案例7：RBF网络的回归-非线性函数回归的实现

案例7：RBF网络的回归-非线性函数回归的实现

1、Contents

清空环境变量

? 产生输入 输出数据 ? 网络建立和训练 ? 网络的效果验证

?

2、主程序：

清空环境变量

clc clear

产生输入 输出数据

设置步长

interval=0.01;

% 产生x1 x2

x1=-1.5:interval:1.5; x2=-1.5:interval:1.5;

% 按照函数先求得相应的函数值，作为网络的输出。

F =20+x1.^2-10*cos(2*pi*x1)+x2.^2-10*cos(2*pi*x2);

网络建立和训练

网络建立 输入为[x1;x2],输出为F。Spread使用默认。 net=newrbe([x1;x2],F)

Warning: Rank deficient, rank = 19, tol = 1.1634e-012. net =

Neural Network object: architecture: numInputs: 1 numLayers: 2

biasConnect: [1; 1] inputConnect: [1; 0]

layerConnect: [0 0; 1 0] outputConnect: [0 1]

numOutputs: 1 (read-only) numInputDelays: 0 (read-only) numLayerDelays: 0 (read-only) subobject structures:

inputs: {1x1 cell} of inputs layers: {2x1 cell} of layers

outputs: {1x2 cell} containing 1 output biases: {2x1 cell} containing 2 biases

inputWeights: {2x1 cell} containing 1 input weight layerWeights: {2x2 cell} containing 1 layer weight functions:

adaptFcn: (none) divideFcn: (none) gradientFcn: (none) initFcn: (none) performFcn: (none) plotFcns: {} trainFcn: (none) parameters:

adaptParam: (none) divideParam: (none) gradientParam: (none) initParam: (none) performParam: (none) trainParam: (none) weight and bias values:

IW: {2x1 cell} containing 1 input weight matrix LW: {2x2 cell} containing 1 layer weight matrix b: {2x1 cell} containing 2 bias vectors other:

name: ''

userdata: (user information)

网络的效果验证

% 我们将原数据回带，测试网络效果： ty=sim(net,[x1;x2]);

% 我们使用图像来看网络对非线性函数的拟合效果 figure

plot3(x1,x2,F,'rd'); hold on;

plot3(x1,x2,ty,'b-.'); view(113,36)

title('可视化的方法观察准确RBF神经网络的拟合效果') xlabel('x1') ylabel('x2') zlabel('F') grid on

下面用approximate RBF网络对同一函数进行拟合

（chapter7-2.m）

1、Contents

? ? ? ? ? ?

清空环境变量

产生训练样本（训练输入，训练输出） 建立RBF神经网络 建立测试样本

使用建立的RBF网络进行模拟，得出网络输出 使用图像，画出3维图

2、主程序：

清空环境变量

clc clear

产生训练样本（训练输入，训练输出）

ld为样本例数

ld=400;

% 产生2*ld的矩阵 x=rand(2,ld);

% 将x转换到[-1.5 1.5]之间 x=(x-0.5)*1.5*2;

% x的第一列为x1，第二列为x2. x1=x(1,:); x2=x(2,:);

% 计算网络输出F值

F=20+x1.^2-10*cos(2*pi*x1)+x2.^2-10*cos(2*pi*x2);

建立RBF神经网络

采用approximate RBF神经网络。spread为默认值 net=newrb(x,F);

建立测试样本

% generate the testing data interval=0.1;

[i, j]=meshgrid(-1.5:interval:1.5); row=size(i); tx1=i(:); tx1=tx1'; tx2=j(:); tx2=tx2';

tx=[tx1;tx2];

使用建立的RBF网络进行模拟，得出网络输出

ty=sim(net,tx);

使用图像，画出3维图

% 真正的函数图像 interval=0.1;

[x1, x2]=meshgrid(-1.5:interval:1.5);

F = 20+x1.^2-10*cos(2*pi*x1)+x2.^2-10*cos(2*pi*x2); subplot(1,3,1) mesh(x1,x2,F); zlim([0,60])

title('真正的函数图像')

% 网络得出的函数图像 v=reshape(ty,row); subplot(1,3,2) mesh(i,j,v); zlim([0,60])

title('RBF神经网络结果')

