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+ − 11 <title>Upsampling a time-series AO (LTPDA Toolbox)</title>
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+ − 13 <meta name="generator" content="DocBook XSL Stylesheets V1.52.2">
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+ − 14 <meta name="description" content=
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+ − 15 "Presents an overview of the features, system requirements, and starting the toolbox.">
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+ − 16 </head>
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+ − 19 <a name="top_of_page" id="top_of_page"></a>
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+ − 20
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+ − 21 <p style="font-size:1px;"> </p>
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+ − 22
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+ − 23 <table class="nav" summary="Navigation aid" border="0" width=
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+ − 24 "100%" cellpadding="0" cellspacing="0">
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+ − 25 <tr>
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+ − 26 <td valign="baseline"><b>LTPDA Toolbox</b></td><td><a href="../helptoc.html">contents</a></td>
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+ − 28 <td valign="baseline" align="right"><a href=
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+ − 29 "ltpda_training_topic_2_1.html"><img src="b_prev.gif" border="0" align=
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+ − 30 "bottom" alt="Downsampling a time-series AO"></a> <a href=
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+ − 31 "ltpda_training_topic_2_3.html"><img src="b_next.gif" border="0" align=
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+ − 32 "bottom" alt="Resampling a time-series AO"></a></td>
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+ − 33 </tr>
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+ − 34 </table>
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+ − 35
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+ − 36 <h1 class="title"><a name="f3-12899" id="f3-12899"></a>Upsampling a time-series AO</h1>
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+ − 37 <hr>
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+ − 38
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+ − 39 <p>
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+ − 40 <p>
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+ − 41 Upsampling increases the sampling rate of the input AOs by an integer factor
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+ − 42 </p>
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+ − 43
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+ − 44 <p>The <tt>ao/upsample</tt> method can take the following parameters:
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+ − 45 <table cellspacing="0" class="body" cellpadding="2" border="0" width="80%">
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+ − 46 <colgroup>
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+ − 47 <col width="25%"/>
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+ − 48 <col width="75%"/>
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+ − 49 </colgroup>
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+ − 50 <thead>
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+ − 51 <tr valign="top">
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+ − 52 <th class="categorylist">Key</th>
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+ − 53 <th class="categorylist">Description</th>
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+ − 54 </tr>
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+ − 55 </thead>
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+ − 56 <tbody>
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+ − 57 <!-- Key 'N' -->
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+ − 58 <tr valign="top">
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+ − 59 <td bgcolor="#f3f4f5">
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+ − 60 <p><tt>N</tt></p>
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+ − 61 </td>
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+ − 62 <td bgcolor="#f3f4f5">
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+ − 63 <p>The upsample factor. The algorithm places 'N-1' zeros between each of the original samples.</p>
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+ − 64 </td>
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+ − 65 </tr>
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+ − 66 <!-- Key 'offset' -->
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+ − 67 <tr valign="top">
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+ − 68 <td bgcolor="#f3f4f5">
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+ − 69 <p><tt>PHASE</tt></p>
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+ − 70 </td>
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+ − 71 <td bgcolor="#f3f4f5">
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+ − 72 <p>This parameter specifies an additional sample offet. The value must be between 0 and N-1.</p>
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+ − 73 </td>
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+ − 74 </tr>
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+ − 75 </tbody>
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+ − 76 </table>
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+ − 77 </p>
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+ − 78 <h2>Example 1</h2>
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+ − 79 <p>
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+ − 80 We will upsample a sine-wave by a factor of 3 with no initial phase offset.
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+ − 81 </p>
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+ − 82 <p>
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+ − 83 Start by creating a sine-wave at 1Hz with a 30Hz sample rate and 10 seconds long. We can use
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+ − 84 the <tt>ao</tt> "From Waveform" parameter set to do this. (Equally, we can do this with the "From Time-series Function"
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+ − 85 parameter set.)
