dat19.txt

BP神经网络,可以进行任意发酵过程建模,包括初始化,训练与测试,

0, 6.63, 100, 0, 4.89, 0, 0, 5, 0, 6.63
4, 6.63, 99, 0.05, 4.18, 0, 0.0136, 4.993, 0, 6.63
8, 6.63, 81.7, 0.183, 4.163, 0, 0.050, 4.863, 0, 6.63
12, 6.63, 64.3, 0.317, 4.147, 0, 0.098, 4.672, 0, 6.63
16, 6.63, 47, 0.45, 4.13, 0, 0.588, 4.425, 0, 6.63
20, 6.69, 5, 1.16, 4.03, 0, 0.901, 4.334, 0, 6.63
24, 6.19, 2, 1.29, 3.85, 0, 0.946, 4.237, 0, 6.69
28, 5.31, 0, 1.46, 3.83, 0, 0.9856, 4.185, 0, 6.19
32, 4.957, 0, 1.303, 3.83, 0, 1.010, 4.135, 0, 5.31
36, 4.25, 0, 0.99, 3.83, 0, 1.035, 4.083, 0, 4.957
40, 4.31, 5, 0.75, 3.8, 0.18, 1.059, 4.033, 0, 4.25
44, 4.31, 2, 0.31, 3.78, 0.36, 1.104, 3.975, 0, 4.31
48, 4.38, 0, 1.25, 3.75, 0.31, 1.143, 3.917, 0, 4.31
52, 4.44, 0, 1.74, 3.7, 0.26, 1.168, 3.860, 0, 4.38
56, 4.47, 0, 1.78, 3.69, 0.24, 1.192, 3.802, 0, 4.44
60, 4.52, 0, 1.93, 3.67, 0.21, 1.217, 3.743, 0, 4.47
64, 4.56, 0, 2.08, 3.65, 0.18, 1.242, 3.683, 0, 4.52
68, 4.69, 3, 2.34, 3.58, 0.18, 1.265, 3.624, 0, 4.56
72, 4.81, 2, 2.6, 3.5, 0.15, 1.296, 3.560, 0, 4.69
0, 6.2, 100, 0, 4.92, 0.23, 0, 5, 0, 6.2
4, 6.19, 100, 0, 4.89, 0.35, 0, 5, 0, 6.2
8, 6.19, 97, 0, 4.82, 0.65, 0.129, 4.9333, 0, 6.19
12, 6.13, 97, 0, 4.75, 0.82, 0.140, 4.900, 0, 6.19
16, 6.22, 87, 0.17, 4.64, 0.865, 0.651, 4.645, 0, 6.13
20, 6.31, 77, 0.34, 4.53, 0.91, 1.269, 4.291, 0, 6.22
24, 5.13, 65, 1.25, 4.15, 0.91, 2.131, 3.8059, 0.0987, 6.31
28, 3, 79, 1.89, 4.1, 0.93, 2.163, 3.752, 0.263, 5.13
32, 2.69, 82, 2.06, 4, 0.94, 2.177, 3.706, 0.429, 3
36, 2.63, 87, 2.15, 4, 0.96, 2.186, 3.673, 0.595, 2.69
40, 2.595, 86, 2.195, 4, 0.985, 2.2022, 3.635, 0.664, 2.63
44, 2.56, 85, 2.24, 4, 1.01, 2.216, 3.595, 0.732, 2.595
48, 2.5, 81, 1.81, 3.85, 1.03, 2.242, 3.538, 0.798, 2.56
52, 2.5, 76, 2.26, 3.8, 1.1, 2.277, 3.465, 0.864, 2.5
56, 2.31, 55, 1.92, 3.75, 1.16, 2.277, 3.302, 0.924, 2.5
60, 2.27, 39.67, 1.947, 3.47, 1.213, 2.277, 3.118, 0.982, 2.31
64, 2.23, 24.33, 1.974, 3.18, 1.267, 2.277, 2.903, 1.037, 2.27
68, 2.19, 9, 2, 2.9, 1.32, 2.277, 2.761, 1.088, 2.23
72, 2.13, 7, 2.48, 2.85, 1.48, 2.277, 2.6455, 1.138, 2.19
