989 1989 NUM bam-1809 163 9 ) ) PUNCT bam-1809 163 10 , , PUNCT bam-1809 163 11 time time NOUN bam-1809 163 12 series series PROPN bam-1809 163 13 analysis analysis NOUN bam-1809 163 14 , , PUNCT bam-1809 163 15 identification identification NOUN bam-1809 163 16 and and CCONJ bam-1809 163 17 adaptive adaptive ADJ bam-1809 163 18 filtering filtering NOUN bam-1809 163 19 , , PUNCT bam-1809 163 20 2nd 2nd PROPN bam-1809 163 21 edition edition NOUN bam-1809 163 22 , , PUNCT bam-1809 163 23 krieger krieger PROPN bam-1809 163 24 publishing publishing PROPN bam-1809 163 25 co. co. PROPN bam-1809 163 26 , , PUNCT bam-1809 163 27 malabar malabar PROPN bam-1809 163 28 , , PUNCT bam-1809 163 29 fl fl PROPN bam-1809 163 30 . . PROPN bam-1809 163 31 1989 1989 NUM bam-1809 163 32 . . PUNCT bam-1809 164 1 [ [ X bam-1809 164 2 5 5 X bam-1809 164 3 ] ] X bam-1809 164 4 graupe graupe PROPN bam-1809 164 5 d. d. PROPN bam-1809 164 6 principles principle NOUN bam-1809 164 7 of of ADP bam-1809 164 8 artificial artificial ADJ bam-1809 164 9 neural neural ADJ bam-1809 164 10 networks network NOUN bam-1809 164 11 , , PUNCT bam-1809 164 12 second second ADJ bam-1809 164 13 edition edition NOUN bam-1809 164 14 , , PUNCT bam-1809 164 15 krieger krieger PROPN bam-1809 164 16 publishing publishing PROPN bam-1809 164 17 co. co. PROPN bam-1809 164 18 , , PUNCT bam-1809 164 19 malabar malabar PROPN bam-1809 164 20 , , PUNCT bam-1809 164 21 fl fl PROPN bam-1809 164 22 . . PROPN bam-1809 164 23 2008 2008 NUM bam-1809 164 24 . . PUNCT bam-1809 165 1 [ [ X bam-1809 165 2 6 6 NUM bam-1809 165 3 ] ] X bam-1809 165 4 graupe graupe PROPN bam-1809 165 5 d d PROPN bam-1809 165 6 , , PUNCT bam-1809 165 7 basseas basseas PROPN bam-1809 165 8 s s PROPN bam-1809 165 9 , , PUNCT bam-1809 165 10 deng deng PROPN bam-1809 165 11 j. j. PROPN bam-1809 165 12 emg emg PROPN bam-1809 165 13 response response NOUN bam-1809 165 14 to to PART bam-1809 165 15 fes fes VERB bam-1809 165 16 at at ADP bam-1809 165 17 quadriceps quadricep NOUN bam-1809 165 18 of of ADP bam-1809 165 19 paraplegics paraplegic NOUN bam-1809 165 20 and and CCONJ bam-1809 165 21 its its PRON bam-1809 165 22 use use NOUN bam-1809 165 23 to to PART bam-1809 165 24 control control VERB bam-1809 165 25 fes fes NOUN bam-1809 165 26 levels level NOUN bam-1809 165 27 to to PART bam-1809 165 28 combat combat NOUN bam-1809 165 29 muscle muscle NOUN bam-1809 165 30 fatigue fatigue NOUN bam-1809 165 31 , , PUNCT bam-1809 165 32 symp symp NOUN bam-1809 165 33 . . PUNCT bam-1809 166 1 international international PROPN bam-1809 166 2 college college PROPN bam-1809 166 3 of of ADP bam-1809 166 4 surgeons surgeon NOUN bam-1809 166 5 on on ADP bam-1809 166 6 spinal spinal ADJ bam-1809 166 7 cord cord NOUN bam-1809 166 8 injuries