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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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eegmp_preproc
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log_sub-029_ica1_16-Nov-2021.txt

log_sub-029_ica1_16-Nov-2021.txt 42 KB
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  1. 

  2. Input data size [72,1089000] = 72 channels, 1089000 frames
    3. 

  3. Finding 72 ICA components using extended ICA.
    4. 

  4. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
    5. 

  5. Decomposing 210 frames per ICA weight ((5184)^2 = 1089000 weights, Initial learning rate will be 0.001, block size 70.
    6. 

  6. Learning rate will be multiplied by 0.98 whenever angledelta >= 60 deg.
    7. 

  7. More than 32 channels: default stopping weight change 1E-7
    8. 

  8. Training will end when wchange < 1e-07 or after 512 steps.
    9. 

  9. Online bias adjustment will be used.
    10. 

  10. Removing mean of each channel ...
    11. 

  11. Final training data range: -4.16697 to 4.97745
    12. 

  12. Computing the sphering matrix...
    13. 

  13. Starting weights are the identity matrix ...
    14. 

  14. Sphering the data ...
    15. 

  15. Beginning ICA training ... first training step may be slow ...
    16. 

  16. Lowering learning rate to 0.0009 and starting again.
    17. 

  17. Lowering learning rate to 0.00081 and starting again.
    18. 

  18. Lowering learning rate to 0.000729 and starting again.
    19. 

  19. Lowering learning rate to 0.0006561 and starting again.
    20. 

  20. Lowering learning rate to 0.00059049 and starting again.
    21. 

  21. Lowering learning rate to 0.000531441 and starting again.
    22. 

  22. Lowering learning rate to 0.000478297 and starting again.
    23. 

  23. Lowering learning rate to 0.000430467 and starting again.
    24. 

  24. Lowering learning rate to 0.00038742 and starting again.
    25. 

  25. Lowering learning rate to 0.000348678 and starting again.
    26. 

  26. Lowering learning rate to 0.000313811 and starting again.
    27. 

  27. Lowering learning rate to 0.00028243 and starting again.
    28. 

  28. Lowering learning rate to 0.000254187 and starting again.
    29. 

  29. Lowering learning rate to 0.000228768 and starting again.
    30. 

  30. Lowering learning rate to 0.000205891 and starting again.
    31. 

  31. Lowering learning rate to 0.000185302 and starting again.
    32. 

  32. Lowering learning rate to 0.000166772 and starting again.
    33. 

  33. Lowering learning rate to 0.000150095 and starting again.
    34. 

  34. Lowering learning rate to 0.000135085 and starting again.
    35. 

  35. Lowering learning rate to 0.000121577 and starting again.
    36. 

  36. Lowering learning rate to 0.000109419 and starting again.
    37. 

  37. Lowering learning rate to 9.84771e-05 and starting again.
    38. 

  38. Lowering learning rate to 8.86294e-05 and starting again.
    39. 

  39. Lowering learning rate to 7.97664e-05 and starting again.
    40. 

  40. Lowering learning rate to 7.17898e-05 and starting again.
    41. 

  41. Lowering learning rate to 6.46108e-05 and starting again.
    42. 

  42. Lowering learning rate to 5.81497e-05 and starting again.
    43. 

  43. Lowering learning rate to 5.23348e-05 and starting again.
    44. 

  44. Lowering learning rate to 4.71013e-05 and starting again.
    45. 

  45. Lowering learning rate to 4.23912e-05 and starting again.
    46. 

  46. Lowering learning rate to 3.8152e-05 and starting again.
    47. 

  47. Lowering learning rate to 3.43368e-05 and starting again.
    48. 

  48. Lowering learning rate to 3.09032e-05 and starting again.
    49. 

  49. Lowering learning rate to 2.78128e-05 and starting again.
    50. 

  50. Lowering learning rate to 2.50316e-05 and starting again.
    51. 

  51. Lowering learning rate to 2.25284e-05 and starting again.
    52. 

  52. Lowering learning rate to 2.02756e-05 and starting again.
    53. 

  53. Lowering learning rate to 1.8248e-05 and starting again.
    54. 

  54. Lowering learning rate to 1.64232e-05 and starting again.
    55. 

  55. step 1 - lrate 0.000016, wchange 3270805610398401.00000000, angledelta  0.0 deg
    56. 

  56. Lowering learning rate to 1.18247e-05 and starting again.
    57. 

  57. step 1 - lrate 0.000012, wchange 151418753335.45571899, angledelta  0.0 deg
    58. 

