splin3d spline gridded 3d interpolation

## Syntax

    tl = splin3d(x, y, z, v, [order])

## Arguments

x,y,z

  strictly increasing row vectors (each with at least 3 components) defining the 3d interpolation grid

v

  nx x ny x nz hypermatrix (nx, ny, nz being the length of `x`, `y` and `z`)

order

  (optional) a 1x3 vector [kx,ky,kz] given the order of the tensor spline in each direction (default [4,4,4], i.e. tricubic spline)

tl

  a tlist of type splin3d defining the spline

## Description

This function computes a 3d tensor spline s which interpolates the (xi,yj,zk,vijk) points, ie, we have s(xi,yj,zk)=vijk for all i=1,..,nx, j=1,..,ny and k=1,..,nz. The resulting spline s is defined by `tl` which consists in a B-spline-tensor representation of s. The evaluation of s at some points must be done by the interp3d function (to compute s and its first derivatives) or by the bsplin3val function (to compute an arbitrary derivative of s) . Several kind of splines may be computed by selecting the order of the spline in each direction `order=[kx,ky,kz]`.

## Remark

This function works under the conditions:

an error being issued when they are not respected.

## Examples

    // example 1
    // =============================================================================

    func =  "v=cos(2*%pi*x).*sin(2*%pi*y).*cos(2*%pi*z)";
    deff("v=f(x,y,z)",func);
    n = 10;  // n x n x n  interpolation points
    x = linspace(0,1,n); y=x; z=x; // interpolation grid
    [X,Y,Z] = ndgrid(x,y,z);
    V = f(X,Y,Z);
    tl = splin3d(x,y,z,V,[5 5 5]);
    m = 10000;
    // compute an approximated error
    xp = grand(m,1,"def"); yp = grand(m,1,"def"); zp = grand(m,1,"def");
    vp_exact = f(xp,yp,zp);
    vp_interp = interp3d(xp,yp,zp, tl);
    er = max(abs(vp_exact - vp_interp))
    // now retry with n=20 and see the error

    // example 2 (see linear_interpn help page which have the
    //            same example with trilinear interpolation)
    // =============================================================================

    exec("SCI/modules/interpolation/demos/interp_demo.sci")
    func =  "v=(x-0.5).^2 + (y-0.5).^3 + (z-0.5).^2";
    deff("v=f(x,y,z)",func);
    n = 5;
    x = linspace(0,1,n); y=x; z=x;
    [X,Y,Z] = ndgrid(x,y,z);
    V = f(X,Y,Z);
    tl = splin3d(x,y,z,V);
    // compute (and display) the 3d spline interpolant on some slices
    m = 41;
    direction = ["z="  "z="  "z="  "x="  "y="];
    val = [ 0.1   0.5   0.9   0.5   0.5];
    ebox = [0 1 0 1 0 1];
    XF=[]; YF=[]; ZF=[]; VF=[];
    for i = 1:length(val)
      [Xm,Xp,Ym,Yp,Zm,Zp] = slice_parallelepiped(direction(i), val(i), ebox, m, m, m);
      Vm = interp3d(Xm,Ym,Zm, tl);
      [xf,yf,zf,vf] = nf3dq(Xm,Ym,Zm,Vm,1);
      XF = [XF xf]; YF = [YF yf]; ZF = [ZF zf]; VF = [VF vf];
      Vp = interp3d(Xp,Yp,Zp, tl);
      [xf,yf,zf,vf] = nf3dq(Xp,Yp,Zp,Vp,1);
      XF = [XF xf]; YF = [YF yf]; ZF = [ZF zf]; VF = [VF vf];
    end
    nb_col = 128;
    vmin = min(VF); vmax = max(VF);
    color_example = dsearch(VF,linspace(vmin,vmax,nb_col+1));
    gcf().color_map = jetcolormap(nb_col);
    clf();
    gca().hiddencolor = gca().background;
    colorbar(vmin,vmax)
    plot3d(XF, YF, list(ZF,color_example), flag=[-1 6 4])
    xtitle("3d spline interpolation of "+func)
    show_window()

exec("SCI/modules/interpolation/demos/interp_demo.sci") func = "v=(x-0.5).^2 + (y-0.5).^3 + (z-0.5).^2"; deff("v=f(x,y,z)",func); n = 5; x = linspace(0,1,n); y=x; z=x; [X,Y,Z] = ndgrid(x,y,z); V = f(X,Y,Z); tl = splin3d(x,y,z,V); m = 41; direction = ["z=" "z=" "z=" "x=" "y="]; val = [ 0.1 0.5 0.9 0.5 0.5]; ebox = [0 1 0 1 0 1]; XF=[]; YF=[]; ZF=[]; VF=[]; for i = 1:length(val) [Xm,Xp,Ym,Yp,Zm,Zp] = slice_parallelepiped(direction(i), val(i), ebox, m, m, m); Vm = interp3d(Xm,Ym,Zm, tl); [xf,yf,zf,vf] = nf3dq(Xm,Ym,Zm,Vm,1); XF = [XF xf]; YF = [YF yf]; ZF = [ZF zf]; VF = [VF vf]; Vp = interp3d(Xp,Yp,Zp, tl); [xf,yf,zf,vf] = nf3dq(Xp,Yp,Zp,Vp,1); XF = [XF xf]; YF = [YF yf]; ZF = [ZF zf]; VF = [VF vf]; end nb_col = 128; vmin = min(VF); vmax = max(VF); color_example = dsearch(VF,linspace(vmin,vmax,nb_col+1)); gcf().color_map = jetcolormap(nb_col); clf(); gca().hiddencolor = gca().background; colorbar(vmin,vmax) plot3d(XF, YF, list(ZF,color_example), flag=[-1 6 4]) xtitle("3d spline interpolation of "+func)

## See also

- linear_interpn
- interp3d
- bsplin3val

## History

5.4.0 previously, imaginary part of input arguments were implicitly ignored.