I am trying to use AForge.Net Genetics library to create a simple application for optimization purposes. I have a scenario where I have four input parameters, therefore I tried to modify the "OptimizationFunction2D.cs" class located in the AForge.Genetic project to handle four parameters. While converting the binary chromosomes into 4 parameters (type = double) I am not sure if my approach is correct as I don't know how to verify the extracted values. Below is the code segment where my code differs from the original AForge code:
public double[] Translate( IChromosome chromosome )
{
// get chromosome's value
ulong val = ((BinaryChromosome) chromosome).Value;
// chromosome's length
int length = ((BinaryChromosome) chromosome).Length;
// length of W component
int wLength = length/4;
// length of X component
int xLength = length / 4;
// length of Y component
int yLength = length / 4;
// length of Z component
int zLength = length / 4;
// W maximum value - equal to X mask
ulong wMax = 0xFFFFFFFFFFFFFFFF >> (64 - wLength);
// X maximum value
ulong xMax = 0xFFFFFFFFFFFFFFFF >> (64 - xLength);
// Y maximum value - equal to X mask
ulong yMax = 0xFFFFFFFFFFFFFFFF >> (64 - yLength);
// Z maximum value
ulong zMax = 0xFFFFFFFFFFFFFFFF >> (64 - zLength);
// W component
double wPart = val & wMax;
// X component;
double xPart = (val >> wLength) & xMax;
// Y component;
double yPart = (val >> (wLength + xLength) & yMax);
// Z component;
double zPart = val >> (wLength + xLength + yLength);
// translate to optimization's function space
double[] ret = new double[4];
ret[0] = wPart * _rangeW.Length / wMax + _rangeW.Min;
ret[1] = xPart * _rangeX.Length / xMax + _rangeX.Min;
ret[2] = yPart * _rangeY.Length / yMax + _rangeY.Min;
ret[3] = zPart * _rangeZ.Length / zMax + _rangeZ.Min;
return ret;
}
I am not sure if am correctly separating the chromosome value into four part (wPart/xPart/yPart/zPart). The original function in the AForge.Genetic library looks like this:
public double[] Translate( IChromosome chromosome )
{
// get chromosome's value
ulong val = ( (BinaryChromosome) chromosome ).Value;
// chromosome's length
int length = ( (BinaryChromosome) chromosome ).Length;
// length of X component
int xLength = length / 2;
// length of Y component
int yLength = length - xLength;
// X maximum value - equal to X mask
ulong xMax = 0xFFFFFFFFFFFFFFFF >> ( 64 - xLength );
// Y maximum value
ulong yMax = 0xFFFFFFFFFFFFFFFF >> ( 64 - yLength );
// X component
double xPart = val & xMax;
// Y component;
double yPart = val >> xLength;
// translate to optimization's function space
double[] ret = new double[2];
ret[0] = xPart * rangeX.Length / xMax + rangeX.Min;
ret[1] = yPart * rangeY.Length / yMax + rangeY.Min;
return ret;
}
Can someone please confirm if my conversion process is correct or is there a better way of doing it.
No, it works but you don't need it to be so complicated.
ulong wMax = 0xFFFFFFFFFFFFFFFF >> (64 - wLength);
this returns the same value to all the results wMax xMax yMax zMax
so just do one and call it componentMask
part = (val >> (wLength * pos) & componentMask);
where pos is the 0 based position of the component. so 0 for w, 1 for x ...
the rest is ok.
EDIT: if the Length is not divided by 4 you can make the last part be just val >> (wLength * pos) to make it have the remaining bits.