% 误差图像

subplot(1,3,3) mesh(x1,x2,F-v);

zlim([0,60])

title('误差图像')

set(gcf,'position',[300 ,250,900,400])

结果分析

代码运行后的结果如图所示 在命令窗口输出结果如下：

NEWRB, neurons = 0, MSE = 108.563 NEWRB, neurons = 2, MSE = 106.612 NEWRB, neurons = 3, MSE = 106.588 NEWRB, neurons = 4, MSE = 105.692 NEWRB, neurons = 5, MSE = 103.957 NEWRB, neurons = 6, MSE = 103.901 NEWRB, neurons = 7, MSE = 103.661 NEWRB, neurons = 8, MSE = 99.4239 NEWRB, neurons = 9, MSE = 99.3709 NEWRB, neurons = 10, MSE = 98.4437 NEWRB, neurons = 11, MSE = 98.4334 NEWRB, neurons = 12, MSE = 97.0947 NEWRB, neurons = 13, MSE = 97.0662 NEWRB, neurons = 14, MSE = 97.0623

NEWRB, neurons = 15, MSE = 96.9707 NEWRB, neurons = 16, MSE = 96.5273 NEWRB, neurons = 17, MSE = 89.0728 NEWRB, neurons = 18, MSE = 83.7398 NEWRB, neurons = 19, MSE = 82.6886 NEWRB, neurons = 20, MSE = 73.5795 NEWRB, neurons = 21, MSE = 68.2986 NEWRB, neurons = 22, MSE = 64.3154 NEWRB, neurons = 23, MSE = 56.6795 NEWRB, neurons = 24, MSE = 56.2971 NEWRB, neurons = 25, MSE = 48.7566 NEWRB, neurons = 26, MSE = 47.2739 NEWRB, neurons = 27, MSE = 45.9051 NEWRB, neurons = 28, MSE = 45.0112 NEWRB, neurons = 29, MSE = 42.8181 NEWRB, neurons = 30, MSE = 41.491 NEWRB, neurons = 31, MSE = 35.6978 NEWRB, neurons = 32, MSE = 35.0401 NEWRB, neurons = 33, MSE = 31.7462 NEWRB, neurons = 34, MSE = 30.1603 NEWRB, neurons = 35, MSE = 29.2863 NEWRB, neurons = 36, MSE = 28.3875 NEWRB, neurons = 37, MSE = 26.2179 NEWRB, neurons = 38, MSE = 24.2333 NEWRB, neurons = 39, MSE = 21.639 NEWRB, neurons = 40, MSE = 20.144 NEWRB, neurons = 41, MSE = 18.4123 NEWRB, neurons = 42, MSE = 15.9317 NEWRB, neurons = 43, MSE = 14.5087 NEWRB, neurons = 44, MSE = 11.1312 NEWRB, neurons = 45, MSE = 8.44281 NEWRB, neurons = 46, MSE = 6.90717 NEWRB, neurons = 47, MSE = 5.66637 NEWRB, neurons = 48, MSE = 4.84694 NEWRB, neurons = 49, MSE = 4.38789 NEWRB, neurons = 50, MSE = 3.67744 NEWRB, neurons = 51, MSE = 3.51838 NEWRB, neurons = 52, MSE = 3.23929 NEWRB, neurons = 53, MSE = 2.91933 NEWRB, neurons = 54, MSE = 2.5525 NEWRB, neurons = 55, MSE = 2.07774 NEWRB, neurons = 56, MSE = 1.58034 NEWRB, neurons = 57, MSE = 1.4921 NEWRB, neurons = 58, MSE = 1.04437