injury NOUN bam-1809 166 9 , , PUNCT bam-1809 166 10 las las PROPN bam-1809 166 11 vegas vegas PROPN bam-1809 166 12 , , PUNCT bam-1809 166 13 nv nv PROPN bam-1809 166 14 , , PUNCT bam-1809 166 15 1986 1986 NUM bam-1809 166 16 . . PUNCT bam-1809 167 1 [ [ X bam-1809 167 2 7 7 X bam-1809 167 3 ] ] X bam-1809 167 4 graupe graupe PROPN bam-1809 167 5 d d PROPN bam-1809 167 6 , , PUNCT bam-1809 167 7 cline cline PROPN bam-1809 167 8 wk wk PROPN bam-1809 167 9 . . PROPN bam-1809 167 10 functional functional ADJ bam-1809 167 11 separation separation NOUN bam-1809 167 12 of of ADP bam-1809 167 13 emg emg NOUN bam-1809 167 14 signals signal NOUN bam-1809 167 15 via via ADP bam-1809 167 16 arma arma NOUN bam-1809 167 17 identification identification NOUN bam-1809 167 18 methods method NOUN bam-1809 167 19 for for ADP bam-1809 167 20 prosthesis prosthesis NOUN bam-1809 167 21 control control NOUN bam-1809 167 22 purposes purpose NOUN bam-1809 167 23 , , PUNCT bam-1809 167 24 ieee ieee PROPN bam-1809 167 25 trans trans PROPN bam-1809 167 26 sys sys VERB bam-1809 167 27 man man NOUN bam-1809 167 28 and and CCONJ bam-1809 167 29 cyber cyber NOUN bam-1809 167 30 1975 1975 NUM bam-1809 167 31 ; ; PUNCT bam-1809 167 32 5 5 NUM bam-1809 167 33 : : PUNCT bam-1809 167 34 252 252 NUM bam-1809 167 35 - - SYM bam-1809 167 36 256 256 NUM bam-1809 167 37 . . PUNCT bam-1809 168 1 [ [ X bam-1809 168 2 8 8 NUM bam-1809 168 3 ] ] X bam-1809 168 4 graupe graupe NOUN bam-1809 168 5 d d PROPN bam-1809 168 6 , , PUNCT bam-1809 168 7 kohn kohn PROPN bam-1809 168 8 kh kh PROPN bam-1809 168 9 . . PUNCT bam-1809 169 1 a a DET bam-1809 169 2 critical critical ADJ bam-1809 169 3 review review NOUN bam-1809 169 4 of of ADP bam-1809 169 5 emg emg NOUN bam-1809 169 6 control control NOUN bam-1809 169 7 of of ADP bam-1809 169 8 functional functional ADJ bam-1809 169 9 electrical electrical ADJ bam-1809 169 10 stimulation stimulation NOUN bam-1809 169 11 in in ADP bam-1809 169 12 paraplegics paraplegic NOUN bam-1809 169 13 . . PUNCT bam-1809 170 1 crc crc PROPN bam-1809 170 2 critical critical ADJ bam-1809 170 3 rev rev PROPN bam-1809 170 4 in in ADP bam-1809 170 5 biomedical biomedical ADJ bam-1809 170 6 eng eng PROPN bam-1809 170 7 1988 1988 NUM bam-1809 170 8 ; ; PUNCT bam-1809 170 9 15 15 NUM bam-1809 170 10 . . PUNCT bam-1809 171 1 [ [ X bam-1809 171 2 9 9 NUM bam-1809 171 3 ] ] X bam-1809 171 4 graupe graupe NOUN bam-1809 171 5 d d PROPN bam-1809 171 6 , , PUNCT bam-1809 171 7 kohn kohn PROPN bam-1809 171 8 kh kh PROPN bam-1809 171 9 . . PROPN bam-1809 171 10 functional functional ADJ bam-1809 171 11 electrical electrical ADJ bam-1809 171 12 stimulation stimulation NOUN bam-1809 171 13 for for ADP bam-1809 171 14 ambulation ambulation NOUN bam-1809 171 15 