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<title>Modal Analysis of the ID31 Micro-Station</title>
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					<title>Modal Analysis of the ID31 Micro-Station</title>
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<h1 class="title">Modal Analysis of the ID31 Micro-Station</h1>
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					<h1 class="title">Modal Analysis of the ID31 Micro-Station</h1>
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<p>
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					<p>
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The modal analysis of the ID31 Micro-station consists of several parts:
 | 
					The goal is to experimentally extract a <b>Spatial Model</b> (mass, damping, stiffness) of the structure (shown on figure <a href="#orgf65e30f">1</a>) in order to tune the Multi-Body model.
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					<p><img src="img/nass_picture.png" alt="nass_picture.png" width="500px" />
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					<p><span class="figure-number">Figure 1: </span>Picture of the ID31 Micro-Station. (1) Granite (2) Translation Stage (3) Tilt Stage (4) Hexapod (5) Dummy Mass</p>
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					</div>
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					The procedure is represented on figure <a href="#org28538ba">2</a> where we go from left to right.
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					</p>
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					<div id="org28538ba" class="figure">
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					<p><img src="img/vibration_analysis_procedure.png" alt="vibration_analysis_procedure.png" width="400px" />
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					</p>
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					<p><span class="figure-number">Figure 2: </span>Vibration Analysis Procedure</p>
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					<p>
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					The steps are:
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					</p>
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					<ul class="org-ul">
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					<li>we obtain a <b>Response Model</b> (Frequency Response Functions) from measurements (described <a href="measurement.html">here</a>)</li>
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					<li>the response model is further converted into a <b>Modal Model</b> (Natural Frequencies and Mode Shapes) (described <a href="modal_extraction.html">here</a>)</li>
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					<li>this is converted into a <b>Spatial Model</b> with the Mass/Damping/Stiffness matrices (described <a href="mathematical_model.html">here</a>)</li>
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					</ul>
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					<p>
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					Theses matrices will be used to tune the Simscape (multi-body) model.
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					</p>
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					<p>
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					The modes we want to identify are those in the frequency range between 0Hz and 150Hz.
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					</p>
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					<p>
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					The modal analysis of the ID31 Micro-station thus consists of several parts:
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</p>
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					</p>
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<ul class="org-ul">
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					<ul class="org-ul">
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<li><a href="measurement.html">Frequency Response Measurements</a></li>
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					<li><a href="measurement.html">Frequency Response Measurements</a></li>
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			||||||
@@ -266,7 +306,7 @@ The modal analysis of the ID31 Micro-station consists of several parts:
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					</div>
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<div id="postamble" class="status">
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					<div id="postamble" class="status">
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<p class="author">Author: Dehaeze Thomas</p>
 | 
					<p class="author">Author: Dehaeze Thomas</p>
 | 
				
			||||||
<p class="date">Created: 2019-07-03 mer. 13:53</p>
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					<p class="date">Created: 2019-07-03 mer. 13:58</p>
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<p class="validation"><a href="http://validator.w3.org/check?uri=referer">Validate</a></p>
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					<p class="validation"><a href="http://validator.w3.org/check?uri=referer">Validate</a></p>
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:END:
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					:END:
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			||||||
The modal analysis of the ID31 Micro-station consists of several parts:
 | 
					The goal is to experimentally extract a *Spatial Model* (mass, damping, stiffness) of the structure (shown on figure [[fig:nass_picture]]) in order to tune the Multi-Body model.
 | 
				
			||||||
 | 
					
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			||||||
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					#+name: fig:nass_picture
 | 
				
			||||||
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					#+caption: Picture of the ID31 Micro-Station. (1) Granite (2) Translation Stage (3) Tilt Stage (4) Hexapod (5) Dummy Mass
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					#+attr_html: :width 500px
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					[[file:img/nass_picture.png]]
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 | 
					The procedure is represented on figure [[fig:vibration_analysis_procedure]] where we go from left to right.
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			||||||
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			||||||
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					#+name: fig:vibration_analysis_procedure
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			||||||
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					#+caption: Vibration Analysis Procedure
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					#+attr_html: :width 400px
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					[[file:img/vibration_analysis_procedure.png]]
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			||||||
 | 
					
 | 
				
			||||||
 | 
					The steps are:
 | 
				
			||||||
 | 
					- we obtain a *Response Model* (Frequency Response Functions) from measurements (described [[file:measurement.org][here]])
 | 
				
			||||||
 | 
					- the response model is further converted into a *Modal Model* (Natural Frequencies and Mode Shapes) (described [[file:modal_extraction.org][here]])
 | 
				