NEWRB, neurons = 59, MSE = 0.968894 NEWRB, neurons = 60, MSE = 0.874836 NEWRB, neurons = 61, MSE = 0.811536 NEWRB, neurons = 62, MSE = 0.774263 NEWRB, neurons = 63, MSE = 0.739684 NEWRB, neurons = 64, MSE = 0.63243 NEWRB, neurons = 65, MSE = 0.595342 NEWRB, neurons = 66, MSE = 0.578419 NEWRB, neurons = 67, MSE = 0.513412 NEWRB, neurons = 68, MSE = 0.431057 NEWRB, neurons = 69, MSE = 0.348383 NEWRB, neurons = 70, MSE = 0.28326 NEWRB, neurons = 71, MSE = 0.260364 NEWRB, neurons = 72, MSE = 0.233631 NEWRB, neurons = 73, MSE = 0.17438 NEWRB, neurons = 74, MSE = 0.140672 NEWRB, neurons = 75, MSE = 0.127232 NEWRB, neurons = 76, MSE = 0.107695 NEWRB, neurons = 77, MSE = 0.0939278 NEWRB, neurons = 78, MSE = 0.0755751 NEWRB, neurons = 79, MSE = 0.0680948 NEWRB, neurons = 80, MSE = 0.0523434 NEWRB, neurons = 81, MSE = 0.0433914 NEWRB, neurons = 82, MSE = 0.0417353 NEWRB, neurons = 83, MSE = 0.0358314 NEWRB, neurons = 84, MSE = 0.0308747 NEWRB, neurons = 85, MSE = 0.0227491 NEWRB, neurons = 86, MSE = 0.0191109 NEWRB, neurons = 87, MSE = 0.016148 NEWRB, neurons = 88, MSE = 0.01186 NEWRB, neurons = 89, MSE = 0.00995707 NEWRB, neurons = 90, MSE = 0.00970474 NEWRB, neurons = 91, MSE = 0.00692245 NEWRB, neurons = 92, MSE = 0.00604538 NEWRB, neurons = 93, MSE = 0.00536777 NEWRB, neurons = 94, MSE = 0.0040162 NEWRB, neurons = 95, MSE = 0.00339511 NEWRB, neurons = 96, MSE = 0.00291372 NEWRB, neurons = 97, MSE = 0.0025272 NEWRB, neurons = 98, MSE = 0.002166 NEWRB, neurons = 99, MSE = 0.0018282 NEWRB, neurons = 100, MSE = 0.00159732 NEWRB, neurons = 101, MSE = 0.00146625 NEWRB, neurons = 102, MSE = 0.00127549

NEWRB, neurons = 103, MSE = 0.00112714 NEWRB, neurons = 104, MSE = 0.00061357 NEWRB, neurons = 105, MSE = 0.000556239 NEWRB, neurons = 106, MSE = 0.000511452 NEWRB, neurons = 107, MSE = 0.00039547 NEWRB, neurons = 108, MSE = 0.000414003 NEWRB, neurons = 109, MSE = 0.000375354 NEWRB, neurons = 110, MSE = 0.000372545 NEWRB, neurons = 111, MSE = 0.000363626 NEWRB, neurons = 112, MSE = 0.000362367 NEWRB, neurons = 113, MSE = 0.0003299 NEWRB, neurons = 114, MSE = 0.00032986 NEWRB, neurons = 115, MSE = 0.000322453 NEWRB, neurons = 116, MSE = 0.000318573 NEWRB, neurons = 117, MSE = 0.000277645 NEWRB, neurons = 118, MSE = 0.000211484 NEWRB, neurons = 119, MSE = 0.000211489 NEWRB, neurons = 120, MSE = 0.000201869 NEWRB, neurons = 121, MSE = 0.0001469 NEWRB, neurons = 122, MSE = 0.000146576 NEWRB, neurons = 123, MSE = 0.000112525 NEWRB, neurons = 124, MSE = 0.000108957 NEWRB, neurons = 125, MSE = 8.90606e-005 NEWRB, neurons = 126, MSE = 8.95122e-005 NEWRB, neurons = 127, MSE = 7.56872e-005 NEWRB, neurons = 128, MSE = 8.23662e-005 NEWRB, neurons = 129, MSE = 8.13812e-005 NEWRB, neurons = 130, MSE = 6.45973e-005 NEWRB, neurons = 131, MSE = 6.44272e-005 NEWRB, neurons = 132, MSE = 7.84435e-005 NEWRB, neurons = 133, MSE = 7.41849e-005 NEWRB, neurons = 134, MSE = 7.50613e-005 NEWRB, neurons = 135, MSE = 6.9601e-005 NEWRB, neurons = 136, MSE = 7.24983e-005 NEWRB, neurons = 137, MSE = 6.32684e-005 NEWRB, neurons = 138, MSE = 5.44679e-005 NEWRB, neurons = 139, MSE = 5.62032e-005 NEWRB, neurons = 140, MSE = 4.48197e-005 NEWRB, neurons = 141, MSE = 4.48237e-005 NEWRB, neurons = 142, MSE = 4.48131e-005 NEWRB, neurons = 143, MSE = 5.18121e-005 NEWRB, neurons = 144, MSE = 5.06992e-005 NEWRB, neurons = 145, MSE = 4.71318e-005 NEWRB, neurons = 146, MSE = 5.10829e-005

