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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-022_ica1_18-Nov-2021.txt

log_sub-022_ica1_18-Nov-2021.txt 42 KB
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  1. 

  2. Input data size [72,1082000] = 72 channels, 1082000 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 208 frames per ICA weight ((5184)^2 = 1082000 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: -3.70788 to 3.57007
    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 2658427151629409.50000000, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000012, wchange 128325783534.83143616, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 99730336.11286581, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 9868726654486472.00000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000006, wchange 573551.03260494, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000006, wchange 329800053845.30438232, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 13119192032853280.00000000, angledelta  0.4 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 2014.83345083, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 4135378.37891992, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 8598116050.72738457, angledelta  6.5 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 3682594118024.86767578, angledelta  6.5 deg
    70. 

  70. step 5 - lrate 0.000002, wchange 449297205595647.06250000, angledelta  6.5 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 19294944866883392.00000000, angledelta  6.5 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 34.17289895, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 159.53659885, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 2666.84146857, angledelta 58.1 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 44585.93479518, angledelta 58.1 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 745417.31193462, angledelta 58.1 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 12462384.41570656, angledelta 58.1 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 208354467.70904481, angledelta 58.1 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 3483409157.97281933, angledelta 58.1 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 26540810086.33193588, angledelta 58.1 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 124325285683.03259277, angledelta 58.1 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 393417037525.67834473, angledelta 58.1 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 907765499978.02209473, angledelta 58.1 deg
    85. 

  85. step 13 - lrate 0.000000, wchange 1624684927949.25903320, angledelta 58.1 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 2370946337843.02001953, angledelta 58.1 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 2937048351035.53027344, angledelta 58.1 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 3190138100680.83496094, angledelta 58.1 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 3118402814395.83398438, angledelta 58.1 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 2801366033054.03222656, angledelta 58.1 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 2351895090239.14501953, angledelta 58.1 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 1870382442250.12866211, angledelta 58.1 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 1424290715202.10400391, angledelta 58.1 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 1047568369935.03308105, angledelta 58.1 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 749365784824.22900391, angledelta 58.1 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 524256380965.31805420, angledelta 58.1 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 360298328453.23736572, angledelta 58.1 deg
    98. 

  98. step 26 - lrate 0.000000, wchange 244115268264.13800049, angledelta 58.1 deg
    99. 

  99. step 27 - lrate 0.000000, wchange 163522707487.58145142, angledelta 58.1 deg
    100. 

  100. step 28 - lrate 0.000000, wchange 108542857052.67756653, angledelta 58.1 deg
    101. 

  101. step 29 - lrate 0.000000, wchange 71524700732.91702271, angledelta 58.1 deg
    102. 

  102. step 30 - lrate 0.000000, wchange 46857179405.51801300, angledelta 58.1 deg
    103. 

  103. step 31 - lrate 0.000000, wchange 30554025199.96928406, angledelta 58.1 deg
    104. 

  104. step 32 - lrate 0.000000, wchange 19848983126.13473129, angledelta 58.1 deg
    105. 

  105. step 33 - lrate 0.000000, wchange 12856129143.96952629, angledelta 58.1 deg
    106. 

  106. step 34 - lrate 0.000000, wchange 8306992490.08871174, angledelta 58.1 deg
    107. 

  107. step 35 - lrate 0.000000, wchange 5357309173.80294704, angledelta 58.1 deg
    108. 

  108. step 36 - lrate 0.000000, wchange 3449729467.24093676, angledelta 58.1 deg
    109. 

  109. step 37 - lrate 0.000000, wchange 2218664875.41574478, angledelta 58.1 deg
    110. 

  110. step 38 - lrate 0.000000, wchange 1425519061.24374533, angledelta 58.1 deg
    111. 

  111. step 39 - lrate 0.000000, wchange 915195921.56047010, angledelta 58.1 deg
    112. 

  112. step 40 - lrate 0.000000, wchange 917749100.28192449, angledelta 58.1 deg
    113. 