by by ADP bam-1809 171 16 paraplegics paraplegic NOUN bam-1809 171 17 , , PUNCT bam-1809 171 18 krieger krieger PROPN bam-1809 171 19 publishing publishing PROPN bam-1809 171 20 co co PROPN bam-1809 171 21 , , PUNCT bam-1809 171 22 malabar malabar PROPN bam-1809 171 23 , , PUNCT bam-1809 171 24 fl fl PROPN bam-1809 171 25 . . PROPN bam-1809 171 26 1994 1994 NUM bam-1809 171 27 . . PUNCT bam-1809 172 1 [ [ X bam-1809 172 2 10 10 NUM bam-1809 172 3 ] ] X bam-1809 172 4 graupe graupe PROPN bam-1809 172 5 d d PROPN bam-1809 172 6 , , PUNCT bam-1809 172 7 kralj kralj PROPN bam-1809 172 8 a a X bam-1809 172 9 , , PUNCT bam-1809 172 10 kohn kohn PROPN bam-1809 172 11 kh kh PROPN bam-1809 172 12 . . PUNCT bam-1809 172 13 computerized computerized ADJ bam-1809 172 14 signature signature NOUN bam-1809 172 15 discrimination discrimination NOUN bam-1809 172 16 of of ADP bam-1809 172 17 above above ADP bam-1809 172 18 - - PUNCT bam-1809 172 19 lesion lesion NOUN bam-1809 172 20 emg emg NOUN bam-1809 172 21 for for ADP bam-1809 172 22 stimulating stimulate VERB bam-1809 172 23 peripheral peripheral ADJ bam-1809 172 24 nerves nerve NOUN bam-1809 172 25 of of ADP bam-1809 172 26 complete complete ADJ bam-1809 172 27 paraplegics paraplegic NOUN bam-1809 172 28 , , PUNCT bam-1809 172 29 proc proc NOUN bam-1809 172 30 ifac ifac NOUN bam-1809 172 31 symp symp NOUN bam-1809 172 32 prosthetics prosthetic NOUN bam-1809 172 33 control control NOUN bam-1809 172 34 , , PUNCT bam-1809 172 35 columbus columbus PROPN bam-1809 172 36 , , PUNCT bam-1809 172 37 oh oh INTJ bam-1809 172 38 , , PUNCT bam-1809 172 39 1982 1982 NUM bam-1809 172 40 . . PUNCT bam-1809 173 1 [ [ X bam-1809 173 2 11 11 NUM bam-1809 173 3 ] ] X bam-1809 173 4 graupe graupe PROPN bam-1809 173 5 d d PROPN bam-1809 173 6 , , PUNCT bam-1809 173 7 kordylewski kordylewski PROPN bam-1809 173 8 h. h. PROPN bam-1809 173 9 artificial artificial ADJ bam-1809 173 10 neural neural ADJ bam-1809 173 11 network network NOUN bam-1809 173 12 control control NOUN bam-1809 173 13 of of ADP bam-1809 173 14 fes fes NOUN bam-1809 173 15 in in ADP bam-1809 173 16 paraplegics paraplegic NOUN bam-1809 173 17 for for ADP bam-1809 173 18 patient patient ADJ bam-1809 173 19 responsive responsive ADJ bam-1809 173 20 ambulation ambulation NOUN bam-1809 173 21 . . PUNCT bam-1809 174 1 trans trans PROPN bam-1809 174 2 ieee ieee PROPN bam-1809 174 3 on on ADP bam-1809 174 4 biomed biome VERB bam-1809 174 5 eng eng PROPN bam-1809 174 6 1995 1995 NUM bam-1809 174 7 ; ; PUNCT bam-1809 174 8 42 42 NUM bam-1809 174 9 : : PUNCT bam-1809 174 10 699 699 NUM bam-1809 174 11 - - SYM bam-1809 174 12 707 707 NUM bam-1809 174 13 . . PUNCT bam-1809 175 1 [ [ X bam-1809 175 2 12 12 NUM bam-1809 175 3 ] ] X bam-1809 175 4 graupe