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  1. ANFIS info:
  2. Number of nodes: 78
  3. Number of linear parameters: 108
  4. Number of nonlinear parameters: 27
  5. Total number of parameters: 135
  6. Number of training data pairs: 177
  7. Number of checking data pairs: 20
  8. Number of fuzzy rules: 27
  9.  
  10.  
  11. Start training ANFIS ...
  12.  
  13. 1 0.0969345 0.119136
  14. 2 0.0967598 0.118563
  15. 3 0.0965822 0.118
  16. 4 0.0964019 0.117446
  17. 5 0.0962193 0.116902
  18. Step size increases to 0.011000 after epoch 5.
  19. 6 0.0960347 0.11637
  20. 7 0.0958297 0.1158
  21. 8 0.0956231 0.115247
  22. 9 0.0954151 0.114716
  23. Step size increases to 0.012100 after epoch 9.
  24. 10 0.0952057 0.114208
  25. 11 0.0949738 0.113676
  26. 12 0.0947401 0.113179
  27. 13 0.0945045 0.112719
  28. Step size increases to 0.013310 after epoch 13.
  29. 14 0.0942667 0.112297
  30. 15 0.0940023 0.111877
  31. 16 0.093735 0.111507
  32. 17 0.0934649 0.111187
  33. Step size increases to 0.014641 after epoch 17.
  34. 18 0.0931922 0.110917
  35. 19 0.0928896 0.110675
  36. 20 0.0925851 0.11049
  37. 21 0.0922793 0.110359
  38. Step size increases to 0.016105 after epoch 21.
  39. 22 0.0919731 0.110276
  40. 23 0.0916371 0.110231
  41. 24 0.0913036 0.110224
  42. 25 0.0909747 0.110243
  43. Step size increases to 0.017716 after epoch 25.
  44. 26 0.0906523 0.110275
  45. 27 0.0903078 0.11031
  46. 28 0.0899759 0.110339
  47. 29 0.0896577 0.110361
  48. Step size increases to 0.019487 after epoch 29.
  49. 30 0.0893532 0.11039
  50. 31 0.0890319 0.110451
  51. 32 0.0887209 0.110586
  52. 33 0.0884134 0.110853
  53. Step size increases to 0.021436 after epoch 33.
  54. 34 0.0880995 0.111332
  55. 35 0.0877298 0.112237
  56. 36 0.0873056 0.113768
  57. 37 0.0867869 0.116219
  58. Step size increases to 0.023579 after epoch 37.
  59. 38 0.0861484 0.119696
  60. 39 0.0853844 0.12393
  61. 40 0.0847505 0.126863
  62. 41 0.0842835 0.128055
  63. Step size increases to 0.025937 after epoch 41.
  64. 42 0.0839133 0.128633
  65. 43 0.083594 0.12935
  66. 44 0.0833428 0.130162
  67. 45 0.0831452 0.131161
  68. Step size increases to 0.028531 after epoch 45.
  69. 46 0.0829682 0.131882
  70. 47 0.0828807 0.133006
  71. 48 0.0828582 0.130699
  72. 49 0.0828144 0.133154
  73. Step size increases to 0.031384 after epoch 49.
  74. 50 0.0826455 0.131527
  75. 51 0.0827364 0.133149
  76. 52 0.082447 0.13197
  77. 53 0.0825378 0.133537
  78. 54 0.0822269 0.132402
  79. Step size decreases to 0.028246 after epoch 54.
  80. 55 0.0823099 0.133967
  81. 56 0.0819553 0.133365
  82. 57 0.0820178 0.134645
  83. 58 0.0816934 0.133706
  84. Step size decreases to 0.025421 after epoch 58.
  85. 59 0.0817393 0.135248
  86. 60 0.0814084 0.134584
  87. 61 0.0814319 0.136004
  88. 62 0.0811366 0.135029
  89. Step size decreases to 0.022879 after epoch 62.
  90. 63 0.0811705 0.136712
  91. 64 0.0808825 0.135883
  92. 65 0.0809127 0.137474
  93. 66 0.0806633 0.136319
  94. Step size decreases to 0.020591 after epoch 66.
  95. 67 0.0807138 0.138194
  96. 68 0.0804768 0.137089
  97. 69 0.0805319 0.138886
  98. 70 0.0803309 0.137434
  99. Step size decreases to 0.018532 after epoch 70.
  100. 71 0.0804 0.139518
  101. 72 0.0802087 0.138107
  102. 73 0.0802824 0.140084
  103. 74 0.0801194 0.138364
  104. Step size decreases to 0.016679 after epoch 74.
  105. 75 0.0801982 0.140582
  106. 76 0.0800411 0.138954
  107. 77 0.0801218 0.141014
  108. 78 0.0799859 0.139146
  109. Step size decreases to 0.015011 after epoch 78.
  110. 79 0.0800659 0.141385
  111. 80 0.0799338 0.139664
  112. 81 0.0800129 0.141704
  113. 82 0.0798974 0.139807
  114. Step size decreases to 0.013510 after epoch 82.
  115. 83 0.0799728 0.141976
  116. 84 0.0798602 0.140258
  117. 85 0.0799329 0.142209
  118. 86 0.079834 0.140361
  119. Step size decreases to 0.012159 after epoch 86.
  120. 87 0.0799018 0.14241
  121. 88 0.0798057 0.140753
  122. 89 0.0798696 0.14258
  123. 90 0.0797851 0.140826
  124. Step size decreases to 0.010943 after epoch 90.
  125. 91 0.079844 0.142732
  126. 92 0.0797623 0.141167
  127. 93 0.0798167 0.142857
  128. 94 0.079745 0.141218
  129. Step size decreases to 0.009849 after epoch 94.
  130. 95 0.0797948 0.142974
  131. 96 0.0797258 0.141516
  132. 97 0.0797711 0.143067
  133. 98 0.0797106 0.141554
  134. Step size decreases to 0.008864 after epoch 98.
  135. 99 0.0797518 0.143162
  136. 100 0.0796939 0.141817
  137.  
  138. Designated epoch number reached --> ANFIS training completed at epoch 100.
  139.  
  140. Minimal training RMSE = 0.079694
  141. Minimal checking RMSE = 0.110224
  142.  
  143. trnMSE =
  144.  
  145. 0.0579
  146.  
  147.  
  148. chkMSE =
  149.  
  150. 0.0680
  151.  
  152.  
  153. Обработка базы завершена за 3.748 с
  154. >>
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