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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-028_ica1_16-Nov-2021.txt

log_sub-028_ica1_16-Nov-2021.txt 42 KB
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123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586 
  1. 

  2. Input data size [72,1015000] = 72 channels, 1015000 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 195 frames per ICA weight ((5184)^2 = 1015000 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: -6.1029 to 3.45797
    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. step 1 - lrate 0.000018, wchange 11611679612409936.00000000, angledelta  0.0 deg
    55. 

  55. Lowering learning rate to 1.31386e-05 and starting again.
    56. 

  56. step 1 - lrate 0.000013, wchange 378325458903.81011963, angledelta  0.0 deg
    57. 

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

  58. step 1 - lrate 0.000009, wchange 217309315.82270995, angledelta  0.0 deg
    59. 

  59. Lowering learning rate to 8.51379e-06 and starting again.
    60. 

  60. step 1 - lrate 0.000009, wchange 31880001.85685994, angledelta  0.0 deg
    61. 

  61. step 2 - lrate 0.000009, wchange 1014111039995388.37500000, angledelta  0.0 deg
    62. 

  62. Lowering learning rate to 6.12993e-06 and starting again.
    63. 

  63. step 1 - lrate 0.000006, wchange 252006.46638654, angledelta  0.0 deg
    64. 

  64. step 2 - lrate 0.000006, wchange 63747020594.52146149, angledelta  0.0 deg
    65. 

  65. step 3 - lrate 0.000005, wchange 1322432710886459.00000000, angledelta  0.6 deg
    66. 

  66. Lowering learning rate to 3.53084e-06 and starting again.
    67. 

  67. step 1 - lrate 0.000004, wchange 1251.11137783, angledelta  0.0 deg
    68. 

  68. step 2 - lrate 0.000004, wchange 1586564.77963184, angledelta  0.0 deg
    69. 

  69. step 3 - lrate 0.000004, wchange 2055526853.97908473, angledelta  8.4 deg
    70. 

  70. step 4 - lrate 0.000003, wchange 597805876925.99108887, angledelta  8.4 deg
    71. 

  71. step 5 - lrate 0.000002, wchange 53335536514985.36718750, angledelta  8.4 deg
    72. 

  72. step 6 - lrate 0.000002, wchange 1814752939450240.00000000, angledelta  8.4 deg
    73. 

  73. Lowering learning rate to 1.30161e-06 and starting again.
    74. 

  74. step 1 - lrate 0.000001, wchange 32.52399416, angledelta  0.0 deg
    75. 

  75. step 2 - lrate 0.000001, wchange 106.02609826, angledelta  0.0 deg
    76. 

  76. step 3 - lrate 0.000001, wchange 1488.65499277, angledelta 61.2 deg
    77. 

  77. step 4 - lrate 0.000001, wchange 19445.00398503, angledelta  0.1 deg
    78. 

  78. step 5 - lrate 0.000001, wchange 259017.05988085, angledelta  0.1 deg
    79. 

  79. step 6 - lrate 0.000001, wchange 3450235.63151673, angledelta  0.1 deg
    80. 

  80. step 7 - lrate 0.000001, wchange 45958849.25568411, angledelta  0.1 deg
    81. 

  81. step 8 - lrate 0.000001, wchange 612194656.96149421, angledelta  0.1 deg
    82. 

  82. step 9 - lrate 0.000001, wchange 8154735977.15676117, angledelta  0.1 deg
    83. 

  83. step 10 - lrate 0.000001, wchange 51087746968.79354858, angledelta  0.1 deg
    84. 

  84. step 11 - lrate 0.000001, wchange 204357670524.50653076, angledelta  0.1 deg
    85. 

  85. step 12 - lrate 0.000001, wchange 569437482503.25561523, angledelta  0.1 deg
    86. 

  86. step 13 - lrate 0.000001, wchange 1186098192003.69287109, angledelta  0.1 deg
    87. 

  87. step 14 - lrate 0.000000, wchange 1955179473670.10253906, angledelta  0.1 deg
    88. 

  88. step 15 - lrate 0.000000, wchange 2670758796720.25585938, angledelta  0.1 deg
    89. 

  89. step 16 - lrate 0.000000, wchange 3137415237513.87695312, angledelta  0.1 deg
    90. 

  90. step 17 - lrate 0.000000, wchange 3265590787481.88769531, angledelta  0.1 deg
    91. 

  91. step 18 - lrate 0.000000, wchange 3084792644641.97412109, angledelta  0.1 deg
    92. 

  92. step 19 - lrate 0.000000, wchange 2696101528003.05078125, angledelta  0.1 deg
    93. 

