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Update ao_model_retrieve_in_timespan
author Daniele Nicolodi <nicolodi@science.unitn.it>
date Mon, 05 Dec 2011 16:20:06 +0100
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Daniele Nicolodi <nicolodi@science.unitn.it>
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1 <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN"
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2 "http://www.w3.org/TR/1999/REC-html401-19991224/loose.dtd">
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3
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4 <html lang="en">
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5 <head>
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6 <meta name="generator" content=
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7 "HTML Tidy for Mac OS X (vers 1st December 2004), see www.w3.org">
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8 <meta http-equiv="Content-Type" content=
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9 "text/html; charset=us-ascii">
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10
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11 <title>LTPDA Training Session 1 (LTPDA Toolbox)</title>
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12 <link rel="stylesheet" href="docstyle.css" type="text/css">
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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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17
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18 <body>
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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;">&nbsp;</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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27
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28 <td valign="baseline" align="right"><a href=
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29 "bycategory.html"><img src="b_prev.gif" border="0" align=
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30 "bottom" alt="Functions - By Category"></a>&nbsp;&nbsp;&nbsp;<a href=
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31 "ltpda_training_topic_1.html"><img src="b_next.gif" border="0" align=
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Daniele Nicolodi <nicolodi@science.unitn.it>
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32 "bottom" alt="Topic 1 - The basics of LTPDA"></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>LTPDA Training Session 1</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 This series of help pages consitute the first training session of LTPDA. The various data-packs used throughout
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Daniele Nicolodi <nicolodi@science.unitn.it>
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42 the tutorials are available for download on the <a href="http://www.lisa.aei-hannover.de/ltpda/training_sessions/training_session_1/training_session_1.html">LTPDA web-site</a>.
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43 </p>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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44 <ol>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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45 <li><a href="ltpda_training_topic_1.html">Topic 1 - The basics of LTPDA</a></li>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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46 <li><a href="ltpda_training_topic_2.html">Topic 2 - Pre-processing of data</a></li>
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47 <li><a href="ltpda_training_topic_3.html">Topic 3 - Spectral Analysis</a></li>
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48 <li><a href="ltpda_training_topic_4.html">Topic 4 - Transfer function models and digital filtering</a></li>
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49 <li><a href="ltpda_training_topic_5.html">Topic 5 - Model fitting</a></li>
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50 </ol>
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51 <p>
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52 In addition, throughout the course of this training session, we will perform a full analysis
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Daniele Nicolodi <nicolodi@science.unitn.it>
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53 of some lab data. The inputs to the analysis are two time-series data streams,
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Daniele Nicolodi <nicolodi@science.unitn.it>
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54 the first is the recorded output of an interferometer, the second is a recording
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Daniele Nicolodi <nicolodi@science.unitn.it>
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55 of the room temperature in the vicinity of the interferometer. Both are recorded with
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56 different sample rates and on different sampling grids. The temperature data is unevenly
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57 sampled, and may evem have missing samples.
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58 </p>
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59 <p>
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60 During each topic of the training session, the data will be manipulated using
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61 the tools introduced in that topic (and previous topics). The aim of the data
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Daniele Nicolodi <nicolodi@science.unitn.it>
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62 analysis is to determine the influence of temperature on the interferometer
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Daniele Nicolodi <nicolodi@science.unitn.it>
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63 output. In particular the steps will be:
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64 </p>
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65 <ol>
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66 <li><a href="ltpda_training_topic_1.html">Topic 1</a>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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67 Loading and calibrating the raw data.
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68 <ol>
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69 <li>Read in the raw data files and convert them to AOs</li>
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70 <li>Plot the two data streams</li>
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71 <li>Calibrate the interferometer output to meters (from radians)</li>
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72 <li>Calibrate the temperature data to degrees Kelvin from degrees Celcius</li>
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73 <li>Save the calibrated data series to XML files, ready for the input to the next topic</li>
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74 </ol>
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75 </li>
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76 <li><a href="ltpda_training_topic_2.html">Topic 2</a>
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77 Pre-processing and data conditioning.