graupe PROPN bam-1809 175 5 d d PROPN bam-1809 175 6 , , PUNCT bam-1809 175 7 kohn kohn PROPN bam-1809 175 8 kh kh PROPN bam-1809 175 9 . . PUNCT bam-1809 176 1 transcutaneous transcutaneous ADJ bam-1809 176 2 functional functional ADJ bam-1809 176 3 neuromuscular neuromuscular ADJ bam-1809 176 4 stimulation stimulation NOUN bam-1809 176 5 of of ADP bam-1809 176 6 certain certain ADJ bam-1809 176 7 traumatic traumatic ADJ bam-1809 176 8 complete complete ADJ bam-1809 176 9 thoracic thoracic NOUN bam-1809 176 10 paraplegics paraplegic NOUN bam-1809 176 11 for for ADP bam-1809 176 12 independent independent ADJ bam-1809 176 13 short short ADJ bam-1809 176 14 - - PUNCT bam-1809 176 15 distance distance NOUN bam-1809 176 16 ambulation ambulation NOUN bam-1809 176 17 . . PUNCT bam-1809 177 1 nerol nerol PROPN bam-1809 177 2 res re NOUN bam-1809 177 3 . . PUNCT bam-1809 177 4 1997 1997 NUM bam-1809 177 5 ; ; PUNCT bam-1809 177 6 19 19 NUM bam-1809 177 7 : : SYM bam-1809 177 8 323 323 NUM bam-1809 177 9 - - SYM bam-1809 177 10 333 333 NUM bam-1809 177 11 . . PUNCT bam-1809 178 1 [ [ X bam-1809 178 2 13 13 NUM bam-1809 178 3 ] ] X bam-1809 178 4 graupe graupe PROPN bam-1809 178 5 d d PROPN bam-1809 178 6 , , PUNCT bam-1809 178 7 magnusen magnusen PROPN bam-1809 178 8 j j PROPN bam-1809 178 9 , , PUNCT bam-1809 178 10 beex beex PROPN bam-1809 178 11 a a X bam-1809 178 12 , , PUNCT bam-1809 178 13 . . PUNCT bam-1809 179 1 microprocessor microprocessor NOUN bam-1809 179 2 system system NOUN bam-1809 179 3 for for ADP bam-1809 179 4 multifunctional multifunctional ADJ bam-1809 179 5 control control NOUN bam-1809 179 6 of of ADP bam-1809 179 7 upper upper ADJ bam-1809 179 8 - - PUNCT bam-1809 179 9 limb limb NOUN bam-1809 179 10 prostheses prosthesis NOUN bam-1809 179 11 via via ADP bam-1809 179 12 myoelectric myoelectric ADJ bam-1809 179 13 signal signal NOUN bam-1809 179 14 identification identification NOUN bam-1809 179 15 , , PUNCT bam-1809 179 16 ieee ieee NOUN bam-1809 179 17 trans trans PROPN bam-1809 179 18 . . PUNCT bam-1809 180 1 automatic automatic ADJ bam-1809 180 2 control control NOUN bam-1809 180 3 , , PUNCT bam-1809 180 4 1975 1975 NUM bam-1809 180 5 , , PUNCT bam-1809 180 6 23(4):538544 23(4):538544 NUM bam-1809 180 7 . . PUNCT bam-1809 181 1 [ [ X bam-1809 181 2 14 14 NUM bam-1809 181 3 ] ] X bam-1809 181 4 graupe graupe PROPN bam-1809 181 5 d d PROPN bam-1809 181 6 , , PUNCT bam-1809 181 7 salahi salahi PROPN bam-1809 181 8 j j PROPN bam-1809 181 9 , , PUNCT bam-1809 181 10 kohn kohn PROPN bam-1809 181 11 kh kh PROPN bam-1809 181 12 . . PUNCT bam-1809 182 1 multifunctional multifunctional ADJ bam-1809 182 2 prosthesis prosthesis NOUN bam-1809 182 3 and and CCONJ bam-1809 182 4 orthosis orthosis VERB bam-1809 182 5 