  93. step 20 - lrate 0.000000, wchange 2214178606237.54980469, angledelta  0.1 deg
    94. 

  94. step 21 - lrate 0.000000, wchange 1729993864303.65332031, angledelta  0.1 deg
    95. 

  95. step 22 - lrate 0.000000, wchange 1298828143981.84326172, angledelta  0.1 deg
    96. 

  96. step 23 - lrate 0.000000, wchange 944484549912.07641602, angledelta  0.1 deg
    97. 

  97. step 24 - lrate 0.000000, wchange 669491444120.67785645, angledelta  0.1 deg
    98. 

  98. step 25 - lrate 0.000000, wchange 464964799076.48205566, angledelta  0.1 deg
    99. 

  99. step 26 - lrate 0.000000, wchange 317683715479.15405273, angledelta  0.1 deg
    100. 

  100. step 27 - lrate 0.000000, wchange 214234738134.28640747, angledelta  0.1 deg
    101. 

  101. step 28 - lrate 0.000000, wchange 142968730286.50930786, angledelta  0.1 deg
    102. 

  102. step 29 - lrate 0.000000, wchange 94614452574.38499451, angledelta  0.1 deg
    103. 

  103. step 30 - lrate 0.000000, wchange 62196533028.03392029, angledelta  0.1 deg
    104. 

  104. step 31 - lrate 0.000000, wchange 40667636276.25319672, angledelta  0.1 deg
    105. 

  105. step 32 - lrate 0.000000, wchange 26477129143.50377655, angledelta  0.1 deg
    106. 

  106. step 33 - lrate 0.000000, wchange 17179256204.84770775, angledelta  0.1 deg
    107. 

  107. step 34 - lrate 0.000000, wchange 11115962117.63413048, angledelta  0.1 deg
    108. 

  108. step 35 - lrate 0.000000, wchange 7176903845.32518864, angledelta  0.1 deg
    109. 

  109. step 36 - lrate 0.000000, wchange 4625568979.86452961, angledelta  0.1 deg
    110. 

  110. step 37 - lrate 0.000000, wchange 2977032327.03793478, angledelta  0.1 deg
    111. 

  111. step 38 - lrate 0.000000, wchange 1913877976.76501036, angledelta  0.1 deg
    112. 

  112. step 39 - lrate 0.000000, wchange 1229291243.82931423, angledelta  0.1 deg
    113. 

  113. step 40 - lrate 0.000000, wchange 789011276.35197282, angledelta  0.1 deg
    114. 

  114. step 41 - lrate 0.000000, wchange 791029994.72958803, angledelta  0.1 deg
    115. 

  115. step 42 - lrate 0.000000, wchange 793053855.51948369, angledelta  0.1 deg
    116. 

  116. step 43 - lrate 0.000000, wchange 795082881.10036707, angledelta  0.1 deg
    117. 

  117. step 44 - lrate 0.000000, wchange 797117073.76667774, angledelta  0.1 deg
    118. 

  118. step 45 - lrate 0.000000, wchange 799156458.98122096, angledelta  0.1 deg
    119. 

  119. step 46 - lrate 0.000000, wchange 801201035.89974880, angledelta  0.1 deg
    120. 

  120. step 47 - lrate 0.000000, wchange 803250828.35209060, angledelta  0.1 deg
    121. 

  121. step 48 - lrate 0.000000, wchange 805305843.82956374, angledelta  0.1 deg
    122. 

  122. step 49 - lrate 0.000000, wchange 807366100.51926327, angledelta  0.1 deg
    123. 

  123. step 50 - lrate 0.000000, wchange 809431604.11513388, angledelta  0.1 deg
    124. 

  124. step 51 - lrate 0.000000, wchange 811502369.88188660, angledelta  0.1 deg
    125. 

  125. step 52 - lrate 0.000000, wchange 813578426.88028014, angledelta  0.1 deg
    126. 

  126. step 53 - lrate 0.000000, wchange 815659764.01186574, angledelta  0.1 deg
    127. 

  127. step 54 - lrate 0.000000, wchange 817746411.59873927, angledelta  0.1 deg
    128. 

  128. step 55 - lrate 0.000000, wchange 819838372.66535640, angledelta  0.1 deg
    129. 

  129. step 56 - lrate 0.000000, wchange 821935675.62460673, angledelta  0.1 deg
    130. 

  130. step 57 - lrate 0.000000, wchange 824038310.21358967, angledelta  0.1 deg
    131. 

  131. step 58 - lrate 0.000000, wchange 826146304.58766007, angledelta  0.1 deg
    132. 

  132. step 59 - lrate 0.000000, wchange 828259678.23084831, angledelta  0.1 deg
    133. 

