Mercurial > hg > octave-lyh
annotate scripts/optimization/fsolve.m @ 8693:e5ffb52c9c61
improve fsolve and add ComplexEqn option
author | Jaroslav Hajek <highegg@gmail.com> |
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date | Fri, 06 Feb 2009 13:45:48 +0100 |
parents | 9c092b111b1d |
children | 5ce12bca4c51 |
rev | line source |
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8590 | 1 ## Copyright (C) 2008, 2009 VZLU Prague, a.s. |
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2 ## |
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3 ## This file is part of Octave. |
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4 ## |
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5 ## Octave is free software; you can redistribute it and/or modify it |
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6 ## under the terms of the GNU General Public License as published by |
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7 ## the Free Software Foundation; either version 3 of the License, or (at |
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8 ## your option) any later version. |
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9 ## |
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10 ## Octave is distributed in the hope that it will be useful, but |
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11 ## WITHOUT ANY WARRANTY; without even the implied warranty of |
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12 ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU |
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13 ## General Public License for more details. |
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14 ## |
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15 ## You should have received a copy of the GNU General Public License |
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16 ## along with Octave; see the file COPYING. If not, see |
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17 ## <http://www.gnu.org/licenses/>. |
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18 ## |
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19 ## Author: Jaroslav Hajek <highegg@gmail.com> |
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20 |
8466 | 21 ## -*- texinfo -*- |
8513 | 22 ## @deftypefn{Function File} {} fsolve (@var{fcn}, @var{x0}, @var{options}) |
8466 | 23 ## @deftypefnx{Function File} {[@var{x}, @var{fvec}, @var{info}, @var{output}, @var{fjac}]} = fsolve (@var{fcn}, @dots{}) |
8513 | 24 ## Solve a system of nonlinear equations defined by the function @var{fcn}. |
8466 | 25 ## @var{fcn} should accepts a vector (array) defining the unknown variables, |
26 ## and return a vector of left-hand sides of the equations. Right-hand sides | |
27 ## are defined to be zeros. | |
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28 ## In other words, this function attempts to determine a vector @var{x} such |
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29 ## that @code{@var{fcn} (@var{x})} gives (approximately) all zeros. |
8466 | 30 ## @var{x0} determines a starting guess. The shape of @var{x0} is preserved |
31 ## in all calls to @var{fcn}, but otherwise it is treated as a column vector. | |
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32 ## @var{options} is a structure specifying additional options. |
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33 ## Currently, @code{fsolve} recognizes these options: |
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34 ## @code{"FunValCheck"}, @code{"OutputFcn"}, @code{"TolX"}, |
8590 | 35 ## @code{"TolFun"}, @code{"MaxIter"}, @code{"MaxFunEvals"}, |
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36 ## @code{"Jacobian"}, @code{"Updating"} and @code{"ComplexEqn"}. |
8466 | 37 ## |
8513 | 38 ## If @code{"Jacobian"} is @code{"on"}, it specifies that @var{fcn}, |
39 ## called with 2 output arguments, also returns the Jacobian matrix | |
40 ## of right-hand sides at the requested point. @code{"TolX"} specifies | |
41 ## the termination tolerance in the unknown variables, while | |
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42 ## @code{"TolFun"} is a tolerance for equations. Default is @code{1e-7} |
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43 ## for both @code{"TolX"} and @code{"TolFun"}. |
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44 ## If @code{"Updating"} is "on", the function will attempt to use Broyden |
8590 | 45 ## updates to update the Jacobian, in order to reduce the amount of jacobian |
46 ## calculations. | |
47 ## If your user function always calculates the Jacobian (regardless of number | |
48 ## of output arguments), this option provides no advantage and should be set to | |
49 ## false. | |
50 ## | |
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51 ## @code{"ComplexEqn"} is @code{"on"}, @code{fsolve} will attempt to solve |
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52 ## complex equations in complex variables, assuming that the equations posess a |
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53 ## complex derivative (i.e. are holomorphic). If this is not what you want, |
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54 ## should unpack the real and imaginary parts of the system to get a real |
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55 ## system. |
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56 ## |
8466 | 57 ## For description of the other options, see @code{optimset}. |
58 ## | |
59 ## On return, @var{fval} contains the value of the function @var{fcn} | |
60 ## evaluated at @var{x}, and @var{info} may be one of the following values: | |
61 ## | |
62 ## @table @asis | |
63 ## @item 1 | |
64 ## Converged to a solution point. Relative residual error is less than specified | |
65 ## by TolFun. | |
66 ## @item 2 | |
67 ## Last relative step size was less that TolX. | |
68 ## @item 3 | |
69 ## Last relative decrease in residual was less than TolF. | |
70 ## @item 0 | |
71 ## Iteration limit exceeded. | |
72 ## @item -3 | |
73 ## The trust region radius became excessively small. | |
74 ## @end table | |
75 ## | |
76 ## Note: If you only have a single nonlinear equation of one variable, using | |
77 ## @code{fzero} is usually a much better idea. | |
8513 | 78 ## @seealso{fzero, optimset} |
8466 | 79 ## @end deftypefn |
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80 |
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81 ## PKG_ADD: __all_opts__ ("fsolve"); |
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82 |
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83 function [x, fvec, info, output, fjac] = fsolve (fcn, x0, options = struct ()) |
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84 |