control control NOUN bam-1809 182 6 via via ADP bam-1809 182 7 microcomputer microcomputer NOUN bam-1809 182 8 identification identification NOUN bam-1809 182 9 of of ADP bam-1809 182 10 temporal temporal ADJ bam-1809 182 11 pattern pattern NOUN bam-1809 182 12 differences difference NOUN bam-1809 182 13 in in ADP bam-1809 182 14 single single ADJ bam-1809 182 15 - - PUNCT bam-1809 182 16 site site NOUN bam-1809 182 17 myoelectric myoelectric ADJ bam-1809 182 18 signals signal NOUN bam-1809 182 19 , , PUNCT bam-1809 182 20 j j PROPN bam-1809 182 21 biomed biome VERB bam-1809 182 22 eng eng PROPN bam-1809 182 23 1982 1982 NUM bam-1809 182 24 , , PUNCT bam-1809 182 25 4(1 4(1 NOUN bam-1809 182 26 ): ): PUNCT bam-1809 182 27 17 17 NUM bam-1809 182 28 - - SYM bam-1809 182 29 22 22 NUM bam-1809 182 30 . . PUNCT bam-1809 183 1 [ [ X bam-1809 183 2 15 15 NUM bam-1809 183 3 ] ] PUNCT bam-1809 183 4 papoulis papouli VERB bam-1809 183 5 a. a. NOUN bam-1809 183 6 probability probability PROPN bam-1809 183 7 , , PUNCT bam-1809 183 8 random random ADJ bam-1809 183 9 variables variable NOUN bam-1809 183 10 and and CCONJ bam-1809 183 11 stochastic stochastic ADJ bam-1809 183 12 processes process NOUN bam-1809 183 13 , , PUNCT bam-1809 183 14 mcgraw mcgraw PROPN bam-1809 183 15 hill hill PROPN bam-1809 183 16 , , PUNCT bam-1809 183 17 ny ny PROPN bam-1809 183 18 , , PUNCT bam-1809 183 19 1965 1965 NUM bam-1809 183 20 . . PUNCT bam-1809 184 1 [ [ X bam-1809 184 2 16 16 NUM bam-1809 184 3 ] ] X bam-1809 184 4 rao rao PROPN bam-1809 184 5 rm rm PROPN bam-1809 184 6 , , PUNCT bam-1809 184 7 bopardikar bopardikar PROPN bam-1809 184 8 as as ADP bam-1809 184 9 . . PUNCT bam-1809 184 10 wavelet wavelet NOUN bam-1809 184 11 transforms transform VERB bam-1809 184 12 , , PUNCT bam-1809 184 13 addison addison PROPN bam-1809 184 14 wesley wesley PROPN bam-1809 184 15 , , PUNCT bam-1809 184 16 reading reading NOUN bam-1809 184 17 , , PUNCT bam-1809 184 18 ma ma PROPN bam-1809 184 19 . . PROPN bam-1809 184 20 1998 1998 NUM bam-1809 184 21 . . PUNCT bam-1809 185 1 [ [ X bam-1809 185 2 17 17 NUM bam-1809 185 3 ] ] X bam-1809 185 4 sandercock sandercock PROPN bam-1809 185 5 t t PROPN bam-1809 185 6 , , PUNCT bam-1809 185 7 faulkner faulkner PROPN bam-1809 185 8 ja ja PROPN bam-1809 185 9 , , PUNCT bam-1809 185 10 alberts alberts PROPN bam-1809 185 11 tw tw PROPN bam-1809 185 12 , , PUNCT bam-1809 185 13 abbrect abbrect PROPN bam-1809 185 14 ph ph PROPN bam-1809 185 15 . . PROPN bam-1809 185 16 single single ADJ bam-1809 185 17 motor motor NOUN bam-1809 185 18 unit unit NOUN bam-1809 185 19 and and CCONJ bam-1809 185 20 fiber fiber NOUN bam-1809 185 21 action action NOUN bam-1809 185 22 potentials potential VERB bam-1809 185 23 during during ADP bam-1809 185 24 