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C++ Neural Networks and Fuzzy Logic
(Publisher: IDG Books Worldwide, Inc.)
Author(s): Valluru B. Rao
ISBN: 1558515526
Publication Date: 06/01/95
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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
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