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author | Chris Cannam |
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date | Wed, 20 Mar 2013 15:35:50 +0000 |
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1 <html lang="en"> | |
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3 <title>More DFTs of Real Data - FFTW 3.3.3</title> | |
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11 <!-- | |
12 This manual is for FFTW | |
13 (version 3.3.3, 25 November 2012). | |
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15 Copyright (C) 2003 Matteo Frigo. | |
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17 Copyright (C) 2003 Massachusetts Institute of Technology. | |
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48 <a name="More-DFTs-of-Real-Data"></a> | |
49 <p> | |
50 Previous: <a rel="previous" accesskey="p" href="Multi_002dDimensional-DFTs-of-Real-Data.html#Multi_002dDimensional-DFTs-of-Real-Data">Multi-Dimensional DFTs of Real Data</a>, | |
51 Up: <a rel="up" accesskey="u" href="Tutorial.html#Tutorial">Tutorial</a> | |
52 <hr> | |
53 </div> | |
54 | |
55 <h3 class="section">2.5 More DFTs of Real Data</h3> | |
56 | |
57 <ul class="menu"> | |
58 <li><a accesskey="1" href="The-Halfcomplex_002dformat-DFT.html#The-Halfcomplex_002dformat-DFT">The Halfcomplex-format DFT</a> | |
59 <li><a accesskey="2" href="Real-even_002fodd-DFTs-_0028cosine_002fsine-transforms_0029.html#Real-even_002fodd-DFTs-_0028cosine_002fsine-transforms_0029">Real even/odd DFTs (cosine/sine transforms)</a> | |
60 <li><a accesskey="3" href="The-Discrete-Hartley-Transform.html#The-Discrete-Hartley-Transform">The Discrete Hartley Transform</a> | |
61 </ul> | |
62 | |
63 <p>FFTW supports several other transform types via a unified <dfn>r2r</dfn> | |
64 (real-to-real) interface, | |
65 <a name="index-r2r-65"></a>so called because it takes a real (<code>double</code>) array and outputs a | |
66 real array of the same size. These r2r transforms currently fall into | |
67 three categories: DFTs of real input and complex-Hermitian output in | |
68 halfcomplex format, DFTs of real input with even/odd symmetry | |
69 (a.k.a. discrete cosine/sine transforms, DCTs/DSTs), and discrete | |
70 Hartley transforms (DHTs), all described in more detail by the | |
71 following sections. | |
72 | |
73 <p>The r2r transforms follow the by now familiar interface of creating an | |
74 <code>fftw_plan</code>, executing it with <code>fftw_execute(plan)</code>, and | |
75 destroying it with <code>fftw_destroy_plan(plan)</code>. Furthermore, all | |
76 r2r transforms share the same planner interface: | |
77 | |
78 <pre class="example"> fftw_plan fftw_plan_r2r_1d(int n, double *in, double *out, | |
79 fftw_r2r_kind kind, unsigned flags); | |
80 fftw_plan fftw_plan_r2r_2d(int n0, int n1, double *in, double *out, | |
81 fftw_r2r_kind kind0, fftw_r2r_kind kind1, | |
82 unsigned flags); | |
83 fftw_plan fftw_plan_r2r_3d(int n0, int n1, int n2, | |
84 double *in, double *out, | |
85 fftw_r2r_kind kind0, | |
86 fftw_r2r_kind kind1, | |
87 fftw_r2r_kind kind2, | |
88 unsigned flags); | |
89 fftw_plan fftw_plan_r2r(int rank, const int *n, double *in, double *out, | |
90 const fftw_r2r_kind *kind, unsigned flags); | |
91 </pre> | |
92 <p><a name="index-fftw_005fplan_005fr2r_005f1d-66"></a><a name="index-fftw_005fplan_005fr2r_005f2d-67"></a><a name="index-fftw_005fplan_005fr2r_005f3d-68"></a><a name="index-fftw_005fplan_005fr2r-69"></a> | |
93 Just as for the complex DFT, these plan 1d/2d/3d/multi-dimensional | |
94 transforms for contiguous arrays in row-major order, transforming (real) | |
95 input to output of the same size, where <code>n</code> specifies the | |
96 <em>physical</em> dimensions of the arrays. All positive <code>n</code> are | |
97 supported (with the exception of <code>n=1</code> for the <code>FFTW_REDFT00</code> | |
98 kind, noted in the real-even subsection below); products of small | |
99 factors are most efficient (factorizing <code>n-1</code> and <code>n+1</code> for | |
100 <code>FFTW_REDFT00</code> and <code>FFTW_RODFT00</code> kinds, described below), but | |
101 an <i>O</i>(<i>n</i> log <i>n</i>) algorithm is used even for prime sizes. | |
102 | |
103 <p>Each dimension has a <dfn>kind</dfn> parameter, of type | |
104 <code>fftw_r2r_kind</code>, specifying the kind of r2r transform to be used | |
105 for that dimension. | |
106 <a name="index-kind-_0028r2r_0029-70"></a><a name="index-fftw_005fr2r_005fkind-71"></a>(In the case of <code>fftw_plan_r2r</code>, this is an array <code>kind[rank]</code> | |
107 where <code>kind[i]</code> is the transform kind for the dimension | |
108 <code>n[i]</code>.) The kind can be one of a set of predefined constants, | |
109 defined in the following subsections. | |
110 | |
111 <p>In other words, FFTW computes the separable product of the specified | |
112 r2r transforms over each dimension, which can be used e.g. for partial | |
113 differential equations with mixed boundary conditions. (For some r2r | |
114 kinds, notably the halfcomplex DFT and the DHT, such a separable | |
115 product is somewhat problematic in more than one dimension, however, | |
116 as is described below.) | |
117 | |
118 <p>In the current version of FFTW, all r2r transforms except for the | |
119 halfcomplex type are computed via pre- or post-processing of | |
120 halfcomplex transforms, and they are therefore not as fast as they | |
121 could be. Since most other general DCT/DST codes employ a similar | |
122 algorithm, however, FFTW's implementation should provide at least | |
123 competitive performance. | |
124 | |
125 <!-- =========> --> | |
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