  58. Lowering learning rate to 8.51379e-06 and starting again.
    59. 

  59. step 1 - lrate 0.000009, wchange 112352306.65021117, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 11513990514464860.00000000, angledelta  0.0 deg
    61. 

  61. Lowering learning rate to 6.12993e-06 and starting again.
    62. 

  62. step 1 - lrate 0.000006, wchange 625003.03658313, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000006, wchange 391582516610.05133057, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 14944790519697812.00000000, angledelta  0.6 deg
    65. 

  65. Lowering learning rate to 3.53084e-06 and starting again.
    66. 

  66. step 1 - lrate 0.000004, wchange 2118.51759936, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 4570056.86371492, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 9983312763.18523216, angledelta  6.4 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 4451917399693.22656250, angledelta  6.4 deg
    70. 

  70. step 5 - lrate 0.000002, wchange 558427838691155.31250000, angledelta  6.5 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 19375787231375940.00000000, angledelta  6.5 deg
    72. 

  72. Lowering learning rate to 1.30161e-06 and starting again.
    73. 

  73. step 1 - lrate 0.000001, wchange 35.00538761, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 166.42202000, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 2833.25052445, angledelta 58.1 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 48239.15626482, angledelta 58.1 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 821324.47802531, angledelta 58.1 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 13983950.28736521, angledelta 58.1 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 238092112.57270756, angledelta 58.1 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 4053779649.73459578, angledelta 58.1 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 31374269817.80534363, angledelta 58.1 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 148835877131.84143066, angledelta 58.1 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 475793026000.53643799, angledelta 58.1 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 1106817328462.92236328, angledelta 58.1 deg
    85. 

  85. step 13 - lrate 0.000000, wchange 1993782221710.54174805, angledelta 58.1 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 2924285430144.18457031, angledelta 58.1 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 3636413773871.83740234, angledelta 58.1 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 3960880929326.26708984, angledelta 58.1 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 3879425503816.14746094, angledelta 58.1 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 3489515317803.51220703, angledelta 58.1 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 2931929202582.89697266, angledelta 58.1 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 2332617942264.95800781, angledelta 58.1 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 1776555551438.19653320, angledelta 58.1 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 1306652085877.67260742, angledelta 58.1 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 934600547292.32055664, angledelta 58.1 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 653747950825.37353516, angledelta 58.1 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 449215426701.25842285, angledelta 58.1 deg
    98. 

  98. step 26 - lrate 0.000000, wchange 304308022817.41046143, angledelta 58.1 deg
    99. 

  99. step 27 - lrate 0.000000, wchange 203810936962.04177856, angledelta 58.1 deg
    100. 

  100. step 28 - lrate 0.000000, wchange 135266051575.95288086, angledelta 58.1 deg
    101. 

  101. step 29 - lrate 0.000000, wchange 89122977287.74867249, angledelta 58.1 deg
    102. 

  102. step 30 - lrate 0.000000, wchange 58379949941.81473541, angledelta 58.1 deg
    103. 

  103. step 31 - lrate 0.000000, wchange 38064234043.17690277, angledelta 58.1 deg
    104. 

  104. step 32 - lrate 0.000000, wchange 24726049599.36669159, angledelta 58.1 deg
    105. 

  105. step 33 - lrate 0.000000, wchange 16014009985.82237816, angledelta 58.1 deg
    106. 

  106. step 34 - lrate 0.000000, wchange 10346936945.21615028, angledelta 58.1 deg
    107. 

  107. step 35 - lrate 0.000000, wchange 6672627366.00740242, angledelta 58.1 deg
    108. 

  108. step 36 - lrate 0.000000, wchange 4296558556.59664249, angledelta 58.1 deg
    109. 

  109. step 37 - lrate 0.000000, wchange 2763221354.80067825, angledelta 58.1 deg
    110. 

  110. step 38 - lrate 0.000000, wchange 1775365223.76210284, angledelta 58.1 deg
    111. 

  111. step 39 - lrate 0.000000, wchange 1139779907.45383859, angledelta 58.1 deg
    112. 

  112. step 40 - lrate 0.000000, wchange 731279930.95175242, angledelta 58.1 deg
    113. 

  113. step 41 - lrate 0.000000, wchange 732902304.85977793, angledelta 58.1 deg
    114. 

  114. step 42 - lrate 0.000000, wchange 734528168.04470575, angledelta 58.1 deg
    115. 

  115. step 43 - lrate 0.000000, wchange 736157644.48832595, angledelta 58.1 deg
    116. 

  116. step 44 - lrate 0.000000, wchange 737790640.53012955, angledelta 58.1 deg
    117. 

  117. step 45 - lrate 0.000000, wchange 739427260.15981495, angledelta 58.1 deg
    118. 

