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comparison src/fftw-3.3.5/doc/html/1d-Real_002deven-DFTs-_0028DCTs_0029.html @ 42:2cd0e3b3e1fd
Current fftw source
| author | Chris Cannam | 
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| date | Tue, 18 Oct 2016 13:40:26 +0100 | 
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| 41:481f5f8c5634 | 42:2cd0e3b3e1fd | 
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| 1 <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd"> | |
| 2 <html> | |
| 3 <!-- This manual is for FFTW | |
| 4 (version 3.3.5, 30 July 2016). | |
| 5 | |
| 6 Copyright (C) 2003 Matteo Frigo. | |
| 7 | |
| 8 Copyright (C) 2003 Massachusetts Institute of Technology. | |
| 9 | |
| 10 Permission is granted to make and distribute verbatim copies of this | |
| 11 manual provided the copyright notice and this permission notice are | |
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| 14 Permission is granted to copy and distribute modified versions of this | |
| 15 manual under the conditions for verbatim copying, provided that the | |
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| 17 permission notice identical to this one. | |
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| 19 Permission is granted to copy and distribute translations of this manual | |
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| 22 approved by the Free Software Foundation. --> | |
| 23 <!-- Created by GNU Texinfo 5.2, http://www.gnu.org/software/texinfo/ --> | |
| 24 <head> | |
| 25 <title>FFTW 3.3.5: 1d Real-even DFTs (DCTs)</title> | |
| 26 | |
| 27 <meta name="description" content="FFTW 3.3.5: 1d Real-even DFTs (DCTs)"> | |
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| 35 <link href="index.html#SEC_Contents" rel="contents" title="Table of Contents"> | |
| 36 <link href="What-FFTW-Really-Computes.html#What-FFTW-Really-Computes" rel="up" title="What FFTW Really Computes"> | |
| 37 <link href="1d-Real_002dodd-DFTs-_0028DSTs_0029.html#g_t1d-Real_002dodd-DFTs-_0028DSTs_0029" rel="next" title="1d Real-odd DFTs (DSTs)"> | |
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| 69 </head> | |
| 70 | |
| 71 <body lang="en" bgcolor="#FFFFFF" text="#000000" link="#0000FF" vlink="#800080" alink="#FF0000"> | |
| 72 <a name="g_t1d-Real_002deven-DFTs-_0028DCTs_0029"></a> | |
| 73 <div class="header"> | |
| 74 <p> | |
| 75 Next: <a href="1d-Real_002dodd-DFTs-_0028DSTs_0029.html#g_t1d-Real_002dodd-DFTs-_0028DSTs_0029" accesskey="n" rel="next">1d Real-odd DFTs (DSTs)</a>, Previous: <a href="The-1d-Real_002ddata-DFT.html#The-1d-Real_002ddata-DFT" accesskey="p" rel="prev">The 1d Real-data DFT</a>, Up: <a href="What-FFTW-Really-Computes.html#What-FFTW-Really-Computes" accesskey="u" rel="up">What FFTW Really Computes</a>   [<a href="index.html#SEC_Contents" title="Table of contents" rel="contents">Contents</a>][<a href="Concept-Index.html#Concept-Index" title="Index" rel="index">Index</a>]</p> | |
| 76 </div> | |
| 77 <hr> | |
| 78 <a name="g_t1d-Real_002deven-DFTs-_0028DCTs_0029-1"></a> | |
| 79 <h4 class="subsection">4.8.3 1d Real-even DFTs (DCTs)</h4> | |
| 80 | |
| 81 <p>The Real-even symmetry DFTs in FFTW are exactly equivalent to the unnormalized | |
| 82 forward (and backward) DFTs as defined above, where the input array | |
| 83 <em>X</em> of length <em>N</em> is purely real and is also <em>even</em> symmetry. In | |
| 84 this case, the output array is likewise real and even symmetry. | |
| 85 <a name="index-real_002deven-DFT-1"></a> | |
| 86 <a name="index-REDFT-1"></a> | |
| 87 </p> | |
| 88 | |
| 89 <a name="index-REDFT00"></a> | |
| 90 <p>For the case of <code>REDFT00</code>, this even symmetry means that | |
| 91 <i>X<sub>j</sub> = X<sub>N-j</sub></i>,where we take <em>X</em> to be periodic so that | |
| 92 <i>X<sub>N</sub> = X</i><sub>0</sub>.Because of this redundancy, only the first <em>n</em> real numbers are | |
| 93 actually stored, where <em>N = 2(n-1)</em>. | |
| 94 </p> | |
| 95 <p>The proper definition of even symmetry for <code>REDFT10</code>, | |
| 96 <code>REDFT01</code>, and <code>REDFT11</code> transforms is somewhat more intricate | |
| 97 because of the shifts by <em>1/2</em> of the input and/or output, although | |
| 98 the corresponding boundary conditions are given in <a 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>. Because of the even symmetry, however, | |