  113. step 41 - lrate 0.000000, wchange 920309395.53503215, angledelta 58.1 deg
    114. 

  114. step 42 - lrate 0.000000, wchange 922876725.31192696, angledelta 58.1 deg
    115. 

  115. step 43 - lrate 0.000000, wchange 925451316.06626880, angledelta 58.1 deg
    116. 

  116. step 44 - lrate 0.000000, wchange 928033030.07911551, angledelta 58.1 deg
    117. 

  117. step 45 - lrate 0.000000, wchange 930621920.94051230, angledelta 58.1 deg
    118. 

  118. step 46 - lrate 0.000000, wchange 933218069.35087109, angledelta 58.1 deg
    119. 

  119. step 47 - lrate 0.000000, wchange 935821459.53535295, angledelta 58.1 deg
    120. 

  120. step 48 - lrate 0.000000, wchange 938432040.54319119, angledelta 58.1 deg
    121. 

  121. step 49 - lrate 0.000000, wchange 941049939.67524338, angledelta 58.1 deg
    122. 

  122. step 50 - lrate 0.000000, wchange 943675128.44114685, angledelta 58.1 deg
    123. 

  123. step 51 - lrate 0.000000, wchange 946307612.53961360, angledelta 58.1 deg
    124. 

  124. step 52 - lrate 0.000000, wchange 948947422.27248263, angledelta 58.1 deg
    125. 

  125. step 53 - lrate 0.000000, wchange 951594610.69918537, angledelta 58.1 deg
    126. 

  126. step 54 - lrate 0.000000, wchange 954249163.48943436, angledelta 58.1 deg
    127. 

  127. step 55 - lrate 0.000000, wchange 956911093.69609904, angledelta 58.1 deg
    128. 

  128. step 56 - lrate 0.000000, wchange 959580488.86023569, angledelta 58.1 deg
    129. 

  129. step 57 - lrate 0.000000, wchange 962257297.97679520, angledelta 58.1 deg
    130. 

  130. step 58 - lrate 0.000000, wchange 964941557.13514972, angledelta 58.1 deg
    131. 

  131. step 59 - lrate 0.000000, wchange 967633288.98056698, angledelta 58.1 deg
    132. 

  132. step 60 - lrate 0.000000, wchange 970332478.23098397, angledelta 58.1 deg
    133. 

  133. step 61 - lrate 0.000000, wchange 973039286.18027651, angledelta 58.1 deg
    134. 

  134. step 62 - lrate 0.000000, wchange 975753536.41090059, angledelta 58.1 deg
    135. 

  135. step 63 - lrate 0.000000, wchange 978475403.90694833, angledelta 58.1 deg
    136. 

  136. step 64 - lrate 0.000000, wchange 981204827.84688628, angledelta 58.1 deg
    137. 

  137. step 65 - lrate 0.000000, wchange 983941860.55931151, angledelta 58.1 deg
    138. 

  138. step 66 - lrate 0.000000, wchange 986686557.96353960, angledelta 58.1 deg
    139. 

  139. step 67 - lrate 0.000000, wchange 989438827.59553277, angledelta 58.1 deg
    140. 

  140. step 68 - lrate 0.000000, wchange 992198833.28395867, angledelta 58.1 deg
    141. 

  141. step 69 - lrate 0.000000, wchange 994966471.81946719, angledelta 58.1 deg
    142. 

  142. step 70 - lrate 0.000000, wchange 997741860.65409875, angledelta 58.1 deg
    143. 

  143. step 71 - lrate 0.000000, wchange 1000524942.38316405, angledelta 58.1 deg
    144. 

  144. step 72 - lrate 0.000000, wchange 641943251.44467521, angledelta 58.1 deg
    145. 

  145. step 73 - lrate 0.000000, wchange 643375376.06306589, angledelta 58.1 deg
    146. 

  146. step 74 - lrate 0.000000, wchange 644810647.47630000, angledelta 58.1 deg
    147. 

