117. | C++ Neural Networks and Fuzzy Logic

C++ Neural Networks and Fuzzy Logic
by Valluru B. Rao
M&T Books, IDG Books Worldwide, Inc.
ISBN: 1558515526 Pub Date: 06/01/95
Table of Contents
Output for a Five-City Problem
 Please type number of cities, number of iterations 5 40 0.0645 0.069 0.0595 0.0615 0.0825   //input vector—there are 25 neurons in the network 0.074 0.0865 0.056 0.095 0.06 0.0625 0.0685 0.099 0.0645 0.0615 0.056 0.099 0.065 0.093 0.051 0.0675 0.094 0.0595 0.0635 0.0515 type distance (integer) from city 0 to city 1 10 type distance (integer) from city 0 to city 2 14 type distance (integer) from city 0 to city 3 7 type distance (integer) from city 0 to city 4 6 type distance (integer) from city 1 to city 2 12 type distance (integer) from city 1 to city 3 9 type distance (integer) from city 1 to city 4 18 type distance (integer) from city 2 to city 3 24 type distance (integer) from city 2 to city 4 16 type distance (integer) from city 3 to city 4 32  Distance Matrix 0   10  14   7  6 10   0  12   9  18 14  12  0   24  16 7   9   24   0  32 6   18  16  32  0 Weight Matrix    //25x25 matrix of weights. There are 25 neurons in the network. -30  -70   -70  -70   -70 -70  -630  -30  -30   -630 -70  -70   -30  -70   -70 -70  -630  -70  -630  -30 -30  -870  -70  -70   -30 -70   -30  -70   -70  -70 -630  -70  -630  -30  -30 -870  -70  -70   -30  -70 -70   -30  -630  -70  -630 -30   -30  -70   -70  -70 -70  -70   -30  -70   -70 -30  -630  -70  -630  -30 -30  -70   -70  -70   -30 -70  -30   -30  -630  -70 -630 -30   -70  -70   -70 -70  -70   -70   -30   -70 -30  -30   -630  -70   -630 -30  -70   -70   -70   -70 -30  -630  -30   -30   -630 -70  -870  -70   -630  -30 -70   -70  -70   -70   -30 -630  -30  -30   -630  -70 -870  -70  -630  -30   -30 -630  -30  -70   -70   -70 -70   -70  -630  -70   -630 -70  -630  -30  -30   -630 -30  -70   -70  -70   -70 -70  -630  -70  -630  -30 -30  -70   -30  -70   -70 -70  -750  -30  -630  -70 -630  -70  -630  -30  -30 -70   -30  -70   -70  -70 -750  -30  -630  -70  -630 -30   -70  -70   -30  -70 -70   -30  -30   -30  -630 -30  -630  -70   -630  -30 -70  -70   -30   -70   -70 -30  -30   -30   -630  -70 -630 -70   -70   -70   -30 -70  -30   -630  -30   -30 -30  -30   -630  -70   -630 -70  -70   -70   -30   -70 -30  -630  -30   -30   -630 -70  -70   -70   -70   -70 -30  -750  -70   -870  -30 -630  -30  -30   -630  -70 -70   -70  -70   -70   -30 -750  -70  -870  -30   -30 -870  -70  -750  -30   -30 -750  -30  -870  -70   -870 -70  -870  -30  -30   -870 -70  -750  -30  -30   -750 -30  -870  -70  -870  -30 -30  -750  -70  -750  -30 -30  -70   -30  -870  -70 -870  -70  -870  -30  -30 -750  -70  -750  -30  -30 -70   -30  -870  -70  -870 -30   -30  -750  -70  -750 -30   -70  -30   -30  -870 -30   -870  -70  -870  -30 -30   -750  -70  -750  -30 -70   -30   -30  -870  -70 -870  -30   -30  -750  -70 -750  -70   -870 -30   -30 -30  -30   -870  -70   -870 -30  -30   -750  -70   -750 -70  -870  -30   -30   -870 -70  -750  -30   -30   -750 -70  -70   -70   -450  -30 -870  -30  -30   -870  -70 -750  -30  -30   -750  -70 -70   -70  -450  -30   -30 -450  -70  -570  -30   -30 -570  -70  -450  -70   -450 -70  -450  -30  -30   -450 -70  -570  -30  -30   -570 -70  -450  -70  -450  -30 -30  -570  -70  -570  -30 -30  -1470 -30  -450  -70 -450  -70  -450  -30  -30 -570  -70  -570  -30  -30 -1470 -30  -450  -70  -450 -30   -30  -570  -70  -570 -30   -30  -30   -30  -450 -30  -450  -70   -450  -30 -30  -570  -70   -570  -30 -30  -30   -30   -450  -70 -450 -30   -30   -570  -70 -570 -30   -450  -30   -30 -30  -30    -450  -70   -450 -30  -30    -570  -70   -570 -30  -450   -30   -30   -450 -70  -570   -30   -30   -570 -70  -1470  -70   -390  -30 -450   -30   -30    -450  -70 -570   -30   -30    -570  -70 -1470  -70   -390   -30   -30 -390   -70   -1110  -30   -30 -1110  -70   -390   -70   -390 -70  -390   -30  -30    -390 -70  -1110  -30  -30    -1110 -70  -390   -70  -390   -30 -30  -1110  -70  -1110  -30 -30  -990   -30  -390   -70 -390   -70  -390   -30  -30 -1110  -70  -1110  -30  -30 -990   -30  -390   -70  -390 -30    -30  -1110  -70  -1110 -30    -30  -30    -30  -390 -30    -390   -70   -390   -30 -30    -1110  -70   -1110  -30 -30    -30    -30   -390   -70 -390   -30    -30   -1110  -70 -1110  -30    -390  -30    -30 -30  -30    -390   -70  -390 -30  -30    -1110  -70  -1110 -30  -390   -30    -30  -390 -70  -1110  -30    -30  -1110 -70  -990   -30    -30  -990 -390  -30  -30  -390   -70 -1110 -30  -30  -1110  -70 -990  -30  -30  -990   -70 -1950 -30  -30  -1950  -70 -70   -70  -70  -70    -30 initial activations  the activations: -290.894989  -311.190002  -218.365005  -309.344971  -467.774994 -366.299957  -421.254944  -232.399963  -489.249969  -467.399994 -504.375     -552.794983  -798.929871  -496.005005  -424.964935 -374.639984  -654.389832  -336.049988  -612.870056  -405.450012 -544.724976  -751.060059  -418.285034  -545.465027  -500.065063 the outputs 0.029577  0.023333  0.067838  0.023843  0.003636 0.012181  0.006337  0.057932  0.002812  0.003652 0.002346  0.001314  6.859939e-05  0.002594  0.006062 0.011034  0.000389  0.017419  0.000639  0.00765 0.001447  0.000122  0.006565  0.001434  0.002471 40 iterations completed  the activations: -117.115494  -140.58519   -85.636215   -158.240143  -275.021301 -229.135956  -341.123871  -288.208496  -536.142212  -596.154297 -297.832794  -379.722595  -593.842102  -440.377625  -442.091064 -209.226883  -447.291016  -283.609589  -519.441101  -430.469696 -338.93219   -543.509766  -386.950531  -538.633606  -574.604492 the outputs 0.196963  0.156168  0.263543  0.130235  0.035562 0.060107  0.016407  0.030516  0.001604  0.000781 0.027279  0.010388  0.000803  0.005044  0.004942 0.07511   0.004644  0.032192  0.001959  0.005677 0.016837  0.001468  0.009533  0.001557  0.001012 tourcity 0 tour order 2 tourcity 1 tour order 0 tourcity 2 tour order 1 tourcity 3 tour order 4 tourcity 4 tour order 3  the tour : 1 2 0 4 3  distance of tour is : 73
Table of Contents