			||||||
 | 
					- this is converted into a *Spatial Model* with the Mass/Damping/Stiffness matrices (described [[file:mathematical_model.org][here]])
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					Theses matrices will be used to tune the Simscape (multi-body) model.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					The modes we want to identify are those in the frequency range between 0Hz and 150Hz.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					The modal analysis of the ID31 Micro-station thus consists of several parts:
 | 
				
			||||||
- [[file:measurement.org][Frequency Response Measurements]]
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					- [[file:measurement.org][Frequency Response Measurements]]
 | 
				
			||||||
- [[file:modal_extraction.org][Modal Parameter Extraction]]
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					- [[file:modal_extraction.org][Modal Parameter Extraction]]
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			||||||
- [[file:mathematical_model.org][Derivation of Mathematical Model]]
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					- [[file:mathematical_model.org][Derivation of Mathematical Model]]
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						@@ -0,0 +1,23 @@
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					    23  1.5500e-001 -9.0000e-002 -5.9400e-001     
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			||||||
 | 
					    22  0.0000e+000  1.8000e-001 -5.9400e-001     
 | 
				
			||||||
 | 
					    21 -1.5500e-001 -9.0000e-002 -5.9400e-001     
 | 
				
			||||||
 | 
					    20  8.6490e-001 -5.0600e-001 -9.5060e-001     
 | 
				
			||||||
 | 
					    19  8.7500e-001  7.9900e-001 -9.5060e-001     
 | 
				
			||||||
 | 
					    18 -7.3500e-001  8.1400e-001 -9.5060e-001     
 | 
				
			||||||
 | 
					    17 -7.3000e-001 -5.2600e-001 -9.5060e-001     
 | 
				
			||||||
 | 
					    16  2.9500e-001 -4.8100e-001 -7.8560e-001     
 | 
				
			||||||
 | 
					    15  4.5000e-001  5.3400e-001 -7.8560e-001     
 | 
				
			||||||
 | 
					    14 -4.8000e-001  5.3400e-001 -7.8560e-001     
 | 
				
			||||||
 | 
					    13 -3.2000e-001 -4.4600e-001 -7.8560e-001     
 | 
				
			||||||
 | 
					    12  4.7500e-001 -4.1900e-001 -4.2730e-001     
 | 
				
			||||||
 | 
					    11  4.7500e-001  4.2400e-001 -4.2730e-001     
 | 
				
			||||||
 | 
					    10 -4.6500e-001  4.0700e-001 -4.2730e-001     
 | 
				
			||||||
 | 
					     9 -4.7500e-001 -4.1400e-001 -4.2730e-001     
 | 
				
			||||||
 | 
					     8  3.8000e-001 -3.0000e-001 -4.1680e-001     
 | 
				
			||||||
 | 
					     7  4.2000e-001  2.8000e-001 -4.1680e-001     
 | 
				
			||||||
 | 
					     6 -4.2000e-001  2.8000e-001 -4.1680e-001     
 | 
				
			||||||
 | 
					     5 -3.8500e-001 -3.0000e-001 -4.1680e-001     
 | 
				
			||||||
 | 
					     4  6.4000e-002 -6.4000e-002 -2.9600e-001     
 | 
				
			||||||
 | 
					     3  6.4000e-002  6.4000e-002 -2.9600e-001     
 | 
				
			||||||
 | 
					     2 -6.4000e-002  6.4000e-002 -2.9600e-001     
 | 
				
			||||||
 | 
					     1 -6.4000e-002 -6.4000e-002 -2.9600e-001     
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						@@ -0,0 +1,90 @@
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					This file was saved by N-Modal automatically.
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					16:49:47, Monday, July 01, 2019
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					HEADER
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					Data are imported from UFF files. 
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					FREQVEC
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			||||||
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					UFF
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					RES_TYPE
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					ACCELERATION
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					COOR_SYS
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			||||||
 | 
					     1     0  0.0000e+000  0.0000e+000  0.0000e+000  0.0000e+000  0.0000e+000  0.0000e+000  0.0000e+000  0.0000e+000  0.0000e+000   Cartesian1
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 | 
					NODES
 | 
				
			||||||
 | 
					    23  1.5500e-001 -9.0000e-002 -5.9400e-001      0          bot
 | 
				
			||||||
 | 
					    22  0.0000e+000  1.8000e-001 -5.9400e-001      0          bot
 | 
				
			||||||
 | 
					    21 -1.5500e-001 -9.0000e-002 -5.9400e-001      0          bot
 | 
				