NEWRB, neurons = 147, MSE = 4.38683e-005 NEWRB, neurons = 148, MSE = 4.31517e-005 NEWRB, neurons = 149, MSE = 4.31047e-005 NEWRB, neurons = 150, MSE = 2.661e-005 NEWRB, neurons = 151, MSE = 2.49899e-005 NEWRB, neurons = 152, MSE = 2.50251e-005 NEWRB, neurons = 153, MSE = 3.22083e-005 NEWRB, neurons = 154, MSE = 3.12949e-005 NEWRB, neurons = 155, MSE = 3.23248e-005 NEWRB, neurons = 156, MSE = 3.25071e-005 NEWRB, neurons = 157, MSE = 3.29195e-005 NEWRB, neurons = 158, MSE = 3.94727e-005 NEWRB, neurons = 159, MSE = 3.94037e-005 NEWRB, neurons = 160, MSE = 3.84722e-005 NEWRB, neurons = 161, MSE = 1.8859e-005 NEWRB, neurons = 162, MSE = 1.88555e-005 NEWRB, neurons = 163, MSE = 1.53866e-005 NEWRB, neurons = 164, MSE = 1.40733e-005 NEWRB, neurons = 165, MSE = 1.40568e-005 NEWRB, neurons = 166, MSE = 1.65526e-005 NEWRB, neurons = 167, MSE = 9.53138e-006 NEWRB, neurons = 168, MSE = 9.53355e-006 NEWRB, neurons = 169, MSE = 6.22108e-006 NEWRB, neurons = 170, MSE = 6.0591e-006 NEWRB, neurons = 171, MSE = 5.18807e-006 NEWRB, neurons = 172, MSE = 8.00407e-006 NEWRB, neurons = 173, MSE = 6.26717e-006 NEWRB, neurons = 174, MSE = 6.18919e-006 NEWRB, neurons = 175, MSE = 6.19012e-006 NEWRB, neurons = 176, MSE = 6.18806e-006 NEWRB, neurons = 177, MSE = 5.84342e-006 NEWRB, neurons = 178, MSE = 5.82603e-006 NEWRB, neurons = 179, MSE = 5.82554e-006 NEWRB, neurons = 180, MSE = 5.82447e-006 NEWRB, neurons = 181, MSE = 5.82541e-006 NEWRB, neurons = 182, MSE = 4.93829e-006 NEWRB, neurons = 183, MSE = 4.75276e-006 NEWRB, neurons = 184, MSE = 5.26563e-006 NEWRB, neurons = 185, MSE = 5.26646e-006 NEWRB, neurons = 186, MSE = 5.26758e-006 NEWRB, neurons = 187, MSE = 5.26861e-006 NEWRB, neurons = 188, MSE = 5.26744e-006 NEWRB, neurons = 189, MSE = 5.26574e-006 NEWRB, neurons = 190, MSE = 5.26649e-006

