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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-002_ica1_18-Nov-2021.txt

log_sub-002_ica1_18-Nov-2021.txt 11 KB
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  1. 

  2. Input data size [72,891000] = 72 channels, 891000 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 171 frames per ICA weight ((5184)^2 = 891000 weights, Initial learning rate will be 0.001, block size 69.
    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: -1.30332 to 2.46695
    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. step 1 - lrate 0.000020, wchange 4479807397329345.50000000, angledelta  0.0 deg
    54. 

  54. Lowering learning rate to 1.45984e-05 and starting again.
    55. 

  55. step 1 - lrate 0.000015, wchange 195957945025.73638916, angledelta  0.0 deg
    56. 

  56. Lowering learning rate to 1.05109e-05 and starting again.
    57. 

  57. step 1 - lrate 0.000011, wchange 135341458.90713182, angledelta  0.0 deg
    58. 

  58. step 2 - lrate 0.000011, wchange 14526832575563984.00000000, angledelta  0.0 deg
    59. 

  59. Lowering learning rate to 7.56781e-06 and starting again.
    60. 

  60. step 1 - lrate 0.000008, wchange 714936.58629604, angledelta  0.0 deg
    61. 

  61. step 2 - lrate 0.000008, wchange 512302215464.37408447, angledelta  0.0 deg
    62. 

  62. step 3 - lrate 0.000006, wchange 18134629490188996.00000000, angledelta  0.5 deg
    63. 

  63. Lowering learning rate to 4.35906e-06 and starting again.
    64. 

  64. step 1 - lrate 0.000004, wchange 2290.68472652, angledelta  0.0 deg
    65. 

  65. step 2 - lrate 0.000004, wchange 5345187.12089221, angledelta  0.0 deg
    66. 

  66. step 3 - lrate 0.000004, wchange 12617581579.40981674, angledelta  6.2 deg
    67. 

  67. step 4 - lrate 0.000003, wchange 5994140965585.13964844, angledelta  6.2 deg
    68. 

  68. step 5 - lrate 0.000003, wchange 784330102971422.75000000, angledelta  6.2 deg
    69. 

  69. step 6 - lrate 0.000002, wchange 19796274918150596.00000000, angledelta  6.2 deg
    70. 

  70. Lowering learning rate to 1.60692e-06 and starting again.
    71. 

  71. step 1 - lrate 0.000002, wchange 35.32522560, angledelta  0.0 deg
    72. 

  72. step 2 - lrate 0.000002, wchange 177.83144777, angledelta  0.0 deg
    73. 

  73. step 3 - lrate 0.000002, wchange 3115.40470060, angledelta 57.6 deg
    74. 

  74. step 4 - lrate 0.000002, wchange 54583.29656238, angledelta 57.6 deg
    75. 

  75. step 5 - lrate 0.000002, wchange 956324.69691163, angledelta 57.6 deg
    76. 

  76. step 6 - lrate 0.000002, wchange 16755253.82898658, angledelta 57.6 deg
    77. 

  77. step 7 - lrate 0.000002, wchange 293559853.77529937, angledelta 57.6 deg
    78. 

  78. step 8 - lrate 0.000002, wchange 5143304809.23104095, angledelta 57.6 deg
    79. 

  79. step 9 - lrate 0.000001, wchange 40798320809.67156982, angledelta 57.6 deg
    80. 

  80. step 10 - lrate 0.000001, wchange 197423625925.71417236, angledelta 57.6 deg
    81. 

  81. step 11 - lrate 0.000001, wchange 641282097771.72534180, angledelta 57.6 deg
    82. 

  82. step 12 - lrate 0.000001, wchange 1510996306778.32788086, angledelta 57.6 deg
    83. 

  83. step 13 - lrate 0.000001, wchange 2749592383527.19970703, angledelta 57.6 deg
    84. 

  84. step 14 - lrate 0.000000, wchange 4064747829495.53564453, angledelta 57.6 deg
    85. 

  85. step 15 - lrate 0.000000, wchange 5084741508938.95410156, angledelta 57.6 deg
    86. 

  86. step 16 - lrate 0.000000, wchange 5562269935593.91503906, angledelta 57.6 deg
    87. 

  87. step 17 - lrate 0.000000, wchange 5463809286570.50292969, angledelta 57.6 deg
    88. 

  88. step 18 - lrate 0.000000, wchange 4923644802138.28125000, angledelta 57.6 deg
    89. 

