diff main/splines/csape.m @ 0:6b33357c7561 octave-forge

Initial revision
author pkienzle
date Wed, 10 Oct 2001 19:54:49 +0000
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+## Copyright (C) 2000,2001  Kai Habel
+##
+## This program is free software; you can redistribute it and/or modify
+## it under the terms of the GNU General Public License as published by
+## the Free Software Foundation; either version 2 of the License, or
+## (at your option) any later version.
+##
+## This program is distributed in the hope that it will be useful,
+## but WITHOUT ANY WARRANTY; without even the implied warranty of
+## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+## GNU General Public License for more details.
+##
+## You should have received a copy of the GNU General Public License
+## along with this program; if not, write to the Free Software
+## Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA
+
+## -*- texinfo -*-
+## @deftypefn {Function File} {@var{pp} = } csape (@var{x}, @var{y}, @var{cond}, @var{valc})
+## cubic spline interpolation with various end conditions.
+## creates the pp-form of the cubic spline.
+##
+## the following end conditions as given in @var{cond} are possible. 
+## @table @asis
+## @item 'complete'    
+##    match slopes at first and last point as given in @var{valc}
+## @item 'not-a-knot'     
+##    third derivatives are continuous at the second and second last point
+## @item 'periodic' 
+##    match first and second derivative of first and last point
+## @item 'second'
+##    match second derivative at first and last point as given in @var{valc}
+## @item 'variational'
+##    set second derivative at first and last point to zero (natural cubic spline)
+## @end table
+##
+## @seealso{ppval, spline}
+## @end deftypefn
+
+## Author:  Kai Habel <kai.habel@gmx.de>
+## Date: 23. nov 2000
+## Algorithms taken from G. Engeln-Muellges, F. Uhlig:
+## "Numerical Algorithms with C", Springer, 1996
+
+## Paul Kienzle, 19. feb 2001,  csape supports now matrix y value
+
+function pp = csape (x, y, cond, valc)
+
+  x = x(:);
+  n = length(x);
+
+  transpose = (columns(y) == n);
+  if (transpose) y = y'; endif
+
+  a = y;
+  b = c = zeros (size (y));
+  h = diff (x);
+  idx = ones (columns(y),1);
+
+  if (nargin < 3 || strcmp(cond,"complete"))
+    # specified first derivative at end point
+    if (nargin < 4)
+      valc = [0, 0];
+    endif
+
+    dg = 2 * (h(1:n - 2) .+ h(2:n - 1));
+    dg(1) = dg(1) - 0.5 * h(1);
+    dg(n - 2) = dg(n-2) - 0.5 * h(n - 1);
+
+    e = h(2:n - 2);
+
+    g = 3 * diff (a(2:n,:)) ./ h(2:n - 1,idx)\
+      - 3 * diff (a(1:n - 1,:)) ./ h(1:n - 2,idx);
+    g(1,:) = 3 * (a(3,:) - a(2,:)) / h(2) \
+        - 3 / 2 * (3 * (a(2,:) - a(1,:)) / h(1) - valc(1));