fatigue fatigue NOUN bam-1809 185 25 . . PUNCT bam-1809 186 1 j j PROPN bam-1809 186 2 appl appl PROPN bam-1809 186 3 physiol physiol PROPN bam-1809 186 4 1985 1985 NUM bam-1809 186 5 ; ; PUNCT bam-1809 186 6 1073 1073 NUM bam-1809 186 7 - - SYM bam-1809 186 8 1079 1079 NUM bam-1809 186 9 . . PUNCT bam-1809 187 1 [ [ X bam-1809 187 2 18 18 NUM bam-1809 187 3 ] ] X bam-1809 187 4 saridis saridis PROPN bam-1809 187 5 gn gn PROPN bam-1809 187 6 , , PUNCT bam-1809 187 7 newman newman PROPN bam-1809 187 8 ma ma PROPN bam-1809 187 9 , , PUNCT bam-1809 187 10 gelfand gelfand PROPN bam-1809 187 11 s s PROPN bam-1809 187 12 , , PUNCT bam-1809 187 13 upperlimb upperlimb PROPN bam-1809 187 14 emg emg NOUN bam-1809 187 15 statistical statistical ADJ bam-1809 187 16 analysis analysis NOUN bam-1809 187 17 . . PUNCT bam-1809 188 1 proc proc NOUN bam-1809 188 2 . . PUNCT bam-1809 189 1 jacc jacc PROPN bam-1809 189 2 ( ( PUNCT bam-1809 189 3 joint joint ADJ bam-1809 189 4 automatic automatic ADJ bam-1809 189 5 control control NOUN bam-1809 189 6 conf conf NOUN bam-1809 189 7 . . PUNCT bam-1809 189 8 ) ) PUNCT bam-1809 189 9 , , PUNCT bam-1809 189 10 denver denver PROPN bam-1809 189 11 , , PUNCT bam-1809 189 12 co. co. PROPN bam-1809 189 13 , , PUNCT bam-1809 189 14 1979 1979 NUM bam-1809 189 15 ; ; PUNCT bam-1809 189 16 399 399 NUM bam-1809 189 17 - - SYM bam-1809 189 18 404 404 NUM bam-1809 189 19 . . PUNCT bam-1809 190 1 [ [ X bam-1809 190 2 19 19 NUM bam-1809 190 3 ] ] X bam-1809 190 4 scott scott PROPN bam-1809 190 5 rn rn PROPN bam-1809 190 6 . . PROPN bam-1809 190 7 myoelectric myoelectric PROPN bam-1809 190 8 energy energy NOUN bam-1809 190 9 spectra spectra PROPN bam-1809 190 10 . . PROPN bam-1809 190 11 med med PROPN bam-1809 190 12 biol biol PROPN bam-1809 190 13 eng eng PROPN bam-1809 190 14 1967 1967 NUM bam-1809 190 15 , , PUNCT bam-1809 190 16 303 303 NUM bam-1809 190 17 - - SYM bam-1809 190 18 305 305 NUM bam-1809 190 19 . . PUNCT bam-1809 191 1 [ [ X bam-1809 191 2 20 20 NUM bam-1809 191 3 ] ] PUNCT bam-1809 191 4 sherif sherif PROPN bam-1809 191 5 mh mh PROPN bam-1809 191 6 , , PUNCT bam-1809 191 7 gregor gregor PROPN bam-1809 191 8 rj rj PROPN bam-1809 191 9 , , PUNCT bam-1809 191 10 lyman lyman PROPN bam-1809 191 11 j. j. PROPN bam-1809 191 12 the the DET bam-1809 191 13 effect effect NOUN bam-1809 191 14 of of ADP bam-1809 191 15 load load NOUN bam-1809 191 16 on on ADP bam-1809 191 17 myoelectric myoelectric ADJ bam-1809 191 18 signals signal NOUN bam-1809 191 19 – – PUNCT bam-1809 191 20 the the DET bam-1809 191 21 arma arma PROPN bam-1809 191 22 representation representation NOUN bam-1809 191 23 . . PUNCT bam-1809 192 1 proc proc PROPN bam-1809 192 2 2nd 2nd PROPN bam-1809 192 3 ann ann PROPN bam-1809 192 4 conf conf