📄 cubicsplines.vb
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' The Constant and Line classes resides in the
' Extreme.Mathematics.Curves namespace.
Imports Extreme.Mathematics.Curves
Namespace Extreme.Mathematics.QuickStart.VB
' Illustrates the use of the Constant class in the
' Extreme.Mathematics.Curve namespace of the Extreme Optimization
' Mathematics Library for .NET.
Module UsingElementaryFunctions
Sub Main()
' A cubic spline is a piecewise curve that is made up
' of pieces of cubic polynomials. Its value as well as its first
' derivative are continuous, giving it a smooth appearance.
'
' Cubic splines are implemented by the CubicSpline class,
' which inherits from PiecewiseCurve.
'
' For an example of piecewise constant and piecewise
' linear curves, see the PiecewiseCurves QuickStart
' Sample.
'
'
' Creating Cubic Splines
'
' In order to define a spline curve completely, two extra
' conditions must be imposed.
' 'Natural' splines have zero second derivatives. This is
' the default.
' The data points are specified as double arrays containing
' the x and y values:
Dim xValues As Double() = {1, 2, 3, 4, 5, 6}
Dim yValues As Double() = {1, 3, 4, 3, 4, 2}
Dim naturalSpline As CubicSpline = New CubicSpline(xValues, yValues)
' 'Clamped' splines have a fixed slope or first derivative at the
' leftmost and rightmost points. The slopes are specified as
' two extra parameters in the constructor:
Dim clampedSpline As CubicSpline = New CubicSpline(xValues, yValues, -1, 1)
'
' Curve Parameters
'
' The shape of any curve is determined by a set of parameters.
' These parameters can be retrieved and set through the
' Parameters collection. The number of parameters for a curve
' is given by this collection's Count property.
'
' Cubic splines have 2n+2 parameters, where n is the number of
' data points. The first n parameters are the x-values. The next
' n parameters are the y-values. The last two parameters are
' the values of the derivative at the first and last point. For natural
' splines, these parameters are unused.
Console.WriteLine("naturalSpline.Parameters.Count = {0}", _
naturalSpline.Parameters.Count)
' Parameters can easily be retrieved:
Console.WriteLine("naturalSpline.Parameters(0) = {0}", _
naturalSpline.Parameters(0))
' Parameters can also be set:
naturalSpline.Parameters(0) = 1
'
' Piecewise curve methods and properties
'
' The NumberOfIntervals property returns the number of subintervals
' on which the curve has unique definitions.
Console.WriteLine("Number of intervals: {0}", _
naturalSpline.NumberOfIntervals)
' The IndexOf method returns the index of the interval
' that contains a specific value.
Console.WriteLine("naturalSpline.IndexOf(1.4) = {0}", naturalSpline.IndexOf(1.4))
' The method returns -1 when the value is smaller than the lower bound
' of the first interval, and NumberOfIntervals if the value is equal to or larger than
' the upper bound of the last interval.
'
' Curve Methods
'
' The ValueAt method returns the y value of the
' curve at the specified x value:
Console.WriteLine("naturalSpline.ValueAt(2.4) = {0}", naturalSpline.ValueAt(2.4))
' The SlopeAt method returns the slope of the curve
' a the specified x value:
Console.WriteLine("naturalSpline.SlopeAt(2) = {0}", naturalSpline.SlopeAt(2))
' You can verify that the clamped spline has the correct slope at the end points:
Console.WriteLine("clampedSpline.SlopeAt(1) = {0}", clampedSpline.SlopeAt(1))
Console.WriteLine("clampedSpline.SlopeAt(6) = {0}", clampedSpline.SlopeAt(6))
' Cubic splines do not have a defined derivative. The GetDerivative method
' returns a GeneralCurve:
Dim derivative As Curve = naturalSpline.GetDerivative()
Console.WriteLine("Type of derivative: {0}", derivative.GetType().ToString())
Console.WriteLine("derivative(2) = {0}", derivative.ValueAt(2))
' You can get a Line that is the tangent to a curve
' at a specified x value using the TangentAt method:
Dim tangent As Line = clampedSpline.TangentAt(2)
Console.WriteLine("Slope of tangent line at 2 = {0}", tangent.Slope)
' The integral of a spline curve can be calculated exactly. This technique is
' often used to approximate the integral of a tabulated function:
Console.WriteLine("Integral of naturalSpline between 1.4 and 4.6 = {0}", _
naturalSpline.Integral(1.4, 4.6))
Console.Write("Press Enter key to exit...")
Console.ReadLine()
End Sub
End Module
End Namespace
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