+    g(n - 2,:) = 3 / 2 * (3 * (a(n,:) - a(n - 1,:)) / h(n - 1) - valc(2))\
+        - 3 * (a(n - 1,:) - a(n - 2,:)) / h(n - 2);
+
+    c(2:n - 1,:) = trisolve(dg,e,g);
+    c(1,:) = (3 / h(1) * (a(2,:) - a(1,:)) - 3 * valc(1) 
+	      - c(2,:) * h(1)) / (2 * h(1)); 
+    c(n,:) = - (3 / h(n - 1) * (a(n,:) - a(n - 1,:)) - 3 * valc(2) 
+		+ c(n - 1,:) * h(n - 1)) / (2 * h(n - 1));
+    b(1:n - 1,:) = diff (a) ./ h(1:n - 1, idx)\
+      - h(1:n - 1,idx) / 3 .* (c(2:n,:) + 2 * c(1:n - 1,:));
+    d = diff (c) ./ (3 * h(1:n - 1, idx));
+
+  elseif (strcmp(cond,"variational") || strcmp(cond,"second"))
+
+    if ((nargin < 4) || strcmp(cond,"variational"))
+      ## set second derivatives at end points to zero
+      valc = [0, 0];
+    endif
+
+    c(1,:) = valc(1) / 2;
+    c(n,:) = valc(2) / 2;
+
+    g = 3 * diff (a(2:n,:)) ./ h(2:n - 1, idx)\
+      - 3 * diff (a(1:n - 1,:)) ./ h(1:n - 2, idx);
+
+    g(1,:) = g(1,:) - h(1) * c(1,:);
+    g(n - 2,:) = g(n-2,:) - h(n - 1) * c(n,:);
+
+    dg = 2 * (h(1:n - 2) .+ h(2:n - 1));
+    e = h(2:n - 2); 
+    
+    c(2:n - 1,:) = trisolve (dg,e,g);
+    b(1:n - 1,:) = diff (a) ./ h(1:n - 1,idx)\
+      - h(1:n - 1,idx) / 3 .* (c(2:n,:) + 2 * c(1:n - 1,:));
+    d = diff (c) ./ (3 * h(1:n - 1, idx));
+  
+  elseif (strcmp(cond,"periodic"))
+
+    h = [h; h(1)];
+
+    ## XXX FIXME XXX --- the following gives a smoother periodic transition:
+    ##    a(n,:) = a(1,:) = ( a(n,:) + a(1,:) ) / 2;
+    a(n,:) = a(1,:);
+
+    tmp = diff (shift ([a; a(2,:)], -1));
+    g = 3 * tmp(1:n - 1,:) ./ h(2:n,idx)\
+      - 3 * diff (a) ./ h(1:n - 1,idx);
+
+    if (n > 3)
+      dg = 2 * (h(1:n - 1) .+ h(2:n));
+      e = h(2:n - 1);
+      c(2:n,idx) = trisolve(dg,e,g,h(1),h(1));
+    elseif (n == 3)
+      A = [2 * (h(1) + h(2)), (h(1) + h(2));
+          (h(1) + h(2)), 2 * (h(1) + h(2))];
+      c(2:n,idx) = A \ g;
+    endif
+
+    c(1,:) = c(n,:);
+    b = diff (a) ./ h(1:n - 1,idx)\
+      - h(1:n - 1,idx) / 3 .* (c(2:n,:) + 2 * c(1:n - 1,:));
+    b(n,:) = b(1,:);
+    d = diff (c) ./ (3 * h(1:n - 1, idx));
+    d(n,:) = d(1,:);
+
+  elseif (strcmp(cond,"not-a-knot"))
+
+    if (n > 4)
+
+      dg = 2 * (h(1:n - 2) .+ h(2:n - 1));
+      dg(1) = dg(1) - h(1);
+      dg(n - 2) = dg(n-2) - h(n - 1);
+
+      ldg = udg = h(2:n - 2);
+      udg(1) = udg(1) - h(1);
+      ldg(n - 3) = ldg(n-3) - h(n - 1);
+ 
+    elseif (n == 4)
+
+      dg = [h(1) + 2 * h(2), 2 * h(2) + h(3)];
+      ldg = h(2) - h(3);
+      udg = h(2) - h(1);
+
+    endif
+    g = zeros(n - 2,columns(y));
+    g(1,:) = 3 / (h(1) + h(2)) * (a(3,:) - a(2,:)\
+          - h(2) / h(1) * (a(2,:) - a(1,:)));
+    if (n > 4)
+      g(2:n - 3,:) = 3 * diff (a(3:n - 1,:)) ./ h(2:n - 3,idx)\
+        - 3 * diff (a(2:n - 2,:)) ./ h(1:n - 4,idx);
