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juliankosciessa
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eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-026_ica1_18-Nov-2021.txt

log_sub-026_ica1_18-Nov-2021.txt 42 KB
文件歷史 Download

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585 
  1. 

  2. Input data size [72,926500] = 72 channels, 926500 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 178 frames per ICA weight ((5184)^2 = 926500 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: -3.29461 to 2.91569
    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 20016759094355900.00000000, angledelta  0.0 deg
    54. 

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

  55. step 1 - lrate 0.000015, wchange 551629835128.25634766, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000011, wchange 285185417.36127210, angledelta  0.0 deg
    58. 

  58. Lowering learning rate to 9.45977e-06 and starting again.
    59. 

  59. step 1 - lrate 0.000009, wchange 40719347.09752401, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 1657547784444457.00000000, angledelta  0.0 deg
    61. 

  61. Lowering learning rate to 6.81103e-06 and starting again.
    62. 

  62. step 1 - lrate 0.000007, wchange 300683.71505833, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000007, wchange 90725013758.10246277, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 2174102074168776.75000000, angledelta  0.5 deg
    65. 

  65. Lowering learning rate to 3.92315e-06 and starting again.
    66. 

  66. step 1 - lrate 0.000004, wchange 1385.43285813, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 1949606.62308941, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 2796034628.07536888, angledelta  7.9 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 883785725084.41235352, angledelta  7.9 deg
    70. 

  70. step 5 - lrate 0.000003, wchange 84361890475226.59375000, angledelta  7.9 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 3048427510415220.50000000, angledelta  7.9 deg
    72. 

  72. Lowering learning rate to 1.44623e-06 and starting again.
    73. 

  73. step 1 - lrate 0.000001, wchange 32.54707486, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 115.82450117, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 1688.40971679, angledelta 60.4 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 22884.42974741, angledelta  0.1 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 316237.27977852, angledelta  0.1 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 4370046.66491547, angledelta  0.1 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 60389173.72233243, angledelta  0.1 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 834511068.89466703, angledelta  0.1 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 11532012719.17864418, angledelta  0.1 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 74571750035.79301453, angledelta  0.1 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 306019418061.52972412, angledelta  0.1 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 870455342068.94897461, angledelta  0.1 deg
    85. 

  85. step 13 - lrate 0.000001, wchange 1843401074523.57690430, angledelta  0.2 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 3079506909733.54101562, angledelta  0.2 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 4252058997059.94824219, angledelta  0.2 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 5038564083621.77050781, angledelta  0.2 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 5281369875600.15332031, angledelta  0.2 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 5017453825252.46679688, angledelta  0.2 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 4405562231261.99121094, angledelta  0.2 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 3631691538848.82470703, angledelta  0.2 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 2846204990662.15625000, angledelta  0.2 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 2142148691313.94775391, angledelta  0.2 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 1560865885961.44018555, angledelta  0.2 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 1108211116714.11474609, angledelta  0.2 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 770671032668.07629395, angledelta  0.2 deg
    98. 

  98. step 26 - lrate 0.000000, wchange 527114977097.79815674, angledelta  0.2 deg
    99. 

  99. step 27 - lrate 0.000000, wchange 355772472171.63610840, angledelta  0.2 deg
    100. 

  100. step 28 - lrate 0.000000, wchange 237587237411.10479736, angledelta  0.2 deg
    101. 

  101. step 29 - lrate 0.000000, wchange 157318737228.49719238, angledelta  0.2 deg
    102. 

  102. step 30 - lrate 0.000000, wchange 103462462162.10104370, angledelta  0.2 deg
    103. 

  103. step 31 - lrate 0.000000, wchange 67673866285.22926331, angledelta  0.2 deg
    104. 

  104. step 32 - lrate 0.000000, wchange 44072502028.52175903, angledelta  0.2 deg
    105. 

  105. step 33 - lrate 0.000000, wchange 28602315916.02452469, angledelta  0.2 deg
    106. 

  106. step 34 - lrate 0.000000, wchange 18510751540.66437149, angledelta  0.2 deg
    107. 

  107. step 35 - lrate 0.000000, wchange 11953040294.52473450, angledelta  0.2 deg
    108. 

  108. step 36 - lrate 0.000000, wchange 7704738061.37239647, angledelta  0.2 deg
    109. 

  109. step 37 - lrate 0.000000, wchange 4959266835.32165241, angledelta  0.2 deg
    110. 

  110. step 38 - lrate 0.000000, wchange 3188461450.30457973, angledelta  0.2 deg
    111. 

  111. step 39 - lrate 0.000000, wchange 2048085716.84348631, angledelta  0.2 deg
    112. 

  112. step 40 - lrate 0.000000, wchange 1314612296.31352592, angledelta  0.2 deg
    113. 