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78 <ol>
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79 <li>Read in the calibrated AOs from XML files</li>
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80 <li>Trim the data streams to the same time segments</li>
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81 <li>Resample the temperature on to an even sampling grid with no missing samples</li>
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82 <li>Resample to the two data streams to a common 1Hz sample rate</li>
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83 <li>Interpolate the two data streams on to the same time grid</li>
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84 <li>Save the cleaned data to AO XML files</li>
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85 </ol>
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86 </li>
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87 <li><a href="ltpda_training_topic_3.html">Topic 3</a>
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88 Spectral analysis.
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89 <ol>
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90 <li>Load the time-series data from Topics 1 and 2</li>
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91 <li>Compare PSDs of the time-series data before and after pre-processing</li>
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92 <li>Check the coherence of temperature and IFO output before and after pre-processing</li>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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93 <li>Measure the transfer function from temperature to IFO output</li>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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94 <li>Save the measured transfer function to disk as an AO XML file</li>
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95 </ol>
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96 </li>
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97 <li><a href="ltpda_training_topic_4.html">Topic 4</a>
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98 Simulation of the system under investigation.
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99 <ol>
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100 <li>Make approximate noise-shape models for the temperature and IFO displacement input spectra</li>
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101 <li>Make digital IIR filters matching these noise-shape models</li>
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102 <li>Filter white-noise data streams to produce simulated versions of the temperature and IFO inputs</li>
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103 <li>Make a model of the temperature to IFO coupling</li>
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104 <li>Construct a filter representing this coupling</li>
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105 <li>Filter the simulated temperature data and add it to the simulated IFO input data</li>
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106 <li>Save the simulated temperature and the simulated IFO output data to disk</li>
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107 <li>Repeat the steps from Topic 3, this time using the simulated data</li>
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108 </ol>
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109 </li>
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110 <li><a href="ltpda_training_topic_5.html">Topic 5</a>
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111 Model fitting and system identification.
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112 <ol>
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113 <li>Load the measured transfer function from the end of Topic 3</li>
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114 <li>Fit a model transfer function to this measurement</li>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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115 <li>Make a digital filter representation of the fitted model</li>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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116 <li>Filter the temperature data with this filter</li>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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117 <li>Compare the PSD of the filtered temperature data and the IFO output</li>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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118 <li>Subtract the filtered temperature data from the IFO output</li>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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119 <li>Compare the IFO data with the temperature influence subtracted to the original IFO output</li>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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120 <li>(Time permitting) Repeat the exercise for the simulated from Topic 4</li>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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121 <li>(Still need something to do?) Repeat the steps of Topic 4 but this time fit a model to the measured
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Daniele Nicolodi <nicolodi@science.unitn.it>
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122 temperature data and use a noise generator to make a simulated temperature data stream</li>
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123 </ol>
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124 </li>
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125 </ol>
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126 </p>
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127
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128 <br>
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129 <br>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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130 <table class="nav" summary="Navigation aid" border="0" width=
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131 "100%" cellpadding="0" cellspacing="0">
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132 <tr valign="top">
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133 <td align="left" width="20"><a href="bycategory.html"><img src=
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134 "b_prev.gif" border="0" align="bottom" alt=
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135 "Functions - By Category"></a>&nbsp;</td>
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136
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137 <td align="left">Functions - By Category</td>
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138
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139 <td>&nbsp;</td>
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140
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141 <td align="right">Topic 1 - The basics of LTPDA</td>
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142
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143 <td align="right" width="20"><a href=
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144 "ltpda_training_topic_1.html"><img src="b_next.gif" border="0" align=
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145 "bottom" alt="Topic 1 - The basics of LTPDA"></a></td>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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146 </tr>
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Daniele Nicolodi <nicolodi@science.unitn.it>
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147 </table><br>
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148
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Daniele Nicolodi <nicolodi@science.unitn.it>
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149 <p class="copy">&copy;LTP Team</p>
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Daniele Nicolodi <nicolodi@science.unitn.it>
parents:
diff changeset
150 </body>
f0afece42f48 Import.
Daniele Nicolodi <nicolodi@science.unitn.it>
parents:
diff changeset
151 </html>