private void button3_Click(object sender, EventArgs e)
{
for (int i = 0; i < 1000; i++)
{
Point P = new Point(Constatnts.GetDouble(0, 7), Constatnts.GetDouble(1, 5));
double[] x = new double[] { P.X, P.Y };
neuro.SetX(x);
var res = neuro.GetOut();
DataPoint dp = new DataPoint(P.X, P.Y);
if (res[0] > 0.9)
{
dp.Color = System.Drawing.Color.Red;
}
else if (res[1] > 0.9)
{
dp.Color = System.Drawing.Color.Green;
}
else if (res[2] > 0.9)
{
dp.Color = System.Drawing.Color.Blue;
}
else
{
dp.Color = System.Drawing.Color.Orange;
}
chart1.Series[1].Points.Add(dp);
}
this.Refresh();
}
private void button1_Click(object sender, EventArgs e)
{
int first = 30;
int second = 3;
neuro = new RBFNeuroSystem(first * 3, second);
int i = 0;
List <double[]> ls = new List <double[]>();
for (; i < first; i++)
{
var nr = (RBFNeuron)neuro.Neurons[0][i];
nr.X = new double[] { Constatnts.GetDouble(1, 2), Constatnts.GetDouble(2, 4) };
ls.Add(nr.X);
}
for ( ; i < 2 * first; i++)
{
var nr = (RBFNeuron)neuro.Neurons[0][i];
nr.X = new double[] { Constatnts.GetDouble(3, 4), Constatnts.GetDouble(2, 4) };
ls.Add(nr.X);
}
for ( ; i < 3 * first; i++)
{
var nr = (RBFNeuron)neuro.Neurons[0][i];
nr.X = new double[] { Constatnts.GetDouble(5, 6), Constatnts.GetDouble(2, 4) };
ls.Add(nr.X);
}
int counter = 1;
double E = double.MaxValue;
while (E > Constatnts._Epselon)
{
for (int j = 0; j < counter; j++)
{
while (E > Constatnts._Epselon)
{
neuro.Teach(ls[j], getT(new Point(ls[j][0], ls[j][1])));
E = Constatnts.GetE(neuro.GetOut(), getT(new Point(ls[j][0], ls[j][1])));
}
E = double.MaxValue;
}
if (counter != ls.Count)
{
counter++;
E = double.MaxValue;
}
else
{
E = double.MinValue;
}
}
MessageBox.Show("Done!");
}
private void button1_Click(object sender, EventArgs e)
{
int countOfWindow = int.Parse(textBox5.Text);
var levels = new int[] { int.Parse(textBox4.Text), 1 };
neuro = new NeuroSystem(levels, countOfWindow);
var data = Constatnts.GetArray(double.Parse(textBox1.Text), double.Parse(textBox2.Text), double.Parse(textBox3.Text));
double max = double.MinValue;
double min = double.MaxValue;
for (int i = 0; i < data.Length; i++)
{
max = Math.Max(max, data[i].Y);
min = Math.Min(min, data[i].Y);
}
Constatnts._XMax = max;
Constatnts._XMin = min;
double E = double.MaxValue;
for (int index = countOfWindow; index < data.Length - 2; index++)
{
for (int i = countOfWindow; i <= index; i++)
{
double[] arr = new double[countOfWindow];
int k = 0;
for (int j = i - countOfWindow; j < i; j++)
{
arr[k] = Constatnts.TransformerAlong(data[j].Y);
k++;
}
neuro.SetX(arr);
double d = (Constatnts.TransformerAlong(data[i + 1].Y));
double s = neuro.GetResult();
E = Math.Pow(d - s, 2);
while (E > Constatnts._Epselon)
{
neuro.Teach(d, s);
s = neuro.GetResult();
E = Math.Pow(d - s, 2);
}
}
}
MessageBox.Show("Done!");
}
private void button3_Click(object sender, EventArgs e)
{
Clear();
var res = Constatnts.GetArray(double.Parse(textBox1.Text), double.Parse(textBox2.Text), double.Parse(textBox3.Text));
foreach (var elem in res)
{
chart1.Series[0].Points.AddXY(elem.X, elem.Y);
chart1.Series[2].Points.AddXY(elem.X, elem.Y);
}
int cp = int.Parse(textBox5.Text);
double step = double.Parse(textBox3.Text);
double lastPoint = double.Parse(textBox2.Text) - (cp * step);
var data = Constatnts.GetArray(double.Parse(textBox1.Text), double.Parse(textBox2.Text), double.Parse(textBox3.Text));
var ls = new List <double>();
for (int i = data.Length - 2 * cp; i < data.Length - cp; i++)
{
ls.Add(Constatnts.TransformerAlong(data[i].Y));
}
// lastPoint += step;
int index = data.Length - cp;
for (int i = 0; i < cp; i++)
{
neuro.SetX(ls.ToArray());
double s = neuro.GetResult();
double real = Constatnts.TransformerBack(s);
chart1.Series[1].Points.AddXY(lastPoint, real);
chart1.Series[3].Points.AddXY(lastPoint, real);
ls.Add(s);
ls.RemoveAt(0);
lastPoint += step;
dataGridView1.Rows.Add(i + 1, data[index + i].Y.ToString("N4"), real.ToString("N4"), (Constatnts.GetPercError(real, data[index + i].Y) * 100).ToString("N2"));
}
this.Refresh();
}
public double GetOUT(double s)
{
return(Constatnts.ActivationFunk(s));
}