0, 6.7, 100, 0.77, 4.89, 0, 0, 5, 0, 6.7
4, 6.665, 100, 0.77, 4.57, 0, 0, 5, 0, 6.7
8, 6.63, 100, 0.77, 4.25, 0, 0, 5, 0, 6.665
12, 6.63, 96, 0.88, 3.9, 0.34, 0174, 40910, 0, 6.63
16, 6.63, 85, 1.16, 3.85, 0.45, 0.755, 4.622, 0, 6.63
20, 6.56, 6.9, 2.6, 3.87, 0.47, 1.809, 4.118, 0, 6.63
24, 6.19, 64, 2.55, 3.7, 0.53, 2.252, 3.704, 0, 6.56
28, 4.69, 75.5, 2.625, 3.66, 0.61, 2.343, 3.581, 0.169, 6.19
32, 3.19, 87, 2.7, 3.62, 0.69, 2.368, 3.548, 0.344, 4.69
36, 3, 88, 2.79, 3.55, 0.75, 2.386, 3.519, 0.520, 3.19
40, 3, 82, 3.17, 3.45, 0.75, 2.529, 3.459, 0.608, 3
44, 3, 77, 3.09, 3.3, 0.84, 2.666, 3.390, 0.7001, 3
48, 3, 64, 2.95, 3.25, 0.89, 3.034, 3.270, 0.795, 3
52, 3, 59.5, 3.03, 3.19, 0.815, 3.207, 3.161, 0.901, 3
56, 3, 55, 3.11, 3.13, 0.74, 3.393, 3.043, 1.010, 3
60, 3, 47, 3.64, 2.65, 0.65, 3.698, 2.901, 1.122, 3
64, 3, 40, 3.81, 2.1, 0.65, 3.995, 2.747, 1.240, 3
68, 3, 5, 4.61, 1.95, 0.64, 4.298, 2.551, 1.362, 3
72, 3.09, 4, 3.52, 1.95, 0.63, 4.337, 2.430, 1.362, 3
0, 6.63, 100, 0.34, 4.94, 0, 0, 5, 0, 6.63
4, 6.563, 95.5, 0.49, 4.835, 0.12, 0.198, 4.899, 0, 6.63100
8, 6.5, 91, 0.64, 4.73, 0.24, 0.427, 4.750, 0, 6.563
12, 6.63, 87, 0.6, 4.31, 0.57, 0.661, 4.566, 0, 6.5
16, 6.38, 84, 1.48, 4.05, 0.59, 0.866, 4.365, 0, 6.63
20, 5.25, 86, 1.65, 3.95, 0.85, 0.920, 4.220, 0.0714, 6.38
24, 4, 75, 2.59, 3.7, 0.9, 1.606, 3.851, 0.143, 5.25
28, 4.03, 52, 4.065, 3.565, 0.97, 3.382, 3.482, 0.262, 4
32, 4.06, 29, 5.54, 3.43, 1.04, 5.576, 3.016, 0.491, 4.03
36, 4, 16, 4.78, 2.85, 1.17, 7.057, 2.563, 0.831, 4.06
40, 4.06, 12, 7.18, 2.55, 1.54, 7.725, 2.158, 1.193, 4
44, 4, 6, 8.62, 1.85, 1.83, 8.596, 1.886, 1.573, 4.06
48, 4.06, 17, 8.5, 1.83, 1.94, 8.161, 1.554, 1.919, 4
52, 4.06, 16, 8.92, 1.39, 2.125, 8.493, 1.231, 2.193, 4.06
56, 4.06, 15, 9.33, 0.95, 2.31, 8.800, 0.920, 2.417, 4.06
60, 4, 15, 8.17, 0.68, 2.45, 9.00, 0.628, 2.594, 4.06
64, 4, 28, 7.96, 0.4, 2.9, 8.305, 0.393, 2.712, 4
68, 4, 21, 7.65, 0.2, 2.95, 8.517, 0.123, 2.748, 4
72, 4, 20, 7.42, 0.05, 2.94, 8.517, 0, 2.748, 4
0, 6.69, 100, 0, 4.9, 0, 0, 5, 0, 6.69