NEWRB, neurons = 191, MSE = 5.26647e-006 NEWRB, neurons = 192, MSE = 5.2696e-006 NEWRB, neurons = 193, MSE = 5.2676e-006 NEWRB, neurons = 194, MSE = 5.26874e-006 NEWRB, neurons = 195, MSE = 5.2682e-006 NEWRB, neurons = 196, MSE = 5.26588e-006 NEWRB, neurons = 197, MSE = 5.26638e-006 NEWRB, neurons = 198, MSE = 2.40265e-006 NEWRB, neurons = 199, MSE = 2.39407e-006 NEWRB, neurons = 200, MSE = 2.39367e-006 NEWRB, neurons = 201, MSE = 2.39277e-006 NEWRB, neurons = 202, MSE = 1.87411e-006 NEWRB, neurons = 203, MSE = 1.87375e-006 NEWRB, neurons = 204, MSE = 1.46317e-006 NEWRB, neurons = 205, MSE = 7.67089e-007 NEWRB, neurons = 206, MSE = 1.17599e-006 NEWRB, neurons = 207, MSE = 5.98909e-007 NEWRB, neurons = 208, MSE = 1.80047e-006 NEWRB, neurons = 209, MSE = 1.64662e-006 NEWRB, neurons = 210, MSE = 1.64716e-006 NEWRB, neurons = 211, MSE = 1.77425e-006 NEWRB, neurons = 212, MSE = 1.77418e-006 NEWRB, neurons = 213, MSE = 1.77498e-006 NEWRB, neurons = 214, MSE = 7.71438e-007 NEWRB, neurons = 215, MSE = 5.97916e-007 NEWRB, neurons = 216, MSE = 5.97961e-007 NEWRB, neurons = 217, MSE = 5.98152e-007 NEWRB, neurons = 218, MSE = 1.38733e-006 NEWRB, neurons = 219, MSE = 1.50115e-006 NEWRB, neurons = 220, MSE = 1.08329e-006 NEWRB, neurons = 221, MSE = 1.19279e-006 NEWRB, neurons = 222, MSE = 1.19269e-006 NEWRB, neurons = 223, MSE = 1.19254e-006 NEWRB, neurons = 224, MSE = 1.19367e-006 NEWRB, neurons = 225, MSE = 2.06955e-006 NEWRB, neurons = 226, MSE = 8.78231e-007 NEWRB, neurons = 227, MSE = 1.63759e-006 NEWRB, neurons = 228, MSE = 1.63009e-006 NEWRB, neurons = 229, MSE = 1.63032e-006 NEWRB, neurons = 230, MSE = 1.63e-006 NEWRB, neurons = 231, MSE = 2.29273e-006 NEWRB, neurons = 232, MSE = 2.29247e-006 NEWRB, neurons = 233, MSE = 6.33408e-007 NEWRB, neurons = 234, MSE = 6.33662e-007

NEWRB, neurons = 235, MSE = 6.52965e-007 NEWRB, neurons = 236, MSE = 8.70292e-007 NEWRB, neurons = 237, MSE = 9.88136e-007 NEWRB, neurons = 238, MSE = 9.49195e-007 NEWRB, neurons = 239, MSE = 6.7905e-007 NEWRB, neurons = 240, MSE = 5.52684e-007 NEWRB, neurons = 241, MSE = 5.52773e-007 NEWRB, neurons = 242, MSE = 8.93576e-007 NEWRB, neurons = 243, MSE = 8.93678e-007 NEWRB, neurons = 244, MSE = 1.26933e-006 NEWRB, neurons = 245, MSE = 1.01884e-006 NEWRB, neurons = 246, MSE = 1.66353e-006 NEWRB, neurons = 247, MSE = 1.66325e-006 NEWRB, neurons = 248, MSE = 1.66364e-006 NEWRB, neurons = 249, MSE = 1.13301e-006 NEWRB, neurons = 250, MSE = 1.16462e-006 NEWRB, neurons = 251, MSE = 6.36004e-007 NEWRB, neurons = 252, MSE = 7.44842e-007 NEWRB, neurons = 253, MSE = 7.44852e-007 NEWRB, neurons = 254, MSE = 7.45151e-007 NEWRB, neurons = 255, MSE = 7.45083e-007 NEWRB, neurons = 256, MSE = 7.4493e-007 NEWRB, neurons = 257, MSE = 6.5226e-007 NEWRB, neurons = 258, MSE = 4.04951e-007 NEWRB, neurons = 259, MSE = 3.9181e-007 NEWRB, neurons = 260, MSE = 5.55604e-007 NEWRB, neurons = 261, MSE = 5.16398e-007 NEWRB, neurons = 262, MSE = 4.80496e-007 NEWRB, neurons = 263, MSE = 5.29451e-007 NEWRB, neurons = 264, MSE = 3.1142e-007 NEWRB, neurons = 265, MSE = 3.12048e-007 NEWRB, neurons = 266, MSE = 4.51416e-007 NEWRB, neurons = 267, MSE = 4.81815e-007 NEWRB, neurons = 268, MSE = 4.81784e-007 NEWRB, neurons = 269, MSE = 4.52286e-007 NEWRB, neurons = 270, MSE = 4.10046e-007 NEWRB, neurons = 271, MSE = 4.39783e-007 NEWRB, neurons = 272, MSE = 3.40396e-007 NEWRB, neurons = 273, MSE = 3.40436e-007 NEWRB, neurons = 274, MSE = 3.98623e-007 NEWRB, neurons = 275, MSE = 3.98338e-007 NEWRB, neurons = 276, MSE = 3.9845e-007 NEWRB, neurons = 277, MSE = 3.98546e-007 NEWRB, neurons = 278, MSE = 3.9847e-007