NOUN bam-1809 192 5 of of ADP bam-1809 192 6 ieee ieee PROPN bam-1809 192 7 eng eng PROPN bam-1809 192 8 in in ADP bam-1809 192 9 med med PROPN bam-1809 192 10 & & CCONJ bam-1809 192 11 biol biol PROPN bam-1809 192 12 soc soc PROPN bam-1809 192 13 1980 1980 NUM bam-1809 192 14 . . PUNCT bam-1809 193 1 prediction prediction NOUN bam-1809 193 2 of of ADP bam-1809 193 3 muscular muscular ADJ bam-1809 193 4 activation activation NOUN bam-1809 193 5 modes mode NOUN bam-1809 193 6 via via ADP bam-1809 193 7 surface surface PROPN bam-1809 193 8 emg emg PROPN bam-1809 193 9 european european PROPN bam-1809 193 10 journal journal PROPN bam-1809 193 11 translational translational ADJ bam-1809 193 12 myology myology NOUN bam-1809 193 13 myology myology NOUN bam-1809 193 14 reviews review NOUN bam-1809 193 15 1 1 NUM bam-1809 193 16 ( ( PUNCT bam-1809 193 17 3 3 NUM bam-1809 193 18 ): ): PUNCT bam-1809 193 19 131 131 NUM bam-1809 193 20 - - SYM bam-1809 193 21 138 138 NUM bam-1809 193 22 , , PUNCT bam-1809 193 23 2010 2010 NUM bam-1809 193 24 138 138 NUM bam-1809 193 25 [ [ X bam-1809 193 26 21 21 NUM bam-1809 193 27 ] ] X bam-1809 193 28 stalberg stalberg PROPN bam-1809 193 29 e e PROPN bam-1809 193 30 , , PUNCT bam-1809 193 31 tronely tronely ADV bam-1809 193 32 j. j. PROPN bam-1809 193 33 single single ADJ bam-1809 193 34 fiber fiber NOUN bam-1809 193 35 electromyography electromyography NOUN bam-1809 193 36 , , PUNCT bam-1809 193 37 mirvalle mirvalle NOUN bam-1809 193 38 press press NOUN bam-1809 193 39 , , PUNCT bam-1809 193 40 old old ADJ bam-1809 193 41 woking woking NOUN bam-1809 193 42 , , PUNCT bam-1809 193 43 surrey surrey PROPN bam-1809 193 44 , , PUNCT bam-1809 193 45 uk uk PROPN bam-1809 193 46 . . PROPN bam-1809 193 47 1979 1979 NUM bam-1809 193 48 . . PUNCT bam-1809 194 1 [ [ X bam-1809 194 2 22 22 NUM bam-1809 194 3 ] ] PUNCT bam-1809 194 4 tong tong PROPN bam-1809 194 5 l l PROPN bam-1809 194 6 , , PUNCT bam-1809 194 7 liu liu PROPN bam-1809 194 8 rw rw PROPN bam-1809 194 9 , , PUNCT bam-1809 194 10 soon soon ADV bam-1809 194 11 vc vc PROPN bam-1809 194 12 , , PUNCT bam-1809 194 13 huang huang PROPN bam-1809 194 14 yf yf PROPN bam-1809 194 15 . . PROPN bam-1809 194 16 indeterminacy indeterminacy NOUN bam-1809 194 17 and and CCONJ bam-1809 194 18 identifiability identifiability NOUN bam-1809 194 19 of of ADP bam-1809 194 20 blind blind ADJ bam-1809 194 21 identification identification NOUN bam-1809 194 22 . . PUNCT bam-1809 195 1 ieee ieee PROPN bam-1809 195 2 trans trans PROPN bam-1809 195 3 circ circ PROPN bam-1809 195 4 & & CCONJ bam-1809 195 5 sys sys PROPN bam-1809 195 6 1991 1991 NUM bam-1809 195 7 ; ; PUNCT bam-1809 195 8 38 38 NUM bam-1809 195 9 : : SYM bam-1809 195 10 499 499 NUM bam-1809 195 11 - - SYM bam-1809 