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author | Chris Cannam |
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date | Tue, 18 Oct 2016 13:40:26 +0100 |
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3 <!-- This manual is for FFTW | |
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25 <title>FFTW 3.3.5: The Halfcomplex-format DFT</title> | |
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72 <a name="The-Halfcomplex_002dformat-DFT"></a> | |
73 <div class="header"> | |
74 <p> | |
75 Next: <a href="Real-even_002fodd-DFTs-_0028cosine_002fsine-transforms_0029.html#Real-even_002fodd-DFTs-_0028cosine_002fsine-transforms_0029" accesskey="n" rel="next">Real even/odd DFTs (cosine/sine transforms)</a>, Previous: <a href="More-DFTs-of-Real-Data.html#More-DFTs-of-Real-Data" accesskey="p" rel="prev">More DFTs of Real Data</a>, Up: <a href="More-DFTs-of-Real-Data.html#More-DFTs-of-Real-Data" accesskey="u" rel="up">More DFTs of Real Data</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="The-Halfcomplex_002dformat-DFT-1"></a> | |
79 <h4 class="subsection">2.5.1 The Halfcomplex-format DFT</h4> | |
80 | |
81 <p>An r2r kind of <code>FFTW_R2HC</code> (<em>r2hc</em>) corresponds to an r2c DFT | |
82 <a name="index-FFTW_005fR2HC"></a> | |
83 <a name="index-r2c-1"></a> | |
84 <a name="index-r2hc"></a> | |
85 (see <a href="One_002dDimensional-DFTs-of-Real-Data.html#One_002dDimensional-DFTs-of-Real-Data">One-Dimensional DFTs of Real Data</a>) but with “halfcomplex” | |
86 format output, and may sometimes be faster and/or more convenient than | |
87 the latter. | |
88 <a name="index-halfcomplex-format-1"></a> | |
89 The inverse <em>hc2r</em> transform is of kind <code>FFTW_HC2R</code>. | |
90 <a name="index-FFTW_005fHC2R"></a> | |
91 <a name="index-hc2r"></a> | |
92 This consists of the non-redundant half of the complex output for a 1d | |
93 real-input DFT of size <code>n</code>, stored as a sequence of <code>n</code> real | |
94 numbers (<code>double</code>) in the format: | |
95 </p> | |
96 <p align=center> | |
97 r<sub>0</sub>, r<sub>1</sub>, r<sub>2</sub>, ..., r<sub>n/2</sub>, i<sub>(n+1)/2-1</sub>, ..., i<sub>2</sub>, i<sub>1</sub> | |
98 </p> | |
99 <p>Here, | |
100 r<sub>k</sub>is the real part of the <em>k</em>th output, and | |
101 i<sub>k</sub>is the imaginary part. (Division by 2 is rounded down.) For a | |
102 halfcomplex array <code>hc[n]</code>, the <em>k</em>th component thus has its | |
103 real part in <code>hc[k]</code> and its imaginary part in <code>hc[n-k]</code>, with | |
104 the exception of <code>k</code> <code>==</code> <code>0</code> or <code>n/2</code> (the latter | |
105 only if <code>n</code> is even)—in these two cases, the imaginary part is | |
106 zero due to symmetries of the real-input DFT, and is not stored. | |
107 Thus, the r2hc transform of <code>n</code> real values is a halfcomplex array of | |
108 length <code>n</code>, and vice versa for hc2r. | |
109 <a name="index-normalization-2"></a> | |
110 </p> | |
111 | |
112 <p>Aside from the differing format, the output of | |
113 <code>FFTW_R2HC</code>/<code>FFTW_HC2R</code> is otherwise exactly the same as for | |
114 the corresponding 1d r2c/c2r transform | |
115 (i.e. <code>FFTW_FORWARD</code>/<code>FFTW_BACKWARD</code> transforms, respectively). | |
116 Recall that these transforms are unnormalized, so r2hc followed by hc2r | |
117 will result in the original data multiplied by <code>n</code>. Furthermore, | |
118 like the c2r transform, an out-of-place hc2r transform will | |
119 <em>destroy its input</em> array. | |
120 </p> | |
121 <p>Although these halfcomplex transforms can be used with the | |
122 multi-dimensional r2r interface, the interpretation of such a separable | |
123 product of transforms along each dimension is problematic. For example, | |
124 consider a two-dimensional <code>n0</code> by <code>n1</code>, r2hc by r2hc | |
125 transform planned by <code>fftw_plan_r2r_2d(n0, n1, in, out, FFTW_R2HC, | |
126 FFTW_R2HC, FFTW_MEASURE)</code>. Conceptually, FFTW first transforms the rows | |
127 (of size <code>n1</code>) to produce halfcomplex rows, and then transforms the | |
128 columns (of size <code>n0</code>). Half of these column transforms, however, | |
129 are of imaginary parts, and should therefore be multiplied by <em>i</em> | |
130 and combined with the r2hc transforms of the real columns to produce the | |
131 2d DFT amplitudes; FFTW’s r2r transform does <em>not</em> perform this | |
132 combination for you. Thus, if a multi-dimensional real-input/output DFT | |
133 is required, we recommend using the ordinary r2c/c2r | |
134 interface (see <a href="Multi_002dDimensional-DFTs-of-Real-Data.html#Multi_002dDimensional-DFTs-of-Real-Data">Multi-Dimensional DFTs of Real Data</a>). | |
135 </p> | |
136 <hr> | |
137 <div class="header"> | |
138 <p> | |
139 Next: <a href="Real-even_002fodd-DFTs-_0028cosine_002fsine-transforms_0029.html#Real-even_002fodd-DFTs-_0028cosine_002fsine-transforms_0029" accesskey="n" rel="next">Real even/odd DFTs (cosine/sine transforms)</a>, Previous: <a href="More-DFTs-of-Real-Data.html#More-DFTs-of-Real-Data" accesskey="p" rel="prev">More DFTs of Real Data</a>, Up: <a href="More-DFTs-of-Real-Data.html#More-DFTs-of-Real-Data" accesskey="u" rel="up">More DFTs of Real Data</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> | |
140 </div> | |
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