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scripts/general/bicubic.m

changeset 10289: 4b124317dc38
parent:eb63fbe60fab
author: John W. Eaton <jwe@octave.org>
date: Tue Feb 09 20:58:55 2010 -0500 (41 minutes ago)
permissions: -rw-r--r--
description: base_properties::set_children: account for hidden children
1## Copyright (C) 2005, 2006, 2007, 2008, 2009 Hoxide Ma
2##
3## This file is part of Octave.
4##
5## Octave is free software; you can redistribute it and/or modify it
6## under the terms of the GNU General Public License as published by
7## the Free Software Foundation; either version 3 of the License, or (at
8## your option) any later version.
9##
10## Octave is distributed in the hope that it will be useful, but
11## WITHOUT ANY WARRANTY; without even the implied warranty of
12## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
13## General Public License for more details.
14##
15## You should have received a copy of the GNU General Public License
16## along with Octave; see the file COPYING. If not, see
17## <http://www.gnu.org/licenses/>.
18
19## -*- texinfo -*-
20## @deftypefn {Function File} {@var{zi} =} bicubic (@var{x}, @var{y}, @var{z}, @var{xi}, @var{yi}, @var{extrapval})
21##
22## Return a matrix @var{zi} corresponding to the bicubic
23## interpolations at @var{xi} and @var{yi} of the data supplied
24## as @var{x}, @var{y} and @var{z}. Points outside the grid are set
25## to @var{extrapval}.
26##
27## See @url{http://wiki.woodpecker.org.cn/moin/Octave/Bicubic}
28## for further information.
29## @seealso{interp2}
30## @end deftypefn
31
32## Bicubic interpolation method.
33## Author: Hoxide Ma <hoxide_dirac@yahoo.com.cn>
34
35function F = bicubic (X, Y, Z, XI, YI, extrapval, spline_alpha)
36
37 if (nargin < 1 || nargin > 7)
38 print_usage ();
39 endif
40
41 if (nargin == 7 && isscalar(spline_alpha))
42 a = spline_alpha
43 else
44 a = 0.5;
45 endif
46
47 if (nargin < 6)
48 extrapval = NaN;
49 endif
50
51 if (isa (X, "single") || isa (Y, "single") || isa (Z, "single") ||
52 isa (XI, "single") || isa (YI, "single"))
53 myeps = eps("single");
54 else
55 myeps = eps;
56 endif
57
58 if (nargin <= 2)
59 ## bicubic (Z) or bicubic (Z, 2)
60 if (nargin == 1)
61 n = 1;
62 else
63 n = Y;
64 endif
65 Z = X;
66 X = [];
67 [rz, cz] = size (Z);
68 s = linspace (1, cz, (cz-1)*pow2(n)+1);
69 t = linspace (1, rz, (rz-1)*pow2(n)+1);
70 elseif (nargin == 3)
71 if (! isvector (X) || ! isvector (Y))
72 error ("XI and YI must be vector");
73 endif
74 s = Y;
75 t = Z;
76 Z = X;
77 [rz, cz] = size (Z);
78 elseif (nargin == 5 || nargin == 6)
79 [rz, cz] = size (Z) ;
80 if (isvector (X) && isvector (Y))
81 if (rz != length (Y) || cz != length (X))
82 error ("length of X and Y must match the size of Z");
83 endif
84 elseif (size_equal (X, Y) && size_equal (X, Z))
85 X = X(1,:);
86 Y = Y(:,1);
87 else
88 error ("X, Y and Z must be martrices of same size");
89 endif
90
91 ## Mark values outside the lookup table.
92 xfirst_ind = find (XI < X(1));
93 xlast_ind = find (XI > X(cz));
94 yfirst_ind = find (YI < Y(1));
95 ylast_ind = find (YI > Y(rz));
96 ## Set value outside the table preliminary to min max index.
97 XI(xfirst_ind) = X(1);
98 XI(xlast_ind) = X(cz);
99 YI(yfirst_ind) = Y(1);
100 YI(ylast_ind) = Y(rz);
101
102
103 X = reshape (X, 1, cz);
104 X(cz) *= 1 + sign (X(cz))*myeps;
105 if (X(cz) == 0)
106 X(cz) = myeps;
107 endif;
108 XI = reshape (XI, 1, length (XI));
109 [m, i] = sort ([X, XI]);
110 o = cumsum (i <= cz);
111 xidx = o(find (i > cz));
112
113 Y = reshape (Y, rz, 1);
114 Y(rz) *= 1 + sign (Y(rz))*myeps;
115 if (Y(rz) == 0)
116 Y(rz) = myeps;
117 endif;
118 YI = reshape (YI, length (YI), 1);
119 [m, i] = sort ([Y; YI]);
120 o = cumsum (i <= rz);
121 yidx = o([find(i > rz)]);
122
123 ## Set s and t used follow codes.