195 12 509 509 NUM bam-1809 195 13 . . PUNCT bam-1809 196 1 [ [ X bam-1809 196 2 23 23 NUM bam-1809 196 3 ] ] X bam-1809 196 4 veselinovic veselinovic ADJ bam-1809 196 5 , , PUNCT bam-1809 196 6 d d PROPN bam-1809 196 7 , , PUNCT bam-1809 196 8 graupe graupe PROPN bam-1809 196 9 d. d. PROPN bam-1809 196 10 on on ADP bam-1809 196 11 the the DET bam-1809 196 12 parallelism parallelism NOUN bam-1809 196 13 in in ADP bam-1809 196 14 the the DET bam-1809 196 15 enemble enemble ADJ bam-1809 196 16 sense sense NOUN bam-1809 196 17 between between ADP bam-1809 196 18 time time NOUN bam-1809 196 19 series series NOUN bam-1809 196 20 models model NOUN bam-1809 196 21 and and CCONJ bam-1809 196 22 disctrete disctrete ADJ bam-1809 196 23 wavelet wavelet NOUN bam-1809 196 24 transforms transform VERB bam-1809 196 25 of of ADP bam-1809 196 26 stochastic stochastic ADJ bam-1809 196 27 signals signal NOUN bam-1809 196 28 . . PUNCT bam-1809 197 1 ieee ieee PROPN bam-1809 197 2 trans trans PROPN bam-1809 197 3 circ circ PROPN bam-1809 197 4 & & CCONJ bam-1809 197 5 sys sys PROPN bam-1809 197 6 2000 2000 NUM bam-1809 197 7 ; ; PUNCT bam-1809 197 8 47 47 NUM bam-1809 197 9 : : SYM bam-1809 197 10 485489 485489 NUM bam-1809 197 11 . . PUNCT bam-1809 198 1 [ [ X bam-1809 198 2 24 24 NUM bam-1809 198 3 ] ] PUNCT bam-1809 198 4 waxman waxman PROPN bam-1809 198 5 ja ja PROPN bam-1809 198 6 , , PUNCT bam-1809 198 7 graupe graupe PROPN bam-1809 198 8 d d PROPN bam-1809 198 9 , , PUNCT bam-1809 198 10 carley carley PROPN bam-1809 198 11 dw dw PROPN bam-1809 198 12 . . PROPN bam-1809 198 13 automated automate VERB bam-1809 198 14 prediction prediction NOUN bam-1809 198 15 of of ADP bam-1809 198 16 apnea apnea NOUN bam-1809 198 17 and and CCONJ bam-1809 198 18 hypopnea hypopnea VERB bam-1809 198 19 using use VERB bam-1809 198 20 lamstar lamstar ADJ bam-1809 198 21 artificial artificial ADJ bam-1809 198 22 neural neural ADJ bam-1809 198 23 networks network NOUN bam-1809 198 24 . . PUNCT bam-1809 199 1 amer amer PROPN bam-1809 199 2 j j PROPN bam-1809 199 3 respiratory respiratory NOUN bam-1809 199 4 and and CCONJ bam-1809 199 5 crit crit PROPN bam-1809 199 6 care care NOUN bam-1809 199 7 med me VERB bam-1809 199 8 , , PUNCT bam-1809 199 9 2010 2010 NUM bam-1809 199 10 ; ; PUNCT bam-1809 199 11 181 181 NUM bam-1809 199 12 , , PUNCT bam-1809 199 13 in in ADP bam-1809 199 14 press press NOUN bam-1809 199 15 . . PUNCT bam-1809 200 1 also also ADV bam-1809 200 2 web web NOUN bam-1809 200 3 edition edition NOUN bam-1809 200 4 of of ADP bam-1809 200 5 the the DET bam-1809 200 6 journal journal NOUN bam-1809 200 7 at at ADP bam-1809 200 8 : : PUNCT bam-1809 200 9 http://intl-ajrccm.atsjournals.org http://intl-ajrccm.atsjournals.org X bam-1809 200 10 . . PUNCT