+    endif
+    g(n - 2,:) = 3 / (h(n - 1) + h(n - 2)) *\
+ 	(h(n - 2) / h(n - 1) * (a(n,:) - a(n - 1,:)) -\
+	 (a(n - 1,:) - a(n - 2,:)));
+    c(2:n - 1,:) = trisolve(ldg,dg,udg,g);
+    c(1,:) = c(2,:) + h(1) / h(2) * (c(2,:) - c(3,:));
+    c(n,:) = c(n - 1,:) + h(n - 1) / h(n - 2) * (c(n - 1,:) - c(n - 2,:));
+    b = diff (a) ./ h(1:n - 1, idx)\
+      - h(1:n - 1, idx) / 3 .* (c(2:n,:) + 2 * c(1:n - 1,:));
+    d = diff (c) ./ (3 * h(1:n - 1, idx));
+
+  else
+    msg = sprintf("unknown end condition: %s",cond);
+    error (msg);
+  endif
+
+  d = d(1:n-1,:); c=c(1:n-1,:); b=b(1:n-1,:); a=a(1:n-1,:);
+  coeffs = [d(:), c(:), b(:), a(:)];
+  pp = mkpp (x, coeffs);
+
+endfunction
+
+
+%!shared x,y,cond
+%! x = linspace(0,2*pi,15)'; y = sin(x);
+
+%!assert (ppval(csape(x,y),x), y, 10*eps);
+%!assert (ppval(csape(x,y),x'), y', 10*eps);
+%!assert (ppval(csape(x',y'),x'), y', 10*eps);
+%!assert (ppval(csape(x',y'),x), y, 10*eps);
+%!assert (ppval(csape(x,[y,y]),x), \
+%!	  [ppval(csape(x,y),x),ppval(csape(x,y),x)], 10*eps)
+
+%!test cond='complete';
+%!assert (ppval(csape(x,y,cond),x), y, 10*eps);
+%!assert (ppval(csape(x,y,cond),x'), y', 10*eps);
+%!assert (ppval(csape(x',y',cond),x'), y', 10*eps);
+%!assert (ppval(csape(x',y',cond),x), y, 10*eps);
+%!assert (ppval(csape(x,[y,y],cond),x), \
+%!	  [ppval(csape(x,y,cond),x),ppval(csape(x,y,cond),x)], 10*eps)
+
+%!test cond='variational';
+%!assert (ppval(csape(x,y,cond),x), y, 10*eps);
+%!assert (ppval(csape(x,y,cond),x'), y', 10*eps);
+%!assert (ppval(csape(x',y',cond),x'), y', 10*eps);
+%!assert (ppval(csape(x',y',cond),x), y, 10*eps);
+%!assert (ppval(csape(x,[y,y],cond),x), \
+%!	  [ppval(csape(x,y,cond),x),ppval(csape(x,y,cond),x)], 10*eps)
+
+%!test cond='second';
+%!assert (ppval(csape(x,y,cond),x), y, 10*eps);
+%!assert (ppval(csape(x,y,cond),x'), y', 10*eps);
+%!assert (ppval(csape(x',y',cond),x'), y', 10*eps);
+%!assert (ppval(csape(x',y',cond),x), y, 10*eps);
+%!assert (ppval(csape(x,[y,y],cond),x), \
+%!	  [ppval(csape(x,y,cond),x),ppval(csape(x,y,cond),x)], 10*eps)
+
+%!test cond='periodic';
+%!assert (ppval(csape(x,y,cond),x), y, 10*eps);
+%!assert (ppval(csape(x,y,cond),x'), y', 10*eps);
+%!assert (ppval(csape(x',y',cond),x'), y', 10*eps);
+%!assert (ppval(csape(x',y',cond),x), y, 10*eps);
+%!assert (ppval(csape(x,[y,y],cond),x), \
+%!	  [ppval(csape(x,y,cond),x),ppval(csape(x,y,cond),x)], 10*eps)
+
+%!test cond='not-a-knot';
+%!assert (ppval(csape(x,y,cond),x), y, 10*eps);
+%!assert (ppval(csape(x,y,cond),x'), y', 10*eps);
+%!assert (ppval(csape(x',y',cond),x'), y', 10*eps);
+%!assert (ppval(csape(x',y',cond),x), y, 10*eps);
+%!assert (ppval(csape(x,[y,y],cond),x), \
+%!	  [ppval(csape(x,y,cond),x),ppval(csape(x,y,cond),x)], 10*eps)