  113. step 41 - lrate 0.000000, wchange 843321818.43813920, angledelta  0.2 deg
    114. 

  114. step 42 - lrate 0.000000, wchange 845076773.96170723, angledelta  0.2 deg
    115. 

  115. step 43 - lrate 0.000000, wchange 846835407.67140102, angledelta  0.2 deg
    116. 

  116. step 44 - lrate 0.000000, wchange 848597692.60811532, angledelta  0.2 deg
    117. 

  117. step 45 - lrate 0.000000, wchange 850363592.11914492, angledelta  0.2 deg
    118. 

  118. step 46 - lrate 0.000000, wchange 852133190.71932209, angledelta  0.2 deg
    119. 

  119. step 47 - lrate 0.000000, wchange 853906486.92159963, angledelta  0.2 deg
    120. 

  120. step 48 - lrate 0.000000, wchange 855683442.43565214, angledelta  0.2 deg
    121. 

  121. step 49 - lrate 0.000000, wchange 857464143.46289945, angledelta  0.2 deg
    122. 

  122. step 50 - lrate 0.000000, wchange 859248481.98903251, angledelta  0.2 deg
    123. 

  123. step 51 - lrate 0.000000, wchange 861036558.95517778, angledelta  0.2 deg
    124. 

  124. step 52 - lrate 0.000000, wchange 862828343.76061285, angledelta  0.2 deg
    125. 

  125. step 53 - lrate 0.000000, wchange 864623865.73150980, angledelta  0.2 deg
    126. 

  126. step 54 - lrate 0.000000, wchange 866423124.44268632, angledelta  0.2 deg
    127. 

  127. step 55 - lrate 0.000000, wchange 868226119.93206155, angledelta  0.2 deg
    128. 

  128. step 56 - lrate 0.000000, wchange 870032859.10529959, angledelta  0.2 deg
    129. 

  129. step 57 - lrate 0.000000, wchange 871843364.27842164, angledelta  0.2 deg
    130. 

  130. step 58 - lrate 0.000000, wchange 873657612.33160925, angledelta  0.2 deg
    131. 

  131. step 59 - lrate 0.000000, wchange 875475646.37219751, angledelta  0.2 deg
    132. 

  132. step 60 - lrate 0.000000, wchange 877297478.74891305, angledelta  0.2 deg
    133. 

  133. step 61 - lrate 0.000000, wchange 879123067.87672591, angledelta  0.2 deg
    134. 

  134. step 62 - lrate 0.000000, wchange 880952474.12593150, angledelta  0.2 deg
    135. 

  135. step 63 - lrate 0.000000, wchange 882785680.66272151, angledelta  0.2 deg
    136. 

  136. step 64 - lrate 0.000000, wchange 884622690.89598191, angledelta  0.2 deg
    137. 

  137. step 65 - lrate 0.000000, wchange 886463516.80879986, angledelta  0.2 deg
    138. 

  138. step 66 - lrate 0.000000, wchange 888308178.15443754, angledelta  0.2 deg
    139. 

  139. step 67 - lrate 0.000000, wchange 890156660.99514663, angledelta  0.2 deg
    140. 

  140. step 68 - lrate 0.000000, wchange 892008997.72043514, angledelta  0.2 deg
    141. 

  141. step 69 - lrate 0.000000, wchange 893865197.91451311, angledelta  0.2 deg
    142. 

  142. step 70 - lrate 0.000000, wchange 895725238.09666836, angledelta  0.2 deg
    143. 

  143. step 71 - lrate 0.000000, wchange 897589148.31835496, angledelta  0.2 deg
    144. 

  144. step 72 - lrate 0.000000, wchange 899456929.29380894, angledelta  0.2 deg
    145. 

  145. step 73 - lrate 0.000000, wchange 901328615.04553843, angledelta  0.2 deg
    146. 

  146. step 74 - lrate 0.000000, wchange 903204164.49545038, angledelta  0.2 deg
    147. 

  147. step 75 - lrate 0.000000, wchange 905083632.36507022, angledelta  0.2 deg
    148. 

  148. step 76 - lrate 0.000000, wchange 906966992.96866763, angledelta  0.2 deg
    149. 

  149. step 77 - lrate 0.000000, wchange 908854290.21869802, angledelta  0.2 deg
    150. 

  150. step 78 - lrate 0.000000, wchange 910745484.93966448, angledelta  0.2 deg
    151. 

  151. step 79 - lrate 0.000000, wchange 912640629.39675796, angledelta  0.2 deg
    152. 

  152. step 80 - lrate 0.000000, wchange 914539712.03087533, angledelta  0.2 deg
    153. 

  153. step 81 - lrate 0.000000, wchange 916442747.82378042, angledelta  0.2 deg
    154. 

  154. step 82 - lrate 0.000000, wchange 918349724.75290382, angledelta  0.2 deg
    155. 

