//
public double Simulate(DataSet patterns, DataSet targets)
{
double err = 0.0;
double sim = 0.0;
//
try
{
if(patterns.GetLengthOfVectors() != iLayer.GetSize() || targets.GetLengthOfVectors() != oLayer.GetSize())
throw new Exception("Input/Target Vectors Invalid with Input/Output Layer Size");
//
if(patterns.GetDataValidation() == true && targets.GetDataValidation() == true
&& patterns.GetNumberOfVectors() == targets.GetNumberOfVectors())
{
for(int i=0; i<patterns.GetNumberOfVectors(); i++)
{
this.SetInputVector(patterns.GetDataVector(i));
this.SetTargetVector(targets.GetDataVector(i));
this.FeedForward();
this.CalculateOutputError();
err = this.GetInstantOutputError();
sim += err;
}
//
}
else
{
throw new Exception("Invalid Simulation Data");
}
//
return sim/patterns.GetNumberOfVectors();
}
catch(System.Exception ex)
{
Console.WriteLine(ex.Message);
throw;
}
}
//
public void Simulate(DataSet ds, string results)
{
string filename = results;
//
StreamWriter writer = new StreamWriter(filename, false);
//
try
{
//
if(ds.GetLengthOfVectors() != iLayer.GetSize())
throw new Exception("Input Vector Length differs from Input Layer's Size");
//
if(ds.GetDataValidation())
{
for(int i=0; i<ds.GetNumberOfVectors(); i++)
{
this.SetInputVector(ds.GetDataVector(i));
this.FeedForward();
//
foreach(double d in this.oLayer.GetOutputVector())
{
writer.Write(d.ToString("F4")+" ");
}
//
writer.Write("\n");
}
}
else
{
writer.WriteLine("Invalid Simulation Data");
}
//
writer.Flush();
writer.Close();
}
catch(System.Exception ex)
{
Console.WriteLine(ex.Message);
throw;
}
finally
{
writer.Close();
}
}
//
public void Simulate(DataSet patterns, DataSet targets, string results)
{
double err = 0.0;
double sim = 0.0;
//
string filename = results;
StreamWriter writer = new StreamWriter(filename, false);
//
try
{
if(patterns.GetLengthOfVectors() != iLayer.GetSize() || targets.GetLengthOfVectors() != oLayer.GetSize())
throw new Exception("Input/Target Vectors Invalid with Input/Output Layer Size");
//
if(patterns.GetDataValidation() == true && targets.GetDataValidation() == true
&& patterns.GetNumberOfVectors() == targets.GetNumberOfVectors())
{
for(int i=0; i<patterns.GetNumberOfVectors(); i++)
{
this.SetInputVector(patterns.GetDataVector(i));
this.SetTargetVector(targets.GetDataVector(i));
this.FeedForward();
this.CalculateOutputError();
err = this.GetInstantOutputError();
sim += err;
//
foreach(double d in this.oLayer.GetOutputVector())
{
writer.Write(d.ToString("F6")+" ");
}
//
writer.Write(err.ToString("E6"));
writer.Write("\n");
}
//
Console.WriteLine("Average Simulation Error: {0:E6}", sim/patterns.GetNumberOfVectors());
}
else
{
writer.WriteLine("Invalid Simulation Data");
throw new Exception("Invalid Simulation Data");
}
//
writer.Flush();
writer.Close();
}
catch(System.Exception ex)
{
Console.WriteLine(ex.Message);
throw;
}
finally
{
writer.Close();
}
}
//
private void button5_Click(object sender, System.EventArgs e)
{
string filename = null;
//
if(sf.ShowDialog() == DialogResult.OK && of.FileName != " ")
{
filename = sf.FileName;
//
try
{
if(patterns != null)
{
if(targets != null)
network.Simulate(patterns, targets, filename);
else
network.Simulate(patterns, filename);
}
//
MessageBox.Show("Simulation Finished", "Attention", MessageBoxButtons.OK, MessageBoxIcon.Exclamation);
}
catch(System.Exception ex)
{
MessageBox.Show(ex.Message, "Exception", MessageBoxButtons.OK, MessageBoxIcon.Error);
patterns = null;
patterns = null;
network = null;
this.button3.Enabled = false;
this.button4.Enabled = false;
this.button5.Enabled = false;
}
}
//
if(targets != null)
{
NeuralLib.DataSet dset = new NeuralLib.DataSet(filename);
//
double[] dummy;
//
chart1.Series.Clear();
chart1.OpenData(COD.Values, 0, dset.GetNumberOfVectors());
if(network.GetLayer(network.Depth-1).GetSize() == 1)
{
// network has one output neuron.
chart1.AxisY.Title.Text = "Real Output-Simulated Output";
double sse = 0.0;
for(int i=0; i<dset.GetNumberOfVectors(); i++)
{
dummy = dset.GetDataVector(i);
chart1.Value[0, i] = targets.GetDataVector(i)[0];
chart1.Value[1, i] = dummy[0];
sse += dummy[dummy.Length-1];
}
//
label1.Text = "SSE: "+sse.ToString("F6")+" MSE: "+(sse/dset.GetNumberOfVectors()).ToString("F6")+" RMSE: "+
Math.Sqrt(sse/dset.GetNumberOfVectors()).ToString("F6");
}
else
{
chart1.AxisY.Title.Text = "RMSE";
double sse = 0.0;
for(int i=0; i<dset.GetNumberOfVectors(); i++)
{
dummy = dset.GetDataVector(i);
chart1.Value[0, i] = Math.Sqrt(dummy[dummy.Length-1]);
sse += dummy[dummy.Length-1];
}
label1.Text = "SSE: "+sse.ToString("F6")+" MSE: "+(sse/dset.GetNumberOfVectors()).ToString("F6")+" RMSE: "+
Math.Sqrt(sse/dset.GetNumberOfVectors()).ToString("F6");
}
//
label1.Left = chart1.Left+chart1.Width/2-label1.Width/2;
chart1.CloseData(COD.Values);
chart1.RecalcScale();
chart1.Refresh();
}
}