/// <summary>
/// Get interpolated data for a given percentage within the total range of the key points.
/// TODO: Would it be cleaner not to use a double for percentage, but a generic Percentage type?
/// </summary>
/// <param name = "percentage">The percentage in between the first and the last value to get interpolated data for.</param>
/// <returns>The interpolated data.</returns>
public TValue Interpolate(double percentage)
{
if (KeyPoints.Count <= 0)
{
throw new InvalidOperationException("No key points between which to interpolate available.");
}
// TODO: Allow extrapolation?
if (percentage < 0)
{
percentage = 0;
}
else if (percentage > 1)
{
percentage = 1;
}
// Find in between which two keypoints the desired position lies.
TMath position = KeyPoints.DataRange.GetValueAt(percentage);
BinarySearchResult <TMath> searchResult = KeyPoints.BinarySearch(position);
// Return exact value when found, or interpolated when not found.
TValue result;
if (searchResult.IsObjectFound)
{
result = KeyPoints[searchResult.Found.Object];
}
else
{
// Use double math to calculate the desired value inside the interval. (percentage)
double smallerValue = CastOperator <TMath, double> .Cast(searchResult.NotFound.Smaller);
double biggerValue = CastOperator <TMath, double> .Cast(searchResult.NotFound.Bigger);
result = Interpolate(
KeyPoints.IndexAtPosition(searchResult.NotFound.Smaller),
KeyPoints.IndexAtPosition(searchResult.NotFound.Bigger),
position,
new Interval <double>(smallerValue, biggerValue).GetPercentageFor(CastOperator <TMath, double> .Cast(position)));
}
return(result);
}
protected override TValue TangentAt(int smallerIndex, int biggerIndex, TMath position, double percentage)
{
AbstractTypeInterpolationProvider <TValue, TMath> typeProvider = KeyPoints.TypeProvider;
// Retrieve values for all dimensions for all 4 control points.
double[][] values = RetrieveValues(smallerIndex, biggerIndex, typeProvider);
// Set up hermite base function derivatives.
double t = percentage;
double t2 = Math.Pow(t, 2);
double baseFunction00 = (6 * t2) - (6 * t);
double baseFunction10 = (3 * t2) - (4 * t) + 1;
double baseFunction01 = (6 * t) - (6 * t2);
double baseFunction11 = (3 * t2) - (2 * t);
// Get tangent by calculating derivative.
double tension = 1 - Tension;
var tangent = new TMath[typeProvider.AmountOfDimensions];
for (int i = 0; i < typeProvider.AmountOfDimensions; ++i)
{
// Original: (((2*t^3)-(3*t^2)+1)*b) + (((-2*t^3)+(3*t^2))*c) + ((t^3-(2*t^2)+t)*(n*(c-a))) + ((t^3-t^2)*(n*(d-b)))
// First derivative: ((3*d+3*c-3*b-3*a)*n-6*c+6*b)*t^2 + ((-2*d-4*c+2*b+4*a)*n+6*c-6*b)*t + (c-a)*n
// Calculate tangents.
double tangentSmaller = tension * (values[2][i] - values[0][i]);
double tangentBigger = tension * (values[3][i] - values[1][i]);
// Multiply derived hermite base functions with the points (and tangents) and sum up.
double result =
(baseFunction00 * values[1][i])
+ (baseFunction01 * values[2][i])
+ (baseFunction10 * tangentSmaller)
+ (baseFunction11 * tangentBigger);
// Sum up all functions.
tangent[i] = CastOperator <double, TMath> .Cast(result);
}
return(typeProvider.CreateInstance(position, tangent));
}
protected override TValue Interpolate(int smallerIndex, int biggerIndex, TMath position, double percentage)
{
AbstractTypeInterpolationProvider <TValue, TMath> typeProvider = KeyPoints.TypeProvider;
// Retrieve values for all dimensions for all 4 control points.
double[][] values = RetrieveValues(smallerIndex, biggerIndex, typeProvider);
// Set up hermite base functions.
double t = percentage;
double t2 = Math.Pow(t, 2);
double t3 = Math.Pow(t, 3);
double baseFunction00 = (2 * t3) - (3 * t2) + 1;
double baseFunction10 = t3 - (2 * t2) + t;
double baseFunction01 = (-2 * t3) + (3 * t2);
double baseFunction11 = t3 - t2;
// Interpolate.
double tension = 1 - Tension;
var interpolated = new TMath[typeProvider.AmountOfDimensions];
for (int i = 0; i < typeProvider.AmountOfDimensions; ++i)
{
// Calculate tangents.
double tangentSmaller = tension * (values[2][i] - values[0][i]);
double tangentBigger = tension * (values[3][i] - values[1][i]);
// Multiply hermite base functions with the points (and tangents) and sum up.
double result =
(baseFunction00 * values[1][i])
+ (baseFunction01 * values[2][i])
+ (baseFunction10 * tangentSmaller)
+ (baseFunction11 * tangentBigger);
// Sum up all functions.
interpolated[i] = CastOperator <double, TMath> .Cast(result);
}
return(typeProvider.CreateInstance(position, interpolated));
}
/// <summary>
/// Get the tangent at a given percentage within the range of the key points.
/// </summary>
/// <param name = "percentage"></param>
/// <returns>The tangent at a given percentage within the range of the key points.</returns>
public TValue TangentAt(double percentage)
{
// TODO: Allow extrapolation?
Contract.Requires(percentage >= 0 && percentage <= 1);
Contract.Requires(KeyPoints.Count > 0);
// Find in between which two keypoints the desired position lies.
TMath position = KeyPoints.DataRange.GetValueAt(percentage);
BinarySearchResult <TMath> searchResult = KeyPoints.BinarySearch(position);
// Use double math to calculate percentage of desired value inside
double smallerValue = CastOperator <TMath, double> .Cast(searchResult.NotFound.Smaller);
double biggerValue = CastOperator <TMath, double> .Cast(searchResult.NotFound.Bigger);
TValue result = TangentAt(
KeyPoints.IndexAtPosition(searchResult.NotFound.Smaller),
KeyPoints.IndexAtPosition(searchResult.NotFound.Bigger),
position,
new Interval <double>(smallerValue, biggerValue).GetPercentageFor(CastOperator <TMath, double> .Cast(position)));
return(result);
}
public CastExpression(IType targetType, IExpression e, CastOperator op) : base(e)
{
TargetType = targetType;
SourceType = e.ResultType;
Operator = op;
}
public override TMath RelativePosition(AbsoluteKeyPoint <TKey, TValue> from, AbsoluteKeyPoint <TKey, TValue> to)
{
TKey key = Operator <TKey> .Subtract(@from.Key, to.Key);
return(CastOperator <double, TMath> .Cast(CastOperator <TKey, double> .Cast(key)));
}