  155. step 83 - lrate 0.000000, wchange 920260686.31571555, angledelta  0.2 deg
    156. 

  156. step 84 - lrate 0.000000, wchange 922175611.70162654, angledelta  0.2 deg
    157. 

  157. step 85 - lrate 0.000000, wchange 924094503.30571246, angledelta  0.2 deg
    158. 

  158. step 86 - lrate 0.000000, wchange 926017390.61866093, angledelta  0.2 deg
    159. 

  159. step 87 - lrate 0.000000, wchange 927944272.44497061, angledelta  0.2 deg
    160. 

  160. step 88 - lrate 0.000000, wchange 929875149.85318124, angledelta  0.2 deg
    161. 

  161. step 89 - lrate 0.000000, wchange 931810065.28944826, angledelta  0.2 deg
    162. 

  162. step 90 - lrate 0.000000, wchange 933749006.17518687, angledelta  0.2 deg
    163. 

  163. step 91 - lrate 0.000000, wchange 935691968.38635314, angledelta  0.2 deg
    164. 

  164. step 92 - lrate 0.000000, wchange 937638958.30418909, angledelta  0.2 deg
    165. 

  165. step 93 - lrate 0.000000, wchange 939590012.94558632, angledelta  0.2 deg
    166. 

  166. step 94 - lrate 0.000000, wchange 941545113.81803536, angledelta  0.2 deg
    167. 

  167. step 95 - lrate 0.000000, wchange 943504287.43856645, angledelta  0.2 deg
    168. 

  168. step 96 - lrate 0.000000, wchange 945467514.98852146, angledelta  0.2 deg
    169. 

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    170. 

  170. step 98 - lrate 0.000000, wchange 949406240.20235276, angledelta  0.2 deg
    171. 

  171. step 99 - lrate 0.000000, wchange 951381750.59063470, angledelta  0.2 deg
    172. 

  172. step 100 - lrate 0.000000, wchange 953361383.15250957, angledelta  0.2 deg
    173. 

  173. step 101 - lrate 0.000000, wchange 955345125.15344524, angledelta  0.2 deg
    174. 

  174. step 102 - lrate 0.000000, wchange 957332957.09559095, angledelta  0.2 deg
    175. 

  175. step 103 - lrate 0.000000, wchange 959324951.95164013, angledelta  0.2 deg
    176. 

  176. step 104 - lrate 0.000000, wchange 961321059.36746919, angledelta  0.2 deg
    177. 

  177. step 105 - lrate 0.000000, wchange 963321351.32991183, angledelta  0.2 deg
    178. 

  178. step 106 - lrate 0.000000, wchange 965325781.39610958, angledelta  0.2 deg
    179. 

  179. step 107 - lrate 0.000000, wchange 967334376.61567163, angledelta  0.2 deg
    180. 

  180. step 108 - lrate 0.000000, wchange 969347151.37342346, angledelta  0.2 deg
    181. 

  181. step 109 - lrate 0.000000, wchange 971364115.89866388, angledelta  0.2 deg
    182. 

  182. step 110 - lrate 0.000000, wchange 973385267.77335334, angledelta  0.2 deg
    183. 

  183. step 111 - lrate 0.000000, wchange 975410614.47688556, angledelta  0.2 deg
    184. 

  184. step 112 - lrate 0.000000, wchange 977440174.79137135, angledelta  0.2 deg
    185. 

  185. step 113 - lrate 0.000000, wchange 979473997.74676323, angledelta  0.2 deg
    186. 

  186. step 114 - lrate 0.000000, wchange 981511966.75723302, angledelta  0.2 deg
    187. 

  187. step 115 - lrate 0.000000, wchange 983554221.69123793, angledelta  0.2 deg
    188. 

  188. step 116 - lrate 0.000000, wchange 985600699.97195220, angledelta  0.2 deg
    189. 

  189. step 117 - lrate 0.000000, wchange 987651456.65976238, angledelta  0.2 deg
    190. 

  190. step 118 - lrate 0.000000, wchange 989706460.59931588, angledelta  0.2 deg
    191. 

  191. step 119 - lrate 0.000000, wchange 991765725.17483878, angledelta  0.2 deg
    192. 

  192. step 120 - lrate 0.000000, wchange 993829285.81222320, angledelta  0.2 deg
    193. 

  193. step 121 - lrate 0.000000, wchange 995897134.76493037, angledelta  0.2 deg
    194. 

  194. step 122 - lrate 0.000000, wchange 997969282.14570367, angledelta  0.2 deg
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  195. step 123 - lrate 0.000000, wchange 1000045739.16585803, angledelta  0.2 deg
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  209. step 137 - lrate 0.000000, wchange 655239533.53644407, angledelta  0.2 deg
    210. 

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