			||||||
 | 
					    20  8.6490e-001 -5.0600e-001 -9.5060e-001      0          low
 | 
				
			||||||
 | 
					    19  8.7500e-001  7.9900e-001 -9.5060e-001      0          low
 | 
				
			||||||
 | 
					    18 -7.3500e-001  8.1400e-001 -9.5060e-001      0          low
 | 
				
			||||||
 | 
					    17 -7.3000e-001 -5.2600e-001 -9.5060e-001      0          low
 | 
				
			||||||
 | 
					    16  2.9500e-001 -4.8100e-001 -7.8560e-001      0          top
 | 
				
			||||||
 | 
					    15  4.5000e-001  5.3400e-001 -7.8560e-001      0          top
 | 
				
			||||||
 | 
					    14 -4.8000e-001  5.3400e-001 -7.8560e-001      0          top
 | 
				
			||||||
 | 
					    13 -3.2000e-001 -4.4600e-001 -7.8560e-001      0          top
 | 
				
			||||||
 | 
					    12  4.7500e-001 -4.1900e-001 -4.2730e-001      0        outer
 | 
				
			||||||
 | 
					    11  4.7500e-001  4.2400e-001 -4.2730e-001      0        outer
 | 
				
			||||||
 | 
					    10 -4.6500e-001  4.0700e-001 -4.2730e-001      0        outer
 | 
				
			||||||
 | 
					     9 -4.7500e-001 -4.1400e-001 -4.2730e-001      0        outer
 | 
				
			||||||
 | 
					     8  3.8000e-001 -3.0000e-001 -4.1680e-001      0        inner
 | 
				
			||||||
 | 
					     7  4.2000e-001  2.8000e-001 -4.1680e-001      0        inner
 | 
				
			||||||
 | 
					     6 -4.2000e-001  2.8000e-001 -4.1680e-001      0        inner
 | 
				
			||||||
 | 
					     5 -3.8500e-001 -3.0000e-001 -4.1680e-001      0        inner
 | 
				
			||||||
 | 
					     4  6.4000e-002 -6.4000e-002 -2.7000e-001      0          Top
 | 
				
			||||||
 | 
					     3  6.4000e-002  6.4000e-002 -2.7000e-001      0          Top
 | 
				
			||||||
 | 
					     2 -6.4000e-002  6.4000e-002 -2.7000e-001      0          Top
 | 
				
			||||||
 | 
					     1 -6.4000e-002 -6.4000e-002 -2.7000e-001      0          Top
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 | 
					LINES
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					     1      4
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					     1     21
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					    21     23
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					    23     22
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					    22     21
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					    21      5
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					     5      6
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					     6      7
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					     7      8
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					     8      5
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					     6     10
 | 
				
			||||||
 | 
					    10     11
 | 
				
			||||||
 | 
					    11     12
 | 
				
			||||||
 | 
					    12      9
 | 
				
			||||||
 | 
					     9     10
 | 
				
			||||||
 | 
					    10     14
 | 
				
			||||||
 | 
					    14     15
 | 
				
			||||||
 | 
					    15     16
 | 
				
			||||||
 | 
					    16     13
 | 
				
			||||||
 | 
					    13     14
 | 
				
			||||||
 | 
					    14     18
 | 
				
			||||||
 | 
					    18     19
 | 
				
			||||||
 | 
					    19     20
 | 
				
			||||||
 | 
					    20     17
 | 
				
			||||||
 | 
					    17     18
 | 
				
			||||||
 | 
					     5      9
 | 
				
			||||||
 | 
					     9     13
 | 
				
			||||||
 | 
					    12     16
 | 
				
			||||||
 | 
					    16     20
 | 
				
			||||||
 | 
					    17     13
 | 
				
			||||||
 | 
					     8     12
 | 
				
			||||||
 | 
					    23      8
 | 
				
			||||||
 | 
					     2     22
 | 
				
			||||||
 | 
					    22      3
 | 
				
			||||||
 | 
					     7     22
 | 
				
			||||||
 | 
					    22      6
 | 
				
			||||||
 | 
					     7     11
 | 
				
			||||||
 | 
					    11     15
 | 
				
			||||||
 | 
					    15     19
 | 
				
			||||||
 | 
					     4     23
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					SETUP
 | 
				
			||||||
 | 
					Setup 1
 | 
				
			||||||
 | 
					FILE
 | 
				
			||||||
 | 
					C:\Users\lesourd\Downloads\id31_modal_analysis\uff_data\Measurement1.uff|Measurement2.uff|Measurement3.uff|Measurement4.uff|Measurement5.uff|Measurement6.uff|Measurement7.uff|Measurement8.uff|Measurement9.uff|Measurement10.uff|Measurement11.uff|Measurement12.uff|Measurement13.uff|Measurement14.uff|Measurement15.uff|Measurement16.uff|Measurement17.uff|Measurement18.uff|Measurement19.uff|Measurement20.uff|Measurement21.uff|Measurement22.uff|Measurement23.uff|Measurement24.uff
 | 
				
			||||||
							
								
								