  118. step 46 - lrate 0.000000, wchange 741067410.19228256, angledelta 58.1 deg
    119. 

  119. step 47 - lrate 0.000000, wchange 742711224.90680361, angledelta 58.1 deg
    120. 

  120. step 48 - lrate 0.000000, wchange 744358460.13391328, angledelta 58.1 deg
    121. 

  121. step 49 - lrate 0.000000, wchange 746009453.93503797, angledelta 58.1 deg
    122. 

  122. step 50 - lrate 0.000000, wchange 747664023.07191694, angledelta 58.1 deg
    123. 

  123. step 51 - lrate 0.000000, wchange 749322192.02735555, angledelta 58.1 deg
    124. 

  124. step 52 - lrate 0.000000, wchange 750984021.07467997, angledelta 58.1 deg
    125. 

  125. step 53 - lrate 0.000000, wchange 752649388.46597934, angledelta 58.1 deg
    126. 

  126. step 54 - lrate 0.000000, wchange 754318583.14471841, angledelta 58.1 deg
    127. 

  127. step 55 - lrate 0.000000, wchange 755991214.83815289, angledelta 58.1 deg
    128. 

  128. step 56 - lrate 0.000000, wchange 757667601.18833387, angledelta 58.1 deg
    129. 

  129. step 57 - lrate 0.000000, wchange 759347754.84876704, angledelta 58.1 deg
    130. 

  130. step 58 - lrate 0.000000, wchange 761031355.85126793, angledelta 58.1 deg
    131. 

  131. step 59 - lrate 0.000000, wchange 762718787.77955747, angledelta 58.1 deg
    132. 

  132. step 60 - lrate 0.000000, wchange 764409856.88799584, angledelta 58.1 deg
    133. 

  133. step 61 - lrate 0.000000, wchange 766104725.78190708, angledelta 58.1 deg
    134. 

  134. step 62 - lrate 0.000000, wchange 767803134.59199119, angledelta 58.1 deg
    135. 

  135. step 63 - lrate 0.000000, wchange 769505353.36514044, angledelta 58.1 deg
    136. 

  136. step 64 - lrate 0.000000, wchange 771211313.30314815, angledelta 58.1 deg
    137. 

  137. step 65 - lrate 0.000000, wchange 772920929.66160703, angledelta 58.1 deg
    138. 

  138. step 66 - lrate 0.000000, wchange 774634311.55252111, angledelta 58.1 deg
    139. 

  139. step 67 - lrate 0.000000, wchange 776351420.55278456, angledelta 58.1 deg
    140. 

  140. step 68 - lrate 0.000000, wchange 778072314.49931204, angledelta 58.1 deg
    141. 

  141. step 69 - lrate 0.000000, wchange 779796938.10027111, angledelta 58.1 deg
    142. 

  142. step 70 - lrate 0.000000, wchange 781525423.19546986, angledelta 58.1 deg
    143. 

  143. step 71 - lrate 0.000000, wchange 783257702.00030684, angledelta 58.1 deg
    144. 

  144. step 72 - lrate 0.000000, wchange 784993495.12294781, angledelta 58.1 deg
    145. 

  145. step 73 - lrate 0.000000, wchange 786733285.52431452, angledelta 58.1 deg
    146. 

  146. step 74 - lrate 0.000000, wchange 788476756.87342477, angledelta 58.1 deg
    147. 

  147. step 75 - lrate 0.000000, wchange 790224172.38797867, angledelta 58.1 deg
    148. 

  148. step 76 - lrate 0.000000, wchange 791975356.58598208, angledelta 58.1 deg
    149. 

  149. step 77 - lrate 0.000000, wchange 793730338.29491568, angledelta 58.1 deg
    150. 

  150. step 78 - lrate 0.000000, wchange 795489123.19786119, angledelta 58.1 deg
    151. 

  151. step 79 - lrate 0.000000, wchange 797251833.61971939, angledelta 58.1 deg
    152. 

  152. step 80 - lrate 0.000000, wchange 799018329.64069343, angledelta 58.1 deg
    153. 

  153. step 81 - lrate 0.000000, wchange 800788843.52935183, angledelta 58.1 deg
    154. 

  154. step 82 - lrate 0.000000, wchange 802562879.47599936, angledelta 58.1 deg
    155. 

  155. step 83 - lrate 0.000000, wchange 804341001.71256638, angledelta 58.1 deg
    156. 

  156. step 84 - lrate 0.000000, wchange 806123055.34325445, angledelta 58.1 deg
    157. 

  157. step 85 - lrate 0.000000, wchange 807908842.38144255, angledelta 58.1 deg
    158. 

