using System;
using System.Collections.Generic;
using System.Linq;
using TriangleNet.Geometry;
using TriangleNet.Meshing;
using TriangleNet.Meshing.Algorithm;
using TriangleNet.Rendering.Text;
using TriangleNet.Tools;
namespace TriangleNet.Examples
{
///
/// Scattered data interpolation without USE_Z or USE_ATTRIBS.
///
internal class Example10
{
// The function we are sampling.
private static readonly Func F = p => Math.Sin(p.X) * Math.Cos(p.Y);
// The mesh size, for a structured grid (SIZE x SIZE) points.
private const int SIZE = 20;
public static bool Run(bool print = false)
{
// The input domain.
var r = new Rectangle(0d, 0d, 10d, 10d);
var mesh = GetScatteredDataMesh(r, out double[] data);
//var mesh = GetStructuredDataMesh(r, out double[] data);
if (print) SvgImage.Save(mesh, "example-10.svg", 500);
// The points to interpolate.
var xy = Generate.RandomPoints(50, r);
var xyData = InterpolateData((Mesh)mesh, data, xy);
double error = xy.Max(p => Math.Abs(xyData[p.ID] - F(p)));
// L2 error
//double error = Math.Sqrt(xy.Sum(p => Math.Pow(xyData[p.ID] - F(p), 2)));
// Define tolerance dependent on mesh dimensions and size.
double tolerance = 0.5 * Math.Max(r.Width, r.Height) / SIZE;
return error < tolerance;
}
private static IMesh GetStructuredDataMesh(Rectangle domain, out double[] data)
{
var mesh = GenericMesher.StructuredMesh(domain, SIZE, SIZE);
mesh.Renumber();
// Generate function values for mesh points.
data = new double[mesh.Vertices.Count];
foreach (var item in mesh.Vertices)
{
data[item.ID] = F(item);
}
return mesh;
}
private static IMesh GetScatteredDataMesh(Rectangle domain, out double[] data)
{
var r = new Rectangle(domain);
double h = domain.Width / SIZE;
// Generate a rectangle boundary point set (20 points on each side).
var input = Generate.Rectangle(r, 0.5);
// Making sure we add some margin to the boundary.
h = -h / 2;
r.Resize(h, h);
int n = Math.Max(1, SIZE * SIZE - input.Points.Count);
// Add more input points (more sampling points, better interpolation).
input.Points.AddRange(Generate.RandomPoints(n, r));
var mesher = new GenericMesher(new Dwyer());
// Generate mesh.
var mesh = mesher.Triangulate(input.Points);
mesh.Renumber();
// Generate function values for mesh points.
data = new double[mesh.Vertices.Count];
foreach (var item in mesh.Vertices)
{
data[item.ID] = F(item);
}
return mesh;
}
private static double[] InterpolateData(Mesh mesh, double[] data, IEnumerable xy)
{
// The interpolated values.
var values = new double[xy.Count()];
var qtree = new TriangleQuadTree(mesh);
int i = 0;
foreach (var p in xy)
{
var tri = qtree.Query(p.X, p.Y);
// For easy access of the interpolated values.
p.ID = i;
if (tri == null)
{
values[i] = float.NaN;
}
else
{
values[i] = Interpolation.InterpolatePoint(tri, p, data);
}
i++;
}
return values;
}
}
}