124 s = xidx + ((XI .- X(xidx))./(X(xidx+1) .- X(xidx)));
125 t = yidx + ((YI - Y(yidx))./(Y(yidx+1) - Y(yidx)));
126 else
127 print_usage ();
128 endif
129
130 if (rz < 3 || cz < 3)
131 error ("Z at least a 3 by 3 matrices");
132 endif
133
134 inds = floor (s);
135 d = find (s == cz);
136 s = s - floor (s);
137 inds(d) = cz-1;
138 s(d) = 1.0;
139
140 d = [];
141 indt = floor (t);
142 d = find (t == rz);
143 t = t - floor (t);
144 indt(d) = rz-1;
145 t(d) = 1.0;
146 d = [];
147
148 p = zeros (size (Z) + 2);
149 p(2:rz+1,2:cz+1) = Z;
150 p(1,:) = (6*(1-a))*p(2,:) - 3*p(3,:) + (6*a-2)*p(4,:);
151 p(rz+2,:) = (6*(1-a))*p(rz+1,:) - 3*p(rz,:) + (6*a-2)*p(rz-1,:);
152 p(:,1) = (6*(1-a))*p(:,2) - 3*p(:,3) + (6*a-2)*p(:,4);
153 p(:,cz+2) = (6*(1-a))*p(:,cz+1) - 3*p(:,cz) + (6*a-2)*p(:,cz-1);
154
155 ## Calculte the C1(t) C2(t) C3(t) C4(t) and C1(s) C2(s) C3(s) C4(s).
156 t2 = t.*t;
157 t3 = t2.*t;
158
159 ct0 = -a .* t3 + (2 * a) .* t2 - a .* t ; # -a G0
160 ct1 = (2-a) .* t3 + (-3+a) .* t2 + 1 ; # F0 - a G1
161 ct2 = (a-2) .* t3 + (-2 *a + 3) .* t2 + a .* t ; # F1 + a G0
162 ct3 = a .* t3 - a .* t2; # a G1
163 t = []; t2 = []; t3 = [];
164
165 s2 = s.*s;
166 s3 = s2.*s;
167
168 cs0 = -a .* s3 + (2 * a) .* s2 - a .*s ; # -a G0
169 cs1 = (2-a) .* s3 + (-3 + a) .* s2 + 1 ; # F0 - a G1
170 cs2 = (a-2) .* s3 + (-2 *a + 3) .* s2 + a .*s ; # F1 + a G0
171 cs3 = a .* s3 - a .* s2; # a G1
172 s = []; s2 = []; s3 = [];
173
174 cs0 = cs0([1,1,1,1],:);
175 cs1 = cs1([1,1,1,1],:);
176 cs2 = cs2([1,1,1,1],:);
177 cs3 = cs3([1,1,1,1],:);
178
179 lent = length (ct0);
180 lens = length (cs0);
181 F = zeros (lent, lens);
182
183 for i = 1:lent
184 it = indt(i);
185 int = [it, it+1, it+2, it+3];
186 F(i,:) = ([ct0(i),ct1(i),ct2(i),ct3(i)]
187 * (p(int,inds) .* cs0 + p(int,inds+1) .* cs1
188 + p(int,inds+2) .* cs2 + p(int,inds+3) .* cs3));
189 endfor
190
191 ## Set points outside the table to extrapval.
192 if (! (isempty (xfirst_ind) && isempty (xlast_ind)))
193 F(:, [xfirst_ind, xlast_ind]) = extrapval;
194 endif
195 if (! (isempty (yfirst_ind) && isempty (ylast_ind)))
196 F([yfirst_ind; ylast_ind], :) = extrapval;
197 endif
198
199endfunction
200
201%!demo
202%! A=[13,-1,12;5,4,3;1,6,2];
203%! x=[0,1,4]+10; y=[-10,-9,-8];
204%! xi=linspace(min(x),max(x),17);
205%! yi=linspace(min(y),max(y),26)';
206%! mesh(xi,yi,bicubic(x,y,A,xi,yi));
207%! [x,y] = meshgrid(x,y);
208%! hold on; plot3(x(:),y(:),A(:),"b*"); hold off;