  147. step 75 - lrate 0.000000, wchange 646249135.76053631, angledelta 58.1 deg
    148. 

  148. step 76 - lrate 0.000000, wchange 647690822.24052262, angledelta 58.1 deg
    149. 

  149. step 77 - lrate 0.000000, wchange 649135732.93562317, angledelta 58.1 deg
    150. 

  150. step 78 - lrate 0.000000, wchange 650583850.53773415, angledelta 58.1 deg
    151. 

  151. step 79 - lrate 0.000000, wchange 652035199.57782900, angledelta 58.1 deg
    152. 

  152. step 80 - lrate 0.000000, wchange 653489795.44931066, angledelta 58.1 deg
    153. 

  153. step 81 - lrate 0.000000, wchange 654947609.70822811, angledelta 58.1 deg
    154. 

  154. step 82 - lrate 0.000000, wchange 656408671.04519439, angledelta 58.1 deg
    155. 

  155. step 83 - lrate 0.000000, wchange 657873008.77695560, angledelta 58.1 deg
    156. 

  156. step 84 - lrate 0.000000, wchange 659340601.17826724, angledelta 58.1 deg
    157. 

  157. step 85 - lrate 0.000000, wchange 660811447.98483753, angledelta 58.1 deg
    158. 

  158. step 86 - lrate 0.000000, wchange 662285591.10437155, angledelta 58.1 deg
    159. 

  159. step 87 - lrate 0.000000, wchange 663762995.16561913, angledelta 58.1 deg
    160. 

  160. step 88 - lrate 0.000000, wchange 665243697.30609477, angledelta 58.1 deg
    161. 

  161. step 89 - lrate 0.000000, wchange 666727703.96484780, angledelta 58.1 deg
    162. 

  162. step 90 - lrate 0.000000, wchange 668215020.64410508, angledelta 58.1 deg
    163. 

  163. step 91 - lrate 0.000000, wchange 669705630.38766873, angledelta 58.1 deg
    164. 

  164. step 92 - lrate 0.000000, wchange 671199565.58443928, angledelta 58.1 deg
    165. 

  165. step 93 - lrate 0.000000, wchange 672696827.31016517, angledelta 58.1 deg
    166. 

  166. step 94 - lrate 0.000000, wchange 674197454.50272048, angledelta 58.1 deg
    167. 

  167. step 95 - lrate 0.000000, wchange 675701394.79405749, angledelta 58.1 deg
    168. 

  168. step 96 - lrate 0.000000, wchange 677208685.14046085, angledelta 58.1 deg
    169. 

  169. step 97 - lrate 0.000000, wchange 678719351.38631165, angledelta 58.1 deg
    170. 

  170. step 98 - lrate 0.000000, wchange 680233358.61676955, angledelta 58.1 deg
    171. 

  171. step 99 - lrate 0.000000, wchange 681750754.98713517, angledelta 58.1 deg
    172. 

  172. step 100 - lrate 0.000000, wchange 683271529.10770845, angledelta 58.1 deg
    173. 

  173. step 101 - lrate 0.000000, wchange 684795664.09708047, angledelta 58.1 deg
    174. 

  174. step 102 - lrate 0.000000, wchange 686323244.00093162, angledelta 58.1 deg
    175. 

  175. step 103 - lrate 0.000000, wchange 687854183.29190314, angledelta 58.1 deg
    176. 

  176. step 104 - lrate 0.000000, wchange 689388564.97094870, angledelta 58.1 deg
    177. 

  177. step 105 - lrate 0.000000, wchange 690926354.10255349, angledelta 58.1 deg
    178. 

  178. step 106 - lrate 0.000000, wchange 692467551.25258136, angledelta 58.1 deg
    179. 

  179. step 107 - lrate 0.000000, wchange 694012200.19306087, angledelta 58.1 deg
    180. 