  133. step 60 - lrate 0.000000, wchange 830378434.22953081, angledelta  0.1 deg
    134. 

  134. step 61 - lrate 0.000000, wchange 832502583.80263114, angledelta  0.1 deg
    135. 

  135. step 62 - lrate 0.000000, wchange 834632151.95632935, angledelta  0.1 deg
    136. 

  136. step 63 - lrate 0.000000, wchange 836767154.29758966, angledelta  0.1 deg
    137. 

  137. step 64 - lrate 0.000000, wchange 838907590.76161194, angledelta  0.1 deg
    138. 

  138. step 65 - lrate 0.000000, wchange 841053490.83723807, angledelta  0.1 deg
    139. 

  139. step 66 - lrate 0.000000, wchange 843204831.87779760, angledelta  0.1 deg
    140. 

  140. step 67 - lrate 0.000000, wchange 845361684.45625031, angledelta  0.1 deg
    141. 

  141. step 68 - lrate 0.000000, wchange 847524029.49805963, angledelta  0.1 deg
    142. 

  142. step 69 - lrate 0.000000, wchange 849691878.15394771, angledelta  0.1 deg
    143. 

  143. step 70 - lrate 0.000000, wchange 851865243.94440222, angledelta  0.1 deg
    144. 

  144. step 71 - lrate 0.000000, wchange 854044139.67112744, angledelta  0.1 deg
    145. 

  145. step 72 - lrate 0.000000, wchange 856228593.14381337, angledelta  0.1 deg
    146. 

  146. step 73 - lrate 0.000000, wchange 858418621.68617547, angledelta  0.1 deg
    147. 

  147. step 74 - lrate 0.000000, wchange 860614225.50511432, angledelta  0.1 deg
    148. 

  148. step 75 - lrate 0.000000, wchange 862815426.93702376, angledelta  0.1 deg
    149. 

  149. step 76 - lrate 0.000000, wchange 865022238.17732739, angledelta  0.1 deg
    150. 

  150. step 77 - lrate 0.000000, wchange 867234657.34016275, angledelta  0.1 deg
    151. 

  151. step 78 - lrate 0.000000, wchange 869452719.32202566, angledelta  0.1 deg
    152. 

  152. step 79 - lrate 0.000000, wchange 871676425.39322519, angledelta  0.1 deg
    153. 

  153. step 80 - lrate 0.000000, wchange 873905814.27607584, angledelta  0.1 deg
    154. 

  154. step 81 - lrate 0.000000, wchange 876140870.85944736, angledelta  0.1 deg
    155. 

  155. step 82 - lrate 0.000000, wchange 878381631.71412885, angledelta  0.1 deg
    156. 

  156. step 83 - lrate 0.000000, wchange 880628088.74091434, angledelta  0.1 deg
    157. 

  157. step 84 - lrate 0.000000, wchange 882880252.07068312, angledelta  0.1 deg
    158. 

  158. step 85 - lrate 0.000000, wchange 885138187.42080867, angledelta  0.1 deg
    159. 

  159. step 86 - lrate 0.000000, wchange 887401845.92255020, angledelta  0.1 deg
    160. 

  160. step 87 - lrate 0.000000, wchange 889671282.48746753, angledelta  0.1 deg
    161. 

  161. step 88 - lrate 0.000000, wchange 891946497.88373804, angledelta  0.1 deg
    162. 

  162. step 89 - lrate 0.000000, wchange 894227505.02029967, angledelta  0.1 deg
    163. 

  163. step 90 - lrate 0.000000, wchange 896514325.13609529, angledelta  0.1 deg
    164. 

  164. step 91 - lrate 0.000000, wchange 898806961.00094759, angledelta  0.1 deg
    165. 

  165. step 92 - lrate 0.000000, wchange 901105446.59718704, angledelta  0.1 deg
    166. 

  166. step 93 - lrate 0.000000, wchange 903409786.06737804, angledelta  0.1 deg
    167. 

  167. step 94 - lrate 0.000000, wchange 905719981.34522903, angledelta  0.1 deg
    168. 

  168. step 95 - lrate 0.000000, wchange 908036077.91119194, angledelta  0.1 deg
    169. 

  169. step 96 - lrate 0.000000, wchange 910358055.36824787, angledelta  0.1 deg
    170. 

  170. step 97 - lrate 0.000000, wchange 912685958.06768668, angledelta  0.1 deg
    171. 

  171. step 98 - lrate 0.000000, wchange 915019783.47249722, angledelta  0.1 deg
    172. 

  172. step 99 - lrate 0.000000, wchange 917359558.24723196, angledelta  0.1 deg
    173. 