4, 6.75, 100, 0.04, 4.81, 0.11, 0, 5, 0, 6.69
8, 6.75, 100, 1.27, 4.25, 0.28, 0, 5, 0, 6.75
12, 6.75, 98, 1.51, 4.08, 0.31, 0.084, 4.955, 0, 6.75
16, 6.73, 88.3, 1.447, 3.87, 0.323, 0.568, 4.718, 0, 6.75
20, 6.71, 78.7, 1.383, 3.66, 0.337, 1.147, 4.382, 0, 6.73
24, 6.69, 69, 1.32, 3.45, 0.35, 1.830, 3.958, 0, 6.71
28, 5.25, 66, 1.49, 3.3, 0.43, 2.138, 3.765, 0.141, 6.69
32, 5.1875, 65, 1.6225, 3.175, 0.505, 2.330, 3.582, 0.302, 5.25
36, 5.125, 64, 1.755, 3.05, 0.58, 2.525, 3.398, 0.472, 5.1875
40, 5.0625, 63, 1.8875, 2.925, 0.655, 2.723, 3.212, 0.558, 5.125
44, 5, 62, 2.02, 2.8, 0.73, 2.923, 3.0266, 0.650, 5.0625
48, 5, 69, 2.98, 2.6, 1.09, 3.036, 2.882, 0.747, 5
52, 5, 51, 4.23, 2.45, 1.29, 4.420, 2.573, 0.840, 5
56, 5, 33, 3.95, 2.3, 1.52, 6.043, 2.197, 0.961, 5
60, 5, 24, 5.82, 1.85, 1.54, 7.021, 1.841, 1.107, 5
64, 5, 14.5, 7.53, 1.55, 1.575, 8.071, 1.463, 1.250, 5
68, 5, 5, 8.24, 1.25, 1.61, 9.134, 1.158, 1.262, 5
72, 5, 9, 8.9, 1, 1.42, 9.184, 0.897, 1.136, 5
0, 6.69, 100, 0, 4.87, 0, 0, 5, 0, 6.69
4, 6.63, 99, 0.29, 4.6, 0, 0.030, 4.984, 0, 6.69
8, 6.63, 99, 0.48, 4.45, 0.28, 0.033, 4.975, 0, 6.63
12, 6.63, 99, 0.87, 4.35, 0.54, 0.036, 4.967, 0, 6.63
16, 6.755, 98, 1.15, 4.325, 0.505, 0.070, 4.943, 0, 6.63
20, 6.88, 97, 1.43, 4.3, 0.47, 0.107, 4.910, 0, 6.755
24, 6.88, 98, 2.16, 4.27, 0.57, 0.113, 4.894, 0, 6.88
28, 6.75, 91, 1.72, 4.25, 0.59, 0.361, 4.826, 0, 6.88
32, 6.25, 71, 2.62, 4.2, 0.62, 1.292, 4.618, 0, 6.75
36, 4.43, 63, 2.57, 4.15, 0.72, 1.768, 4.432, 0.109, 6.25
40, 3.995, 79.5, 2.505, 4.135, 0.745, 1.826, 4.350, 0.257, 4.43
44, 3.56, 96, 2.44, 4.12, 0.77, 1.834, 4.334, 0.363, 3.995
48, 3.5, 80, 2.79, 4, 0.84, 2.290, 4.189, 0.463, 3.56
52, 3.44, 95, 2.57, 3.94, 0.87, 2.300, 4.169, 0.583, 3.5
56, 3.44, 98, 2.4, 3.9, 0.82, 2.303, 4.161, 0.704, 3.44
60, 3.38, 99, 1.97, 3.9, 1.24, 2.305, 4.157, 0.820, 3.44
64, 3.38, 99, 2.115, 3.92, 1.265, 2.307, 4.153, 0.936, 3.38
68, 3.38, 99, 2.26, 3.94, 1.29, 2.309, 4.149, 1.052, 3.38
72, 3.44, 99, 2.26, 3.95, 1.29, 2.310, 4.146, 1.173, 3.38
0, 6.63, 100, 0.57, 4.8, 0, 0, 5, 0, 6.63