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+ − 86 </p>
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+ − 87 <div class="fragment"><pre>
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+ − 88 pl = plist(<span class="string">'Waveform'</span>, <span class="string">'sine wave'</span>, <span class="string">'f'</span>, 1, <span class="string">'fs'</span>, 30, <span class="string">'nsecs'</span>, 10);
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+ − 89 x = ao(pl);</pre></div>
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+ − 90 <p>
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+ − 91 Now we can proceed to upsample this data by a factor 3. This will place 2 zero samples between each of the
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+ − 92 original samples.
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+ − 93 </p>
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+ − 94 <div class="fragment"><pre>
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+ − 95 pl_up = plist(<span class="string">'N'</span>, 3); <span class="comment">% increase the sampling frequency by a factor of 10</span>
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+ − 96 x_up = upsample(x, pl_up); <span class="comment">% resample the input AO (x) to obtain the upsampled AO (y) </span>
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+ − 97 iplot(x, x_up, plist(<span class="string">'XRanges'</span>, [0 1], <span class="string">'Markers'</span>, {<span class="string">'o'</span>, <span class="string">'s'</span>})) <span class="comment">% plot original and upsampled data</span>
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+ − 98 </pre>
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+ − 99 </div>
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+ − 100 <img src="images/ltpda_training_1/topic2/up1.png" alt="Upsample" border="3">
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+ − 101 <br>
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+ − 102 <br>
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+ − 103 <h2>Example 2</h2>
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+ − 104
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+ − 105 <p>
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+ − 106 In this second example, we will upsample some random noise by a factor 4 with a phase offset of 2 samples.
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+ − 107 </p>
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+ − 108 <p>
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+ − 109 Again, start by constructing some test data, in this case a white-noise data stream. We can do this
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+ − 110 again using the "From Waveform" parameter set with an <tt>ao</tt> constructor.
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+ − 111 </p>
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+ − 112 <div class="fragment"><pre>
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+ − 113 pl = plist(<span class="string">'Waveform'</span>, <span class="string">'noise'</span>, <span class="string">'fs'</span>, 10, <span class="string">'nsecs'</span>, 10, <span class="string">'yunits'</span>, <span class="string">'m'</span>);
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+ − 114 x = ao(pl);
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+ − 115 pl_upphase = plist(<span class="string">'N'</span>, 4,<span class="string">'phase'</span>, 2); <span class="comment">% increase the sampling frequency and add phase of 2 samples to the upsampled data</span>
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+ − 116 x_upphase = upsample(x, pl_upphase); <span class="comment">% resample the input AO (x) to obtain the upsampled and delayed AO</span>
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+ − 117 iplot(x, x_upphase, plist(<span class="string">'XRanges'</span>, [0 1], <span class="string">'Markers'</span>, {<span class="string">'o'</span>, <span class="string">'s'</span>})) <span class="comment">% plot original and upsampled data</span>
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+ − 118 </pre>
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+ − 119 </div>
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+ − 120 <img src="images/ltpda_training_1/topic2/up2.png" alt="Upsample" border="3">
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+ − 122
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+ − 123 </p>
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+ − 125 <br>
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+ − 126 <br>
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+ − 127 <table class="nav" summary="Navigation aid" border="0" width=
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+ − 128 "100%" cellpadding="0" cellspacing="0">
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+ − 129 <tr valign="top">
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+ − 130 <td align="left" width="20"><a href="ltpda_training_topic_2_1.html"><img src=
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+ − 131 "b_prev.gif" border="0" align="bottom" alt=
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+ − 132 "Downsampling a time-series AO"></a> </td>
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+ − 133
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+ − 134 <td align="left">Downsampling a time-series AO</td>
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+ − 136 <td> </td>
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+ − 137
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+ − 138 <td align="right">Resampling a time-series AO</td>
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+ − 140 <td align="right" width="20"><a href=
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+ − 141 "ltpda_training_topic_2_3.html"><img src="b_next.gif" border="0" align=
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+ − 142 "bottom" alt="Resampling a time-series AO"></a></td>
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+ − 143 </tr>
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+ − 144 </table><br>
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+ − 145
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+ − 146 <p class="copy">©LTP Team</p>
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+ − 147 </body>
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+ − 148 </html>