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85 ## Get default options if requested. |
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86 if (nargin == 1 && ischar (fcn) && strcmp (fcn, 'defaults')) |
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87 x = optimset ("MaxIter", 400, "MaxFunEvals", Inf, \ |
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88 "Jacobian", "off", "TolX", 1.5e-8, "TolFun", 1.5e-8, |
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89 "OutputFcn", [], "Updating", "on", "FunValCheck", "off", |
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90 "ComplexEqn", "off"); |
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91 return; |
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92 endif |
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93 |
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94 if (nargin < 2 || nargin > 3 || ! ismatrix (x0)) |
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95 print_usage (); |
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96 endif |
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97 |
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98 if (ischar (fcn)) |
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99 fcn = str2func (fcn); |
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100 endif |
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101 |
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102 xsiz = size (x0); |
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103 n = numel (x0); |
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104 |
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105 has_jac = strcmpi (optimget (options, "Jacobian", "off"), "on"); |
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106 maxiter = optimget (options, "MaxIter", 400); |
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107 maxfev = optimget (options, "MaxFunEvals", Inf); |
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108 outfcn = optimget (options, "OutputFcn"); |
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109 updating = strcmpi (optimget (options, "Updating", "on"), "on"); |
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110 complexeqn = strcmpi (optimget (options, "ComplexEqn", "off"), "on"); |
8590 | 111 |
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112 funvalchk = strcmpi (optimget (options, "FunValCheck", "off"), "on"); |
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113 |
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114 if (funvalchk) |
8604 | 115 ## Replace fcn with a guarded version. |
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116 fcn = @(x) guarded_eval (fcn, x, complexeqn); |
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117 endif |
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118 |
8466 | 119 ## These defaults are rather stringent. I think that normally, user |
120 ## prefers accuracy to performance. | |
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121 |
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122 macheps = eps (class (x0)); |
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123 |
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124 tolx = optimget (options, "TolX", sqrt (macheps)); |
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125 tolf = optimget (options, "TolFun", sqrt (macheps)); |
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126 |
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127 factor = 100; |
8466 | 128 ## FIXME: TypicalX corresponds to user scaling (???) |
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129 autodg = true; |
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130 |
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131 niter = 1; |
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132 nfev = 0; |
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133 |
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134 x = x0(:); |
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135 info = 0; |
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136 |
8507 | 137 ## Outer loop. |
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138 while (niter < maxiter && nfev < maxfev && ! info) |
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139 |
8507 | 140 ## Calculate function value and Jacobian (possibly via FD). |
141 ## Handle arbitrary shapes of x and f and remember them. | |
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142 if (has_jac) |
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143 [fvec, fjac] = fcn (reshape (x, xsiz)); |
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144 ## If the jacobian is sparse, disable Broyden updating. |
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145 if (issparse (fjac)) |
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146 updating = false; |
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147 endif |
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148 nfev ++; |
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149 else |
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150 [fvec, fjac] = __fdjac__ (fcn, reshape (x, xsiz)); |
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151 nfev += 1 + length (x); |
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152 endif |
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153 fsiz = size (fvec); |
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154 fvec = fvec(:); |
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155 fn = norm (fvec); |
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156 m = length (fvec); |
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157 n = length (x); |
8590 | 158 |
159 ## For square and overdetermined systems, we update a (pivoted) QR | |
160 ## factorization of the jacobian to avoid solving a full system in each | |
161 ## step. In this case, we pass a triangular matrix to __dogleg__. | |
162 ## Pivoted QR is used for slightly better robustness and invariance | |
163 ## w.r.t. permutations of variables. | |
164 useqr = updating && m >= n && n > 10; | |
165 | |
166 if (useqr) | |
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167 ## FIXME: Currently, pivoting is mostly useless because the \ operator |
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168 ## cannot exploit the resulting props of the triangular factor. |
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169 ## Unpivoted QR is significantly faster so it doesn't seem right to pivot |
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170 ## just to get invariance. Original MINPACK didn't pivot either, at least |
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171 ## when qr updating was used. |