4, 6.607, 91, 1.213, 4.493, 0, 0.554, 4.736, 0, 6.63
8, 5.503, 82, 1.857, 4.187, 0, 1.225, 4.354, 0.046, 6.607
12, 4.94, 73, 2.5, 3.88, 0, 2.007, 3.865, 0.142, 5.503
16, 4.81, 73, 1.92, 3.86, 0, 2.139, 3.520, 0.292, 4.94
20, 4.75, 92, 1.82, 3.68, 0.23, 2.178, 3.422, 0.448, 4.81
24, 4.69, 98, 2.21, 3.52, 0.38, 2.188, 3.398, 0.607, 4.75
28, 4.69, 99, 2.03, 3.45, 0.24, 2.193, 3.392, 0.766, 4.69
32, 4.69, 99, 2.075, 3.425, 0.49, 2.198, 3.385, 0.925, 4.69
36, 4.69, 99, 2.12, 3.4, 0.74, 2.203, 3.379, 1.085, 4.69
40, 4.69, 100, 1.44, 3.45, 1.1, 2.203, 3.379, 1.179, 4.69
44, 4.69, 100, 1.89, 3.18, 1.16, 2.203, 3.379, 1.27, 4.69
48, 4.69, 100, 1.13, 3.35, 1.24, 2.203, 3.379, 1.369, 4.69
52, 4.69, 100, 1.19, 3.4, 1.32, 2.203, 3.379, 1.463, 4.69
56, 4.66, 100, 1.21, 3.35, 1.3, 2.203, 3.379, 1.560, 4.69
60, 4.63, 100, 1.23, 3.3, 1.28, 2.203, 3.379, 1.658, 4.66
64, 4.63, 100, 1.28, 3.275, 1.325, 2.203, 3.379, 1.756, 4.63
68, 4.63, 100, 1.33, 3.25, 1.37, 2.203, 3.379, 1.854, 4.63
72, 4.63, 100, 1.51, 3.15, 1.42, 2.2033, 3.379, 1.952, 4.63
0, 6.75, 100, 0, 4.43, 0.5452, 0, 5, 0, 6.75
4, 6.81, 93, 0, 4.55, 0.6303, 0.320, 4.843, 0, 6.75
8, 6.94, 77, 0, 4.325, 0.4734, 0.433, 4.414, 0, 6.81
12, 6.5, 53, 0.38, 4.225, 0.5159, 0.656, 4.116, 0, 6.94
16, 5.94, 81, 1.21, 4.025, 0.6117, 0.728, 3.925, 0, 6.5
20, 4.81, 50, 1.36, 3.725, 0.4547, 3.121, 3.602, 0.055, 5.94
24, 4.31, 30, 3.05, 3.43, 0.5984, 5.065, 3.258, 0.276, 4.81
32, 4.31, 5, 3.2, 2.88, 0.699, 5.7001, 2.715, 0.614, 4.31
36, 4.31, 2, 5.65, 2.45, 0.8616, 5.830, 2.465, 0.614, 4.31
40, 4.31, 1, 4.69, 2.13, 0.8324, 5.919, 2.211, 0.614, 4.31
44, 4.31, 1, 5.92, 2.05, 0.8776, 5.987, 1.953, 0.614, 4.31
48, 4.31, 2, 4.36, 1.7, 0.851, 6.051, 1.689, 0.614, 4.31
52, 4.31, 2, 5.33, 1.45, 0.9466, 6.113, 1.418, 0.614, 4.31
56, 4.31, 3, 7.03, 0.8, 0.9973, 6.171, 1.144, 0.614, 4.31
60, 4.31, 0, 7.4, 0.45, 1.0026, 6.270, 0.846, 0.614, 4.31
64, 4.31, 0, 7.25, 0.28, 1.0319, 6.315, 0.555, 0.614, 4.31
68, 5.94, 40, 6.4, 0.15, 0.8829, 6.423, 0.362, 0.614, 4.31
72, 7.56, 52, 7.87, 0.1, 0.5452, 6.484, 0.213, 0.614, 5.94