									
										
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										21
									
								
								modal-analysis/mat/mode_damps.txt
									
									
									
									
									
										Normal file
									
								
							
							
						
						@@ -0,0 +1,21 @@
 | 
				
			|||||||
 | 
					8.72664
 | 
				
			||||||
 | 
					11.75321
 | 
				
			||||||
 | 
					6.44322
 | 
				
			||||||
 | 
					3.60695
 | 
				
			||||||
 | 
					0.24170
 | 
				
			||||||
 | 
					2.83603
 | 
				
			||||||
 | 
					4.60472
 | 
				
			||||||
 | 
					0.64145
 | 
				
			||||||
 | 
					1.58544
 | 
				
			||||||
 | 
					3.56361
 | 
				
			||||||
 | 
					0.26865
 | 
				
			||||||
 | 
					2.86851
 | 
				
			||||||
 | 
					3.30737
 | 
				
			||||||
 | 
					3.27213
 | 
				
			||||||
 | 
					1.89158
 | 
				
			||||||
 | 
					3.02795
 | 
				
			||||||
 | 
					2.71094
 | 
				
			||||||
 | 
					0.56008
 | 
				
			||||||
 | 
					1.64638
 | 
				
			||||||
 | 
					2.17368
 | 
				
			||||||
 | 
					1.39142
 | 
				
			||||||
							
								
								
									
										21
									
								
								modal-analysis/mat/mode_freqs.txt
									
									
									
									
									
										Normal file
									
								
							
							
						
						@@ -0,0 +1,21 @@
 | 
				
			|||||||
 | 
					11.41275
 | 
				
			||||||
 | 
					18.51409
 | 
				
			||||||
 | 
					37.58431
 | 
				
			||||||
 | 
					39.43487
 | 
				
			||||||
 | 
					53.99524
 | 
				
			||||||
 | 
					56.14871
 | 
				
			||||||
 | 
					69.68561
 | 
				
			||||||
 | 
					71.58533
 | 
				
			||||||
 | 
					72.35341
 | 
				
			||||||
 | 
					84.92538
 | 
				
			||||||
 | 
					90.56538
 | 
				
			||||||
 | 
					91.00542
 | 
				
			||||||
 | 
					95.76079
 | 
				
			||||||
 | 
					105.43696
 | 
				
			||||||
 | 
					106.76771
 | 
				
			||||||
 | 
					112.58508
 | 
				
			||||||
 | 
					116.84928
 | 
				
			||||||
 | 
					124.13356
 | 
				
			||||||
 | 
					145.35893
 | 
				
			||||||
 | 
					150.10734
 | 
				
			||||||
 | 
					164.65885
 | 
				
			||||||
							
								
								
									
										21
									
								
								modal-analysis/mat/mode_modal_a.txt
									
									
									
									
									
										Normal file
									
								
							
							
						
						@@ -0,0 +1,21 @@
 | 
				
			|||||||
 | 
					-4.50556e+003 -9.41744e+003
 | 
				
			||||||
 | 
					-1.56119e+003 -1.64408e+004
 | 
				
			||||||
 | 
					1.24918e+004 -2.00022e+004
 | 
				
			||||||
 | 
					-1.83730e+004 +8.73583e+004
 | 
				
			||||||
 | 
					-6.02120e+005 -5.53574e+004
 | 
				
			||||||
 | 
					-8.13722e+003 -4.17194e+004
 | 
				
			||||||
 | 
					9.12802e+003 -3.78264e+004
 | 
				
			||||||
 | 
					1.83523e+005 -5.45837e+005
 | 
				
			||||||
 | 
					-1.85481e+005 -8.15852e+004
 | 
				
			||||||
 | 
					-6.44647e+003 -3.91843e+004
 | 
				
			||||||
 | 
					2.02548e+005 -4.85436e+005
 | 
				
			||||||
 | 
					-1.54209e+002 -3.09920e+004
 | 
				
			||||||
 | 
					2.10759e+004 -1.47578e+004
 | 
				
			||||||
 | 
					-8.03639e+003 -7.00743e+004
 | 
				
			||||||
 | 
					1.73222e+005 +1.94075e+005
 | 
				
			||||||
 | 
					5.46351e+003 -9.46357e+003
 | 
				
			||||||
 | 
					-2.00775e+004 +5.23111e+004
 | 
				
			||||||
 | 
					-6.04037e+004 -8.70001e+004
 | 
				
			||||||
 | 
					1.50266e+004 -1.61655e+005
 | 
				
			||||||
 | 
					1.66427e+005 +1.73772e+005
 | 
				
			||||||
 | 
					-2.41033e+005 +2.81618e+005
 | 
				
			||||||
							
								
								