  173. step 100 - lrate 0.000000, wchange 919705281.53014529, angledelta  0.1 deg
    174. 

  174. step 101 - lrate 0.000000, wchange 922056978.39679372, angledelta  0.1 deg
    175. 

  175. step 102 - lrate 0.000000, wchange 924414671.73715806, angledelta  0.1 deg
    176. 

  176. step 103 - lrate 0.000000, wchange 926778354.72514713, angledelta  0.1 deg
    177. 

  177. step 104 - lrate 0.000000, wchange 929148083.97212112, angledelta  0.1 deg
    178. 

  178. step 105 - lrate 0.000000, wchange 931523815.18128097, angledelta  0.1 deg
    179. 

  179. step 106 - lrate 0.000000, wchange 933905607.50137413, angledelta  0.1 deg
    180. 

  180. step 107 - lrate 0.000000, wchange 936293460.82189095, angledelta  0.1 deg
    181. 

  181. step 108 - lrate 0.000000, wchange 938687401.07077813, angledelta  0.1 deg
    182. 

  182. step 109 - lrate 0.000000, wchange 941087431.56802917, angledelta  0.1 deg
    183. 

  183. step 110 - lrate 0.000000, wchange 943493566.04017973, angledelta  0.1 deg
    184. 

  184. step 111 - lrate 0.000000, wchange 945905829.62706256, angledelta  0.1 deg
    185. 

  185. step 112 - lrate 0.000000, wchange 948324238.66390479, angledelta  0.1 deg
    186. 

  186. step 113 - lrate 0.000000, wchange 950748800.22443521, angledelta  0.1 deg
    187. 

  187. step 114 - lrate 0.000000, wchange 953179528.87131226, angledelta  0.1 deg
    188. 

  188. step 115 - lrate 0.000000, wchange 955616440.68629074, angledelta  0.1 deg
    189. 

  189. step 116 - lrate 0.000000, wchange 958059577.05611408, angledelta  0.1 deg
    190. 

  190. step 117 - lrate 0.000000, wchange 960508926.70874834, angledelta  0.1 deg
    191. 

  191. step 118 - lrate 0.000000, wchange 962964500.54646921, angledelta  0.1 deg
    192. 

  192. step 119 - lrate 0.000000, wchange 965426329.35189497, angledelta  0.1 deg
    193. 

  193. step 120 - lrate 0.000000, wchange 967894408.22324646, angledelta  0.1 deg
    194. 

  194. step 121 - lrate 0.000000, wchange 970368802.80170870, angledelta  0.1 deg
    195. 

  195. step 122 - lrate 0.000000, wchange 972849471.33433008, angledelta  0.1 deg
    196. 

  196. step 123 - lrate 0.000000, wchange 975336451.56906998, angledelta  0.1 deg
    197. 

  197. step 124 - lrate 0.000000, wchange 977829782.23404872, angledelta  0.1 deg
    198. 

  198. step 125 - lrate 0.000000, wchange 980329434.53209972, angledelta  0.1 deg
    199. 

  199. step 126 - lrate 0.000000, wchange 982835458.73962474, angledelta  0.1 deg
    200. 

  200. step 127 - lrate 0.000000, wchange 985347856.17714083, angledelta  0.1 deg
    201. 

  201. step 128 - lrate 0.000000, wchange 987866637.30910456, angledelta  0.1 deg
    202. 

  202. step 129 - lrate 0.000000, wchange 990391837.58749628, angledelta  0.1 deg
    203. 

  203. step 130 - lrate 0.000000, wchange 992923484.75142884, angledelta  0.1 deg
    204. 

  204. step 131 - lrate 0.000000, wchange 995461543.67158139, angledelta  0.1 deg
    205. 

  205. step 132 - lrate 0.000000, wchange 998006077.09235525, angledelta  0.1 deg
    206. 

  206. step 133 - lrate 0.000000, wchange 1000557074.62692404, angledelta  0.1 deg
    207. 

  207. step 134 - lrate 0.000000, wchange 641829435.18018496, angledelta  0.1 deg
    208. 

  208. step 135 - lrate 0.000000, wchange 643141542.68527305, angledelta  0.1 deg
    209. 

  209. step 136 - lrate 0.000000, wchange 644456312.21481478, angledelta  0.1 deg
    210. 

  210. step 137 - lrate 0.000000, wchange 645773760.97897625, angledelta  0.1 deg
    211. 

  211. step 138 - lrate 0.000000, wchange 647093884.98224092, angledelta  0.1 deg
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  586. Sorting components in descending order of mean projected variance ...
    587.