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  1. ANFIS info:
  2. Number of nodes: 24
  3. Number of linear parameters: 10
  4. Number of nonlinear parameters: 15
  5. Total number of parameters: 25
  6. Number of training data pairs: 26
  7. Number of checking data pairs: 25
  8. Number of fuzzy rules: 5
  9.  
  10.  
  11. Start training ANFIS ...
  12.  
  13. 1 0.526408 0.538866
  14. 2 0.521497 0.53406
  15. 3 0.51674 0.529342
  16. 4 0.512241 0.524806
  17. 5 0.508087 0.52054
  18. Step size increases to 0.011000 after epoch 5.
  19. 6 0.504324 0.516599
  20. 7 0.500598 0.512632
  21. 8 0.497137 0.508926
  22. 9 0.493688 0.505253
  23. Step size increases to 0.012100 after epoch 9.
  24. 10 0.490005 0.501365
  25. 11 0.485432 0.496568
  26. 12 0.480021 0.490918
  27. 13 0.473408 0.484029
  28. Step size increases to 0.013310 after epoch 13.
  29. 14 0.465153 0.475435
  30. 15 0.453594 0.463395
  31. 16 0.43889 0.448074
  32. 17 0.421046 0.429513
  33. Step size increases to 0.014641 after epoch 17.
  34. 18 0.40159 0.409451
  35. 19 0.382221 0.390004
  36. 20 0.365148 0.373373
  37. 21 0.350241 0.358867
  38. Step size increases to 0.016105 after epoch 21.
  39. 22 0.338119 0.347145
  40. 23 0.33224 0.341258
  41. 24 0.33563 0.34533
  42. 25 0.328952 0.337971
  43. 26 0.331637 0.341254
  44. 27 0.326748 0.335763
  45. Step size decreases to 0.014495 after epoch 27.
  46. 28 0.329037 0.338581
  47. 29 0.322979 0.331965
  48. 30 0.326925 0.336399
  49. 31 0.321856 0.330835
  50. Step size decreases to 0.013045 after epoch 31.
  51. 32 0.325369 0.334776
  52. 33 0.319302 0.328249
  53. 34 0.323909 0.333251
  54. 35 0.318592 0.32752
  55. Step size decreases to 0.011741 after epoch 35.
  56. 36 0.322746 0.332025
  57. 37 0.31675 0.325639
  58. 38 0.321527 0.330741
  59. 39 0.316228 0.325088
  60. Step size decreases to 0.010567 after epoch 39.
  61. 40 0.320535 0.329688
  62. 41 0.314848 0.323667
  63. 42 0.319415 0.328503
  64. 43 0.31443 0.323214
  65. Step size decreases to 0.009510 after epoch 43.
  66. 44 0.318521 0.327548
  67. 45 0.313368 0.322109
  68. 46 0.317463 0.326424
  69. 47 0.313019 0.321721
  70. Step size decreases to 0.008559 after epoch 47.
  71. 48 0.316652 0.325554
  72. 49 0.312179 0.320838
  73. 50 0.315667 0.324504
  74.  
  75. Designated epoch number reached --> ANFIS training completed at epoch 50.
  76.  
  77. Minimal training RMSE = 0.312179
  78. Minimal checking RMSE = 0.320838
  79.  
  80. trnMSE =
  81.  
  82. 0.0975
  83.  
  84.  
  85. chkMSE =
  86.  
  87. 0.1029
  88.  
  89.  
  90. trnOut =
  91.  
  92. -0.4277
  93.  
  94.  
  95. Обработка базы завершена за 1.718 с
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