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172 [q, r] = qr (fjac, 0); |
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173 endif |
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174 |
8590 | 175 ## Get column norms, use them as scaling factors. |
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176 jcn = norm (fjac, 'columns').'; |
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177 if (niter == 1) |
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178 if (autodg) |
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179 dg = jcn; |
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180 dg(dg == 0) = 1; |
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181 endif |
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182 xn = norm (dg .* x); |
8590 | 183 ## FIXME: something better? |
184 delta = max (factor * xn, 1); | |
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185 endif |
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186 |
8507 | 187 ## Rescale if necessary. |
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188 if (autodg) |
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189 ## FIXME: the original minpack used the following rescaling strategy: |
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190 ## dg = max (dg, jcn); |
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191 ## but it seems not good if we start with a bad guess yielding jacobian |
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192 ## columns with large norms that later decrease, because the corresponding |
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193 ## variable will still be overscaled. So instead, we only give the old |
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194 ## scaling a small momentum, but do not honor it. |
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195 |
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196 dg = max (0.1*dg, jcn); |
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197 |
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198 ## It also seems that in the case of fast (and inhomogeneously) changing |
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199 ## jacobian, the Broyden updates are of little use, so maybe we could |
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200 ## skip them if a big disproportional change is expected. The question is, |
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201 ## of course, how to define the above terms :) |
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202 endif |
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203 |
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204 nfail = 0; |
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205 nsuc = 0; |
8507 | 206 ## Inner loop. |
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207 while (niter <= maxiter && nfev < maxfev && ! info) |
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208 |
8590 | 209 if (useqr) |
210 tr_mat = r; | |
211 tr_vec = q'*fvec; | |
212 else | |
213 tr_mat = fjac; | |
214 tr_vec = fvec; | |
215 endif | |
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216 |
8590 | 217 ## Get trust-region model (dogleg) minimizer. |
218 if (useqr) | |
219 qtf = q'*fvec; | |
220 s = - __dogleg__ (r, qtf, dg, delta); | |
221 w = qtf + r * s; | |
222 else | |
223 s = - __dogleg__ (fjac, fvec, dg, delta); | |
224 w = fvec + fjac * s; | |
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225 endif |
8590 | 226 |
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227 sn = norm (dg .* s); |
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228 if (niter == 1) |
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229 delta = min (delta, sn); |
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230 endif |
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231 |
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232 fvec1 = fcn (reshape (x + s, xsiz)) (:); |
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233 fn1 = norm (fvec1); |
8590 | 234 nfev ++; |
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235 |
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236 if (fn1 < fn) |
8507 | 237 ## Scaled actual reduction. |
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238 actred = 1 - (fn1/fn)^2; |
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239 else |
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240 actred = -1; |
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241 endif |
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242 |
8507 | 243 ## Scaled predicted reduction, and ratio. |
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244 t = norm (w); |
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245 if (t < fn) |
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246 prered = 1 - (t/fn)^2; |
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247 ratio = actred / prered; |
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248 else |
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249 prered = 0; |
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250 ratio = 0; |
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251 endif |
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252 |
8507 | 253 ## Update delta. |
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254 if (ratio < 0.1) |
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255 nsuc = 0; |
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256 nfail ++; |
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257 delta *= 0.5; |
8590 | 258 if (delta <= 1e1*macheps*xn) |
8507 | 259 ## Trust region became uselessly small. |
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260 info = -3; |
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261 break; |
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262 endif |
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263 else |
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264 nfail = 0; |
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265 nsuc ++; |
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266 if (abs (1-ratio) <= 0.1) |
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267 delta = 2*sn; |
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268 elseif (ratio >= 0.5 || nsuc > 1) |
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269 delta = max (delta, 2*sn); |
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270 endif |
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271 endif |
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272 |
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273 if (ratio >= 1e-4) |
8507 | 274 ## Successful iteration. |
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275 x += s; |