  89. step 19 - lrate 0.000000, wchange 4141006113571.92724609, angledelta 57.6 deg
    90. 

  90. step 20 - lrate 0.000000, wchange 3295879622768.86572266, angledelta 57.6 deg
    91. 

  91. step 21 - lrate 0.000000, wchange 2510206952834.31396484, angledelta 57.6 deg
    92. 

  92. step 22 - lrate 0.000000, wchange 1845811096555.89306641, angledelta 57.6 deg
    93. 

  93. step 23 - lrate 0.000000, wchange 1319758035361.10034180, angledelta 57.6 deg
    94. 

  94. step 24 - lrate 0.000000, wchange 922774016655.17639160, angledelta 57.6 deg
    95. 

  95. step 25 - lrate 0.000000, wchange 633800858242.87573242, angledelta 57.6 deg
    96. 

  96. step 26 - lrate 0.000000, wchange 429175205744.12457275, angledelta 57.6 deg
    97. 

  97. step 27 - lrate 0.000000, wchange 287335817046.75073242, angledelta 57.6 deg
    98. 

  98. step 28 - lrate 0.000000, wchange 190638899021.65322876, angledelta 57.6 deg
    99. 

  99. step 29 - lrate 0.000000, wchange 125572069390.25297546, angledelta 57.6 deg
    100. 

  100. step 30 - lrate 0.000000, wchange 82236729127.20207214, angledelta 57.6 deg
    101. 

  101. step 31 - lrate 0.000000, wchange 53608621785.59282684, angledelta 57.6 deg
    102. 

  102. step 32 - lrate 0.000000, wchange 34817886066.64712524, angledelta 57.6 deg
    103. 

  103. step 33 - lrate 0.000000, wchange 22547069029.62048340, angledelta 57.6 deg
    104. 

  104. step 34 - lrate 0.000000, wchange 14566491635.09354591, angledelta 57.6 deg
    105. 

  105. step 35 - lrate 0.000000, wchange 9392946426.73012543, angledelta 57.6 deg
    106. 

  106. step 36 - lrate 0.000000, wchange 6047763641.20597458, angledelta 57.6 deg
    107. 

  107. step 37 - lrate 0.000000, wchange 3889240246.80012226, angledelta 57.6 deg
    108. 

  108. step 38 - lrate 0.000000, wchange 2498713571.28428316, angledelta 57.6 deg
    109. 

  109. step 39 - lrate 0.000000, wchange 1604107916.95990705, angledelta 57.6 deg
    110. 

  110. step 40 - lrate 0.000000, wchange 1029161201.49951935, angledelta 57.6 deg
    111. 

  111. step 41 - lrate 0.000000, wchange 659962211.43702435, angledelta 57.6 deg
    112. 

  112. step 42 - lrate 0.000000, wchange 661118667.38183188, angledelta 57.6 deg
    113. 

  113. step 43 - lrate 0.000000, wchange 662277370.51636338, angledelta 57.6 deg
    114. 

  114. step 44 - lrate 0.000000, wchange 663438156.60069513, angledelta 57.6 deg
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  115. step 45 - lrate 0.000000, wchange 664600663.63537061, angledelta 57.6 deg
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  116. step 46 - lrate 0.000000, wchange 665765243.89736521, angledelta 57.6 deg
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  117. step 47 - lrate 0.000000, wchange 666931802.26997888, angledelta 57.6 deg
    118. 

  118. step 48 - lrate 0.000000, wchange 668100347.57265961, angledelta 57.6 deg
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  119. step 49 - lrate 0.000000, wchange 669270782.67220318, angledelta 57.6 deg
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  120. step 50 - lrate 0.000000, wchange 670443193.14576519, angledelta 57.6 deg
    121. 

  121. step 51 - lrate 0.000000, wchange 671617633.20719528, angledelta 57.6 deg
    122. 

  122. step 52 - lrate 0.000000, wchange 672794055.67250609, angledelta 57.6 deg
    123. 

  123. step 53 - lrate 0.000000, wchange 673972458.19865203, angledelta 57.6 deg
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  124. step 54 - lrate 0.000000, wchange 675152947.25007379, angledelta 57.6 deg
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  125. step 55 - lrate 0.000000, wchange 676335123.55647528, angledelta 57.6 deg
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  126. step 56 - lrate 0.000000, wchange 677519487.52924681, angledelta 57.6 deg
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  127. step 57 - lrate 0.000000, wchange 678705911.71156478, angledelta 57.6 deg
    128. 