  158. step 86 - lrate 0.000000, wchange 809698691.43018889, angledelta 58.1 deg
    159. 

  159. step 87 - lrate 0.000000, wchange 811492341.58758950, angledelta 58.1 deg
    160. 

  160. step 88 - lrate 0.000000, wchange 813289885.99432969, angledelta 58.1 deg
    161. 

  161. step 89 - lrate 0.000000, wchange 815091379.87324488, angledelta 58.1 deg
    162. 

  162. step 90 - lrate 0.000000, wchange 816896828.30628502, angledelta 58.1 deg
    163. 

  163. step 91 - lrate 0.000000, wchange 818706218.35373878, angledelta 58.1 deg
    164. 

  164. step 92 - lrate 0.000000, wchange 820519594.06385028, angledelta 58.1 deg
    165. 

  165. step 93 - lrate 0.000000, wchange 822336806.44996691, angledelta 58.1 deg
    166. 

  166. step 94 - lrate 0.000000, wchange 824158061.63142443, angledelta 58.1 deg
    167. 

  167. step 95 - lrate 0.000000, wchange 825983280.45236623, angledelta 58.1 deg
    168. 

  168. step 96 - lrate 0.000000, wchange 827812452.51494026, angledelta 58.1 deg
    169. 

  169. step 97 - lrate 0.000000, wchange 829645598.64488339, angledelta 58.1 deg
    170. 

  170. step 98 - lrate 0.000000, wchange 831482771.16138673, angledelta 58.1 deg
    171. 

  171. step 99 - lrate 0.000000, wchange 833324135.15873075, angledelta 58.1 deg
    172. 

  172. step 100 - lrate 0.000000, wchange 835169146.07420802, angledelta 58.1 deg
    173. 

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    174. 

  174. step 102 - lrate 0.000000, wchange 838871636.35071874, angledelta 58.1 deg
    175. 

  175. step 103 - lrate 0.000000, wchange 840728951.97563457, angledelta 58.1 deg
    176. 

  176. step 104 - lrate 0.000000, wchange 842590174.91508377, angledelta 58.1 deg
    177. 

  177. step 105 - lrate 0.000000, wchange 844455570.59735656, angledelta 58.1 deg
    178. 

  178. step 106 - lrate 0.000000, wchange 846325033.57837939, angledelta 58.1 deg
    179. 

  179. step 107 - lrate 0.000000, wchange 848198545.11695492, angledelta 58.1 deg
    180. 

  180. step 108 - lrate 0.000000, wchange 850076143.35048330, angledelta 58.1 deg
    181. 

  181. step 109 - lrate 0.000000, wchange 851957838.30579472, angledelta 58.1 deg
    182. 

  182. step 110 - lrate 0.000000, wchange 853843656.45156360, angledelta 58.1 deg
    183. 

  183. step 111 - lrate 0.000000, wchange 855733550.24831891, angledelta 58.1 deg
    184. 

  184. step 112 - lrate 0.000000, wchange 857627775.83826661, angledelta 58.1 deg
    185. 

  185. step 113 - lrate 0.000000, wchange 859525754.96083426, angledelta 58.1 deg
    186. 

  186. step 114 - lrate 0.000000, wchange 861427946.40028977, angledelta 58.1 deg
    187. 

  187. step 115 - lrate 0.000000, wchange 863334398.45423591, angledelta 58.1 deg
    188. 

  188. step 116 - lrate 0.000000, wchange 865244996.17522490, angledelta 58.1 deg
    189. 

  189. step 117 - lrate 0.000000, wchange 867159739.80950463, angledelta 58.1 deg
    190. 

  190. step 118 - lrate 0.000000, wchange 869078483.10755968, angledelta 58.1 deg
    191. 

  191. step 119 - lrate 0.000000, wchange 871001733.58158875, angledelta 58.1 deg
    192. 

  192. step 120 - lrate 0.000000, wchange 872928873.32322955, angledelta 58.1 deg
    193. 

  193. step 121 - lrate 0.000000, wchange 874860285.05261874, angledelta 58.1 deg
    194. 

  194. step 122 - lrate 0.000000, wchange 876795894.91058195, angledelta 58.1 deg
    195. 

  195. step 123 - lrate 0.000000, wchange 878735811.96370852, angledelta 58.1 deg
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  197. step 125 - lrate 0.000000, wchange 882628236.97632265, angledelta 58.1 deg
    198. 

  198. step 126 - lrate 0.000000, wchange 884580793.82219553, angledelta 58.1 deg
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  585. Sorting components in descending order of mean projected variance ...
    586.