NEWRB, neurons = 279, MSE = 3.98492e-007 NEWRB, neurons = 280, MSE = 3.98618e-007 NEWRB, neurons = 281, MSE = 5.42019e-007 NEWRB, neurons = 282, MSE = 5.61352e-007 NEWRB, neurons = 283, MSE = 5.61104e-007 NEWRB, neurons = 284, MSE = 4.07669e-007 NEWRB, neurons = 285, MSE = 4.97986e-007 NEWRB, neurons = 286, MSE = 4.98001e-007 NEWRB, neurons = 287, MSE = 4.37486e-007 NEWRB, neurons = 288, MSE = 4.37475e-007 NEWRB, neurons = 289, MSE = 2.35071e-007 NEWRB, neurons = 290, MSE = 2.30437e-007 NEWRB, neurons = 291, MSE = 2.34569e-007 NEWRB, neurons = 292, MSE = 2.19626e-007 NEWRB, neurons = 293, MSE = 4.20924e-007 NEWRB, neurons = 294, MSE = 3.26139e-007 NEWRB, neurons = 295, MSE = 2.36303e-007 NEWRB, neurons = 296, MSE = 2.3628e-007 NEWRB, neurons = 297, MSE = 2.43922e-007 NEWRB, neurons = 298, MSE = 2.44038e-007 NEWRB, neurons = 299, MSE = 2.43914e-007 NEWRB, neurons = 300, MSE = 2.44027e-007 NEWRB, neurons = 301, MSE = 2.43918e-007 NEWRB, neurons = 302, MSE = 2.87254e-007 NEWRB, neurons = 303, MSE = 3.51538e-007 NEWRB, neurons = 304, MSE = 3.51618e-007 NEWRB, neurons = 305, MSE = 3.51608e-007 NEWRB, neurons = 306, MSE = 3.5166e-007 NEWRB, neurons = 307, MSE = 3.51626e-007 NEWRB, neurons = 308, MSE = 3.51622e-007 NEWRB, neurons = 309, MSE = 3.63887e-007 NEWRB, neurons = 310, MSE = 3.63839e-007 NEWRB, neurons = 311, MSE = 5.2455e-007 NEWRB, neurons = 312, MSE = 2.66422e-007 NEWRB, neurons = 313, MSE = 1.20945e-007 NEWRB, neurons = 314, MSE = 1.04519e-007 NEWRB, neurons = 315, MSE = 9.70747e-008 NEWRB, neurons = 316, MSE = 9.70575e-008 NEWRB, neurons = 317, MSE = 9.70639e-008 NEWRB, neurons = 318, MSE = 1.07767e-007 NEWRB, neurons = 319, MSE = 9.24604e-008 NEWRB, neurons = 320, MSE = 1.02386e-007 NEWRB, neurons = 321, MSE = 1.024e-007 NEWRB, neurons = 322, MSE = 9.63013e-008