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276 xn = norm (dg .* x); |
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277 fvec = fvec1; |
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278 fn = fn1; |
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279 niter ++; |
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280 endif |
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281 |
8590 | 282 ## FIXME: should outputfcn be only called after a successful iteration? |
8615 | 283 if (! isempty (outfcn)) |
8590 | 284 optimvalues.iter = niter; |
285 optimvalues.funccount = nfev; | |
286 optimvalues.fval = fn; | |
287 optimvalues.searchdirection = s; | |
288 state = 'iter'; | |
289 stop = outfcn (x, optimvalues, state); | |
290 if (stop) | |
291 info = -1; | |
292 break; | |
293 endif | |
294 endif | |
295 | |
8466 | 296 ## Tests for termination conditions. A mysterious place, anything |
297 ## can happen if you change something here... | |
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298 |
8466 | 299 ## The rule of thumb (which I'm not sure M*b is quite following) |
300 ## is that for a tolerance that depends on scaling, only 0 makes | |
301 ## sense as a default value. But 0 usually means uselessly long | |
302 ## iterations, so we need scaling-independent tolerances wherever | |
303 ## possible. | |
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304 |
8466 | 305 ## FIXME -- why tolf*n*xn? If abs (e) ~ abs(x) * eps is a vector |
306 ## of perturbations of x, then norm (fjac*e) <= eps*n*xn, i.e. by | |
307 ## tolf ~ eps we demand as much accuracy as we can expect. | |
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308 if (fn <= tolf*n*xn) |
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309 info = 1; |
8466 | 310 ## The following tests done only after successful step. |
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311 elseif (actred > 0) |
8466 | 312 ## This one is classic. Note that we use scaled variables again, |
313 ## but compare to scaled step, so nothing bad. | |
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314 if (sn <= tolx*xn) |
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315 info = 2; |
8466 | 316 ## Again a classic one. It seems weird to use the same tolf |
317 ## for two different tests, but that's what M*b manual appears | |
318 ## to say. | |
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319 elseif (actred < tolf) |
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320 info = 3; |
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321 endif |
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322 endif |
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323 |
8507 | 324 ## Criterion for recalculating jacobian. |
8590 | 325 if (! updating || nfail == 2) |
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326 break; |
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327 endif |
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328 |
8507 | 329 ## Compute the scaled Broyden update. |
8590 | 330 if (useqr) |
331 u = (fvec1 - q*w) / sn; | |
332 v = dg .* ((dg .* s) / sn); | |
333 | |
334 ## Update the QR factorization. | |
335 [q, r] = qrupdate (q, r, u, v); | |
336 else | |
337 u = (fvec1 - w); | |
338 v = dg .* ((dg .* s) / sn); | |
339 | |
340 ## update the jacobian | |
341 fjac += u * v'; | |
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342 endif |
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343 endwhile |
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344 endwhile |
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345 |
8507 | 346 ## Restore original shapes. |
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347 x = reshape (x, xsiz); |
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348 fvec = reshape (fvec, fsiz); |
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349 |
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350 output.iterations = niter; |
8590 | 351 output.funcCount = nfev; |
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352 |
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353 endfunction |
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354 |
8466 | 355 ## An assistant function that evaluates a function handle and checks for |
356 ## bad results. | |
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357 function [fx, jx] = guarded_eval (fun, x, complexeqn) |
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358 if (nargout > 1) |
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359 [fx, jx] = fun (x); |
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360 else |
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361 fx = fun (x); |
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362 jx = [] |
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363 endif |
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364 |
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365 if (! complexeqn && ! (all (isreal (fx(:))) && all (isreal (jx(:))))) |
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366 error ("fsolve:notreal", "fsolve: non-real value encountered"); |
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367 elseif (complexeqn && ! (all (isnumeric (fx(:))) && all (isnumeric(jx(:))))) |
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368 error ("fsolve:notnum", "fsolve: non-numeric value encountered"); |
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369 elseif (any (isnan (fx(:)))) |
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370 error ("fsolve:isnan", "fsolve: NaN value encountered"); |
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371 endif |
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372 endfunction |
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373 |
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374 %!function retval = f (p) |
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375 %! x = p(1); |
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376 %! y = p(2); |
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377 %! z = p(3); |
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378 %! retval = zeros (3, 1); |
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379 %! retval(1) = sin(x) + y**2 + log(z) - 7; |
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380 %! retval(2) = 3*x + 2**y -z**3 + 1; |
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381 %! retval(3) = x + y + z - 5; |
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382 %!test |
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383 %! x_opt = [ 0.599054; |
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384 %! 2.395931; |
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385 %! 2.005014 ]; |
