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Imports System
Imports CenterSpace.NMath.Core
Namespace CenterSpace.NMath.Examples.VisualBasic
A .NET example in Visual Basic demonstrating the features of the Hermitian matrix classes.
Module HermitianMatrixExample
Sub Main()
Dim Order As Integer = 5
Dim NumberFormatString As String = "F4" Format number strings as fixed, 4 digits.
Set up a Hermitian matrix S as the conjugate transpose product of a general
matrix with itself (which is Hermitian).
Dim Rng As New RandGenUniform(-1, 1)
Rng.Reset(&H124)
Dim A As New DoubleComplexMatrix(Order, Order, Rng)
Dim S As New DoubleHermitianMatrix(NMathFunctions.ConjTransposeProduct(A, A))
Console.WriteLine()
Console.WriteLine("S = ")
Console.WriteLine(S.ToTabDelimited("F5"))
S =
(3.12186,0.00000) (0.12935,0.76321) (-0.59263,-0.51912) (1.01693,-0.48541) (-0.62109,-0.74390)
(0.12935,-0.76321) (1.01859,0.00000) (-0.61581,0.58225) (0.34714,-1.17980) (-0.37649,0.35263)
(-0.59263,0.51912) (-0.61581,-0.58225) (2.66911,0.00000) (-0.78612,2.23106) (0.09417,0.18527)
(1.01693,0.48541) (0.34714,1.17980) (-0.78612,-2.23106) (4.10411,0.00000) (0.59635,0.69605)
(-0.62109,0.74390) (-0.37649,-0.35263) (0.09417,-0.18527) (0.59635,-0.69605) (3.97634,0.00000)
Indexer accessor works just like it does for general matrices.
Console.WriteLine("S[2,2] = " & S(2, 2).ToString())
Console.WriteLine("S[3,0] = " & S(3, 0).ToString())
You can set the values of elements in a Hermitian matrix using the
indexer. Note that setting the element in row i and column j to
a value implicitly sets the element in column j and row i to the
complex conjugate of that value.
S(2, 1) = New DoubleComplex(100.0, -99.0)
Console.WriteLine("S[2,1] = " & S(2, 1).ToString()) (100, -99)
Console.WriteLine("S[1,2] = " & S(1, 2).ToString()) (100, 99)
Scalar multiplication and matrix addition/subtraction are supported.
Dim Scalar As New DoubleComplex(-0.123)
Dim C2 As DoubleHermitianMatrix = Scalar * S
Dim D As DoubleHermitianMatrix = C2 + S
Console.WriteLine()
Console.WriteLine("D = ")
Console.WriteLine(D.ToTabDelimited("F5"))
Matrix/vector products too.
Dim X As New DoubleComplexVector(S.Cols, Rng) vector of random deviates
Dim Y As DoubleComplexVector = MatrixFunctions.Product(S, X)
Console.WriteLine("Sx = {0}", Y.ToString("G3"))
You can also solve linear systems.
Dim X2 As DoubleComplexVector = MatrixFunctions.Solve(S, Y)
x and x2 should be about the same. Lets look at the l2 norm of
their difference.
Dim Residual As DoubleComplexVector = X - X2
Dim ResidualL2Norm As Double = Math.Sqrt(NMathFunctions.ConjDot(Residual, Residual).Real)
Console.WriteLine()
Console.Write("||x - x2|| = ")
Console.WriteLine(ResidualL2Norm)
You can transform the elements of a Hermitian matrix object by using
the Transform() method.
C2.DataVector.Transform(NMathFunctions.DoubleComplexCoshFunc)
Console.WriteLine()
Console.WriteLine("cosh(C2) = ")
Console.WriteLine(C2.ToTabDelimited("G5"))
For a matrix to satisfy the strict definition of a Hermitian matrix,
its diagonal elements must be real. The Hermitian matrix classes provide
a MakeDigaonalReal() method to ensure that your matrix satisfies the
the strict definition of Hermitian.
C2.MakeDiagonalReal()
Console.Write("Diagonal element is real: ")
Console.WriteLine(C2(3, 3).Imag.Equals(0.0)) True
Compute condition number
Dim RCond As Double = MatrixFunctions.ConditionNumber(S)
Console.WriteLine()
Console.Write("Reciprocal condition number = ")
Console.WriteLine(RCond)
Console.WriteLine()
Console.WriteLine("Press Enter Key")
Console.Read()
End Sub
End Module
End Namespace
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