  180. step 108 - lrate 0.000000, wchange 695560250.39665079, angledelta 58.1 deg
    181. 

  181. step 109 - lrate 0.000000, wchange 697111799.74366438, angledelta 58.1 deg
    182. 

  182. step 110 - lrate 0.000000, wchange 698666799.01505768, angledelta 58.1 deg
    183. 

  183. step 111 - lrate 0.000000, wchange 700225224.65242231, angledelta 58.1 deg
    184. 

  184. step 112 - lrate 0.000000, wchange 701787153.98130858, angledelta 58.1 deg
    185. 

  185. step 113 - lrate 0.000000, wchange 703352541.72210217, angledelta 58.1 deg
    186. 

  186. step 114 - lrate 0.000000, wchange 704921428.49016190, angledelta 58.1 deg
    187. 

  187. step 115 - lrate 0.000000, wchange 706493799.82987416, angledelta 58.1 deg
    188. 

  188. step 116 - lrate 0.000000, wchange 708069672.26395750, angledelta 58.1 deg
    189. 

  189. step 117 - lrate 0.000000, wchange 709649067.44024992, angledelta 58.1 deg
    190. 

  190. step 118 - lrate 0.000000, wchange 711231975.98575974, angledelta 58.1 deg
    191. 

  191. step 119 - lrate 0.000000, wchange 712818400.96698248, angledelta 58.1 deg
    192. 

  192. step 120 - lrate 0.000000, wchange 714408360.39819157, angledelta 58.1 deg
    193. 

  193. step 121 - lrate 0.000000, wchange 716001854.18694341, angledelta 58.1 deg
    194. 

  194. step 122 - lrate 0.000000, wchange 717598918.15612388, angledelta 58.1 deg
    195. 

  195. step 123 - lrate 0.000000, wchange 719199540.56375754, angledelta 58.1 deg
    196. 

  196. step 124 - lrate 0.000000, wchange 720803707.05132639, angledelta 58.1 deg
    197. 

  197. step 125 - lrate 0.000000, wchange 722411442.02668202, angledelta 58.1 deg
    198. 

  198. step 126 - lrate 0.000000, wchange 724022767.32828772, angledelta 58.1 deg
    199. 

  199. step 127 - lrate 0.000000, wchange 725637700.54734993, angledelta 58.1 deg
    200. 

  200. step 128 - lrate 0.000000, wchange 727256191.47446716, angledelta 58.1 deg
    201. 

  201. step 129 - lrate 0.000000, wchange 728878318.11468065, angledelta 58.1 deg
    202. 

  202. step 130 - lrate 0.000000, wchange 730504051.28926730, angledelta 58.1 deg
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  203. step 131 - lrate 0.000000, wchange 732133384.20227826, angledelta 58.1 deg
    204. 

  204. step 132 - lrate 0.000000, wchange 733766354.60745490, angledelta 58.1 deg
    205. 

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  206. step 134 - lrate 0.000000, wchange 737043227.09970701, angledelta 58.1 deg
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  207. step 135 - lrate 0.000000, wchange 738687146.81857276, angledelta 58.1 deg
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  208. step 136 - lrate 0.000000, wchange 740334726.76865602, angledelta 58.1 deg
    209. 

  209. step 137 - lrate 0.000000, wchange 741985933.42417622, angledelta 58.1 deg
    210. 

  210. step 138 - lrate 0.000000, wchange 743640862.99876904, angledelta 58.1 deg
    211. 

  211. step 139 - lrate 0.000000, wchange 745299466.44485474, angledelta 58.1 deg
    212. 

  212. step 140 - lrate 0.000000, wchange 746961767.49101436, angledelta 58.1 deg
    213. 

  213. step 141 - lrate 0.000000, wchange 748627745.10246134, angledelta 58.1 deg
    214. 

  214. step 142 - lrate 0.000000, wchange 750297463.20792210, angledelta 58.1 deg
    215. 

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  585. Sorting components in descending order of mean projected variance ...
    586.