  128. step 58 - lrate 0.000000, wchange 679894228.32079077, angledelta 57.6 deg
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  129. step 59 - lrate 0.000000, wchange 681084581.53311038, angledelta 57.6 deg
    130. 

  130. step 60 - lrate 0.000000, wchange 682276894.25072145, angledelta 57.6 deg
    131. 

  131. step 61 - lrate 0.000000, wchange 683471265.39015877, angledelta 57.6 deg
    132. 

  132. step 62 - lrate 0.000000, wchange 684667559.60456836, angledelta 57.6 deg
    133. 

  133. step 63 - lrate 0.000000, wchange 685865973.94693315, angledelta 57.6 deg
    134. 

  134. step 64 - lrate 0.000000, wchange 687066400.80852830, angledelta 57.6 deg
    135. 

  135. step 65 - lrate 0.000000, wchange 688269021.16735387, angledelta 57.6 deg
    136. 

  136. step 66 - lrate 0.000000, wchange 689473966.91614890, angledelta 57.6 deg
    137. 

  137. step 67 - lrate 0.000000, wchange 690679583.53499699, angledelta 57.6 deg
    138. 

  138. step 68 - lrate 0.000000, wchange 691888126.57619095, angledelta 57.6 deg
    139. 

  139. step 69 - lrate 0.000000, wchange 693098621.03974783, angledelta 57.6 deg
    140. 

  140. step 70 - lrate 0.000000, wchange 694311421.61106384, angledelta 57.6 deg
    141. 

  141. step 71 - lrate 0.000000, wchange 695525848.97928917, angledelta 57.6 deg
    142. 

  142. step 72 - lrate 0.000000, wchange 696742507.55427611, angledelta 57.6 deg
    143. 

  143. step 73 - lrate 0.000000, wchange 697961346.19502568, angledelta 57.6 deg
    144. 

  144. step 74 - lrate 0.000000, wchange 699181849.85389984, angledelta 57.6 deg
    145. 

  145. step 75 - lrate 0.000000, wchange 700404551.29817843, angledelta 57.6 deg
    146. 

  146. step 76 - lrate 0.000000, wchange 701629390.85928488, angledelta 57.6 deg
    147. 

  147. step 77 - lrate 0.000000, wchange 702856213.38949144, angledelta 57.6 deg
    148. 

  148. step 78 - lrate 0.000000, wchange 704085534.05798471, angledelta 57.6 deg
    149. 

  149. step 79 - lrate 0.000000, wchange 705316172.26775098, angledelta 57.6 deg
    150. 

  150. step 80 - lrate 0.000000, wchange 706549224.10017645, angledelta 57.6 deg
    151. 

  151. step 81 - lrate 0.000000, wchange 707784433.83760440, angledelta 57.6 deg
    152. 

  152. step 82 - lrate 0.000000, wchange 709021569.19758964, angledelta 57.6 deg
    153. 

  153. step 83 - lrate 0.000000, wchange 710260931.47317457, angledelta 57.6 deg
    154. 

  154. step 84 - lrate 0.000000, wchange 711502241.03485096, angledelta 57.6 deg
    155. 

  155. step 85 - lrate 0.000000, wchange 712745734.51644826, angledelta 57.6 deg
    156. 

  156. step 86 - lrate 0.000000, wchange 713991204.93602252, angledelta 57.6 deg
    157. 

  157. step 87 - lrate 0.000000, wchange 715238864.42926586, angledelta 57.6 deg
    158. 

  158. step 88 - lrate 0.000000, wchange 716488462.31913483, angledelta 57.6 deg
    159. 

  159. step 89 - lrate 0.000000, wchange 717740327.10353029, angledelta 57.6 deg
    160. 

  160. step 90 - lrate 0.000000, wchange 718994407.75620818, angledelta 57.6 deg
    161. 

  161. step 91 - lrate 0.000000, wchange 720250178.22392535, angledelta 57.6 deg
    162. 

  162. step 92 - lrate 0.000000, wchange 721508359.28782237, angledelta 57.6 deg
    163. 

  163. step 93 - lrate 0.000000, wchange 722768518.36851883, angledelta 57.6 deg
    164. 

  164. step 94 - lrate 0.000000, wchange 724030826.58217978, angledelta 57.6 deg
    165. 

  165. step 95 - lrate 0.000000, wchange 725295264.13006055, angledelta 57.6 deg
    166. 

  166. step 96 - lrate 0.000000, wchange 726561831.79862785, angledelta 57.6 deg
    167.