| 99 the sine terms in the DFT all cancel and the remaining cosine terms are | |
| 100 written explicitly below. This formulation often leads people to call | |
| 101 such a transform a <em>discrete cosine transform</em> (DCT), although it is | |
| 102 really just a special case of the DFT. | |
| 103 <a name="index-discrete-cosine-transform-2"></a> | |
| 104 <a name="index-DCT-2"></a> | |
| 105 </p> | |
| 106 | |
| 107 <p>In each of the definitions below, we transform a real array <em>X</em> of | |
| 108 length <em>n</em> to a real array <em>Y</em> of length <em>n</em>: | |
| 109 </p> | |
| 110 <a name="REDFT00-_0028DCT_002dI_0029"></a> | |
| 111 <h4 class="subsubheading">REDFT00 (DCT-I)</h4> | |
| 112 <a name="index-REDFT00-1"></a> | |
| 113 <p>An <code>REDFT00</code> transform (type-I DCT) in FFTW is defined by: | |
| 114 <center><img src="equation-redft00.png" align="top">.</center>Note that this transform is not defined for <em>n=1</em>. For <em>n=2</em>, | |
| 115 the summation term above is dropped as you might expect. | |
| 116 </p> | |
| 117 <a name="REDFT10-_0028DCT_002dII_0029"></a> | |
| 118 <h4 class="subsubheading">REDFT10 (DCT-II)</h4> | |
| 119 <a name="index-REDFT10"></a> | |
| 120 <p>An <code>REDFT10</code> transform (type-II DCT, sometimes called “the” DCT) in FFTW is defined by: | |
| 121 <center><img src="equation-redft10.png" align="top">.</center></p> | |
| 122 <a name="REDFT01-_0028DCT_002dIII_0029"></a> | |
| 123 <h4 class="subsubheading">REDFT01 (DCT-III)</h4> | |
| 124 <a name="index-REDFT01"></a> | |
| 125 <p>An <code>REDFT01</code> transform (type-III DCT) in FFTW is defined by: | |
| 126 <center><img src="equation-redft01.png" align="top">.</center>In the case of <em>n=1</em>, this reduces to | |
| 127 <i>Y</i><sub>0</sub> = <i>X</i><sub>0</sub>.Up to a scale factor (see below), this is the inverse of <code>REDFT10</code> (“the” DCT), and so the <code>REDFT01</code> (DCT-III) is sometimes called the “IDCT”. | |
| 128 <a name="index-IDCT-3"></a> | |
| 129 </p> | |
| 130 <a name="REDFT11-_0028DCT_002dIV_0029"></a> | |
| 131 <h4 class="subsubheading">REDFT11 (DCT-IV)</h4> | |
| 132 <a name="index-REDFT11"></a> | |
| 133 <p>An <code>REDFT11</code> transform (type-IV DCT) in FFTW is defined by: | |
| 134 <center><img src="equation-redft11.png" align="top">.</center></p> | |
| 135 <a name="Inverses-and-Normalization"></a> | |
| 136 <h4 class="subsubheading">Inverses and Normalization</h4> | |
| 137 | |
| 138 <p>These definitions correspond directly to the unnormalized DFTs used | |
| 139 elsewhere in FFTW (hence the factors of <em>2</em> in front of the | |
| 140 summations). The unnormalized inverse of <code>REDFT00</code> is | |
| 141 <code>REDFT00</code>, of <code>REDFT10</code> is <code>REDFT01</code> and vice versa, and | |
| 142 of <code>REDFT11</code> is <code>REDFT11</code>. Each unnormalized inverse results | |
| 143 in the original array multiplied by <em>N</em>, where <em>N</em> is the | |
| 144 <em>logical</em> DFT size. For <code>REDFT00</code>, <em>N=2(n-1)</em> (note that | |
| 145 <em>n=1</em> is not defined); otherwise, <em>N=2n</em>. | |
| 146 <a name="index-normalization-10"></a> | |
| 147 </p> | |
| 148 | |
| 149 <p>In defining the discrete cosine transform, some authors also include | |
| 150 additional factors of | |
| 151 √2(or its inverse) multiplying selected inputs and/or outputs. This is a | |
| 152 mostly cosmetic change that makes the transform orthogonal, but | |
| 153 sacrifices the direct equivalence to a symmetric DFT. | |
| 154 </p> | |
| 155 <hr> | |
| 156 <div class="header"> | |
| 157 <p> | |
| 158 Next: <a href="1d-Real_002dodd-DFTs-_0028DSTs_0029.html#g_t1d-Real_002dodd-DFTs-_0028DSTs_0029" accesskey="n" rel="next">1d Real-odd DFTs (DSTs)</a>, Previous: <a href="The-1d-Real_002ddata-DFT.html#The-1d-Real_002ddata-DFT" accesskey="p" rel="prev">The 1d Real-data DFT</a>, Up: <a href="What-FFTW-Really-Computes.html#What-FFTW-Really-Computes" accesskey="u" rel="up">What FFTW Really Computes</a>   [<a href="index.html#SEC_Contents" title="Table of contents" rel="contents">Contents</a>][<a href="Concept-Index.html#Concept-Index" title="Index" rel="index">Index</a>]</p> | |
| 159 </div> | |
| 160 | |
| 161 | |
| 162 | |
| 163 </body> | |
| 164 </html> | 
