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using System;
using CenterSpace.NMath.Core;
namespace CenterSpace.NMath.Examples.CSharp
{
/// <summary>
/// A .NET example in C# demonstrating the features of the banded matrix classes.
/// </summary>
class BandMatrixExample
{
static void Main( string[] args )
{
// Set up the parameters that describe the shape of a banded matrix.
int upperBandwidth = 2;
int lowerBandwidth = 1;
int rows = 7;
int cols = 7;
// Set up a banded matrix B by setting all the diagonals within the matrix
// bandwidth.
var B = new DoubleBandMatrix( rows, cols, lowerBandwidth, upperBandwidth );
for ( int i = -B.LowerBandwidth; i <= B.UpperBandwidth; ++i )
{
B.Diagonal( i ).Set( Slice.All, i + 2 );
}
Console.WriteLine();
Console.WriteLine( "B =" );
Console.WriteLine( B.ToTabDelimited() );
// B =
// 2 3 4 0 0 0 0
// 1 2 3 4 0 0 0
// 0 1 2 3 4 0 0
// 0 0 1 2 3 4 0
// 0 0 0 1 2 3 4
// 0 0 0 0 1 2 3
// 0 0 0 0 0 1 2
// Indexer accessor works just like it does for general matrices.
Console.WriteLine( "B[2,2] = {0}", B[2, 2] );
Console.WriteLine( "B[5,0] = {0}", B[5, 0] );
// You can set the values of elements in the bandwidth
// of a banded matrix using the indexer.
B[2, 1] = 99;
Console.WriteLine( "B[2,1] = {0}", B[2, 1] );
// But setting an element outside the bandwidth of the
// matrix raises a NonModifiableElementException exception.
try
{
B[6, 0] = 21;
}
catch ( NonModifiableElementException e )
{
Console.WriteLine();
Console.WriteLine( "NonModifiableElementException: {0}", e.Message );
}
// Scalar multiplication and addition/subtraction are supported.
DoubleBandMatrix C = 3 * B;
DoubleBandMatrix D = C - B;
Console.WriteLine();
Console.WriteLine( "D =" );
Console.WriteLine( D.ToTabDelimited() );
// D =
// 4 6 8 0 0 0 0
// 2 4 6 8 0 0 0
// 0 198 4 6 8 0 0
// 0 0 2 4 6 8 0
// 0 0 0 2 4 6 8
// 0 0 0 0 2 4 6
// 0 0 0 0 0 2 4
// Matrix/vector, Matrix/Matrix products too.
var rng = new RandGenUniform( -1, 1 );
rng.Reset( 0x124 );
var x = new DoubleVector( B.Cols, rng ); // vector of random deviates
DoubleVector y = MatrixFunctions.Product( B, x );
Console.WriteLine( "Bx = " );
Console.WriteLine( y.ToString( "G5" ) );
DoubleBandMatrix BTB = MatrixFunctions.Product( B.Transpose(), B );
Console.WriteLine();
Console.WriteLine( "BTB = " );
Console.WriteLine( BTB.ToTabDelimited( "G5" ) );
// You can transform the non-zero elements of a banded matrix object by using
// the Transform() method on its data vector.
DoubleBandMatrix Cpi = Math.PI * C;
Cpi.DataVector.Transform( NMathFunctions.CosFunc ); // cosine of Cpi
Console.WriteLine( "cos(Cpi) =" );
Console.WriteLine( Cpi.ToTabDelimited( "G5" ) );
// Since the inner product of two banded matrices is a banded matrix,
// matrix inner products are supported.
DoubleBandMatrix P = MatrixFunctions.Product( Cpi, C );
Console.WriteLine( "Banded matrix product =" );
Console.WriteLine( P.ToTabDelimited( "G5" ) );
// You can also solve linear systems.
DoubleVector x2 = MatrixFunctions.Solve( B, y );
// x and x2 should be the same. Lets look at the l2 norm of
// their difference.
DoubleVector residual = x - x2;
double residualL2Norm = Math.Sqrt( NMathFunctions.Dot( residual, residual ) );
Console.WriteLine( "||x - x2|| = {0}", residualL2Norm );
// You can use the Resize() method to change the bandwidths.
Cpi.Resize( Cpi.Rows, Cpi.Cols, 1, 1 ); // matrix is now tridiagonal.
// And construct a tridiagonal matrix from it.
var T = new DoubleTriDiagMatrix( Cpi );
Console.WriteLine();
Console.WriteLine( "Press Enter Key" );
Console.Read();
}
}
}
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