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386 %! tol = 1.0e-5; |
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387 %! [x, fval, info] = fsolve (@f, [ 0.5; 2.0; 2.5 ]); |
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388 %! assert (info > 0); |
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389 %! assert (norm (x - x_opt, Inf) < tol); |
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390 %! assert (norm (fval) < tol); |
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391 |
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392 %!function retval = f (p) |
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393 %! x = p(1); |
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394 %! y = p(2); |
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395 %! z = p(3); |
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396 %! w = p(4); |
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397 %! retval = zeros (4, 1); |
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398 %! retval(1) = 3*x + 4*y + exp (z + w) - 1.007; |
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399 %! retval(2) = 6*x - 4*y + exp (3*z + w) - 11; |
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400 %! retval(3) = x^4 - 4*y^2 + 6*z - 8*w - 20; |
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401 %! retval(4) = x^2 + 2*y^3 + z - w - 4; |
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402 %!test |
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403 %! x_opt = [ -0.767297326653401, 0.590671081117440, 1.47190018629642, -1.52719341133957 ]; |
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404 %! tol = 1.0e-5; |
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405 %! [x, fval, info] = fsolve (@f, [-1, 1, 2, -1]); |
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406 %! assert (info > 0); |
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407 %! assert (norm (x - x_opt, Inf) < tol); |
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408 %! assert (norm (fval) < tol); |
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409 |
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410 %!function retval = f (p) |
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411 %! x = p(1); |
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412 %! y = p(2); |
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413 %! z = p(3); |
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414 %! retval = zeros (3, 1); |
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415 %! retval(1) = sin(x) + y**2 + log(z) - 7; |
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416 %! retval(2) = 3*x + 2**y -z**3 + 1; |
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417 %! retval(3) = x + y + z - 5; |
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418 %! retval(4) = x*x + y - z*log(z) - 1.36; |
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419 %!test |
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420 %! x_opt = [ 0.599054; |
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421 %! 2.395931; |
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422 %! 2.005014 ]; |
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423 %! tol = 1.0e-5; |
8590 | 424 %! [x, fval, info] = fsolve (@f, [ 0.5; 2.0; 2.5 ]); |
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425 %! assert (info > 0); |
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426 %! assert (norm (x - x_opt, Inf) < tol); |
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427 %! assert (norm (fval) < tol); |
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428 |
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429 %!function retval = f (p) |
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430 %! x = p(1); |
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431 %! y = p(2); |
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432 %! z = p(3); |
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433 %! retval = zeros (3, 1); |
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434 %! retval(1) = sin(x) + y**2 + log(z) - 7; |
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435 %! retval(2) = 3*x + 2**y -z**3 + 1; |
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436 %! retval(3) = x + y + z - 5; |
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437 %!test |
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438 %! x_opt = [ 0.599054; |
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439 %! 2.395931; |
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440 %! 2.005014 ]; |
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441 %! tol = 1.0e-5; |
8590 | 442 %! opt = optimset ("Updating", "qrp"); |
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443 %! [x, fval, info] = fsolve (@f, [ 0.5; 2.0; 2.5 ], opt); |
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444 %! assert (info > 0); |
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445 %! assert (norm (x - x_opt, Inf) < tol); |
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446 %! assert (norm (fval) < tol); |
8590 | 447 |
448 %!test | |
449 %! b0 = 3; | |
450 %! a0 = 0.2; | |
451 %! x = 0:.5:5; | |
452 %! noise = 1e-5 * sin (100*x); | |
453 %! y = exp (-a0*x) + b0 + noise; | |
454 %! c_opt = [a0, b0]; | |
455 %! tol = 1e-5; | |
456 %! | |
457 %! [c, fval, info, output] = fsolve (@(c) (exp(-c(1)*x) + c(2) - y), [0, 0]); | |
458 %! assert (info > 0); | |
459 %! assert (norm (c - c_opt, Inf) < tol); | |
460 %! assert (norm (fval) < norm (noise)); | |
461 | |
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462 |
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463 %!function y = cfun (x) |
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464 %! y(1) = (1+i)*x(1)^2 - (1-i)*x(2) - 2; |
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465 %! y(2) = sqrt (x(1)*x(2)) - (1-2i)*x(3) + (3-4i); |
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466 %! y(3) = x(1) * x(2) - x(3)^2 + (3+2i); |
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467 |
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468 %!test |
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469 %! x_opt = [-1+i, 1-i, 2+i]; |
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470 %! x = [i, 1, 1+i]; |
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471 %! |
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472 %! [x, f, info] = fsolve (@cfun, x, optimset ("ComplexEqn", "on")); |
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473 %! tol = 1e-5; |
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474 %! assert (norm (f) < tol); |
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475 %! assert (norm (x - x_opt, Inf) < tol); |
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476 |