NEWRB, neurons = 323, MSE = 9.62991e-008 NEWRB, neurons = 324, MSE = 9.62671e-008 NEWRB, neurons = 325, MSE = 7.61319e-008 NEWRB, neurons = 326, MSE = 7.61482e-008 NEWRB, neurons = 327, MSE = 7.61234e-008 NEWRB, neurons = 328, MSE = 7.61384e-008 NEWRB, neurons = 329, MSE = 7.29223e-008 NEWRB, neurons = 330, MSE = 7.54182e-008 NEWRB, neurons = 331, MSE = 7.53905e-008 NEWRB, neurons = 332, MSE = 5.26316e-008 NEWRB, neurons = 333, MSE = 1.0217e-007 NEWRB, neurons = 334, MSE = 1.02161e-007 NEWRB, neurons = 335, MSE = 5.85843e-008 NEWRB, neurons = 336, MSE = 5.85873e-008 NEWRB, neurons = 337, MSE = 5.85871e-008 NEWRB, neurons = 338, MSE = 5.98664e-008 NEWRB, neurons = 339, MSE = 5.4952e-008 NEWRB, neurons = 340, MSE = 5.88298e-008 NEWRB, neurons = 341, MSE = 5.17393e-008 NEWRB, neurons = 342, MSE = 6.14429e-008 NEWRB, neurons = 343, MSE = 7.93672e-008 NEWRB, neurons = 344, MSE = 6.31095e-008 NEWRB, neurons = 345, MSE = 7.01942e-008 NEWRB, neurons = 346, MSE = 7.71407e-008 NEWRB, neurons = 347, MSE = 7.45136e-008 NEWRB, neurons = 348, MSE = 6.3065e-008 NEWRB, neurons = 349, MSE = 6.52697e-008 NEWRB, neurons = 350, MSE = 6.31525e-008 NEWRB, neurons = 351, MSE = 7.44494e-008 NEWRB, neurons = 352, MSE = 6.81998e-008 NEWRB, neurons = 353, MSE = 5.07287e-008 NEWRB, neurons = 354, MSE = 5.39876e-008 NEWRB, neurons = 355, MSE = 5.11419e-008 NEWRB, neurons = 356, MSE = 5.35645e-008 NEWRB, neurons = 357, MSE = 6.11236e-008 NEWRB, neurons = 358, MSE = 5.14069e-008 NEWRB, neurons = 359, MSE = 5.35963e-008 NEWRB, neurons = 360, MSE = 5.35946e-008 NEWRB, neurons = 361, MSE = 5.35826e-008 NEWRB, neurons = 362, MSE = 5.35929e-008 NEWRB, neurons = 363, MSE = 4.99915e-008 NEWRB, neurons = 364, MSE = 6.16603e-008 NEWRB, neurons = 365, MSE = 6.31775e-008 NEWRB, neurons = 366, MSE = 6.31942e-008

NEWRB, neurons = 367, MSE = 6.58402e-008 NEWRB, neurons = 368, MSE = 5.4157e-008 NEWRB, neurons = 369, MSE = 5.41499e-008 NEWRB, neurons = 370, MSE = 5.41546e-008 NEWRB, neurons = 371, MSE = 5.91478e-008 NEWRB, neurons = 372, MSE = 5.91258e-008 NEWRB, neurons = 373, MSE = 5.91379e-008 NEWRB, neurons = 374, MSE = 6.87742e-008 NEWRB, neurons = 375, MSE = 6.56028e-008 NEWRB, neurons = 376, MSE = 6.56144e-008 NEWRB, neurons = 377, MSE = 6.56108e-008 NEWRB, neurons = 378, MSE = 6.56184e-008 NEWRB, neurons = 379, MSE = 6.56057e-008 NEWRB, neurons = 380, MSE = 8.2516e-008 NEWRB, neurons = 381, MSE = 8.25455e-008 NEWRB, neurons = 382, MSE = 8.25012e-008 NEWRB, neurons = 383, MSE = 8.25189e-008 NEWRB, neurons = 384, MSE = 4.51011e-008 NEWRB, neurons = 385, MSE = 5.29263e-008 NEWRB, neurons = 386, MSE = 5.29392e-008 NEWRB, neurons = 387, MSE = 5.08806e-008 NEWRB, neurons = 388, MSE = 5.0887e-008 NEWRB, neurons = 389, MSE = 5.08651e-008 NEWRB, neurons = 390, MSE = 5.08715e-008 NEWRB, neurons = 391, MSE = 4.6072e-008 NEWRB, neurons = 392, MSE = 4.60703e-008 NEWRB, neurons = 393, MSE = 4.60743e-008 NEWRB, neurons = 394, MSE = 4.60913e-008 NEWRB, neurons = 395, MSE = 6.03445e-008 NEWRB, neurons = 396, MSE = 5.2683e-008 NEWRB, neurons = 397, MSE = 6.28863e-008 NEWRB, neurons = 398, MSE = 5.9419e-008 NEWRB, neurons = 399, MSE = 2.05435e-007 NEWRB, neurons = 400, MSE = 6.41196e-008

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