									
										21
									
								
								modal-analysis/mat/mode_modal_b.txt
									
									
									
									
									
										Normal file
									
								
							
							
						
						@@ -0,0 +1,21 @@
 | 
				
			|||||||
 | 
					-7.00928e+005 +2.62922e+005
 | 
				
			||||||
 | 
					-1.92061e+006 -4.44325e+004
 | 
				
			||||||
 | 
					-4.52363e+006 -3.24813e+006
 | 
				
			||||||
 | 
					2.14671e+007 +5.33018e+006
 | 
				
			||||||
 | 
					-1.92744e+007 +2.04231e+008
 | 
				
			||||||
 | 
					-1.47938e+007 +2.45218e+006
 | 
				
			||||||
 | 
					-1.63606e+007 -4.75508e+006
 | 
				
			||||||
 | 
					-2.44974e+008 -8.41188e+007
 | 
				
			||||||
 | 
					-3.84216e+007 +8.37228e+007
 | 
				
			||||||
 | 
					-2.10181e+007 +2.69256e+006
 | 
				
			||||||
 | 
					-2.75921e+008 -1.15999e+008
 | 
				
			||||||
 | 
					-1.77166e+007 -4.20197e+005
 | 
				
			||||||
 | 
					-8.45524e+006 -1.29677e+007
 | 
				
			||||||
 | 
					-4.65722e+007 +3.80208e+006
 | 
				
			||||||
 | 
					1.32368e+008 -1.13721e+008
 | 
				
			||||||
 | 
					-6.57437e+006 -4.06578e+006
 | 
				
			||||||
 | 
					3.79924e+007 +1.57763e+007
 | 
				
			||||||
 | 
					-6.81189e+007 +4.67313e+007
 | 
				
			||||||
 | 
					-1.47397e+008 -1.61530e+007
 | 
				
			||||||
 | 
					1.67266e+008 -1.53366e+008
 | 
				
			||||||
 | 
					2.87859e+008 +2.53398e+008
 | 
				
			||||||
							
								
								
									
										1449
									
								
								modal-analysis/mat/mode_shapes.txt
									
									
									
									
									
										Normal file
									
								
							
							
						
						
							
								
								
									
										1600
									
								
								modal-analysis/mat/modes.asc
									
									
									
									
									
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										2
									
								
								modal-analysis/mat/nohup.out
									
									
									
									
									
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						@@ -0,0 +1,2 @@
 | 
				
			|||||||
 | 
					
 | 
				
			||||||
 | 
					(termite:6464): GLib-WARNING **: 10:26:13.129: GChildWatchSource: Exit status of a child process was requested but ECHILD was received by waitpid(). See the documentation of g_child_watch_source_new() for possible causes.
 | 
				
			||||||
@@ -7,7 +7,7 @@
 | 
				
			|||||||
#+AUTHOR: Dehaeze Thomas
 | 
					#+AUTHOR: Dehaeze Thomas
 | 
				
			||||||
 | 
					
 | 
				
			||||||
#+HTML_LINK_HOME: ../index.html
 | 
					#+HTML_LINK_HOME: ../index.html
 | 
				
			||||||
#+HTML_LINK_UP: ../index.html
 | 
					#+HTML_LINK_UP: ./index.html
 | 
				
			||||||
 | 
					
 | 
				
			||||||
#+HTML_HEAD: <link rel="stylesheet" type="text/css" href="../css/htmlize.css"/>
 | 
					#+HTML_HEAD: <link rel="stylesheet" type="text/css" href="../css/htmlize.css"/>
 | 
				
			||||||
#+HTML_HEAD: <link rel="stylesheet" type="text/css" href="../css/readtheorg.css"/>
 | 
					#+HTML_HEAD: <link rel="stylesheet" type="text/css" href="../css/readtheorg.css"/>
 | 
				
			||||||
@@ -38,3 +38,25 @@
 | 
				
			|||||||
#+PROPERTY: header-args:latex+ :mkdirp yes
 | 
					#+PROPERTY: header-args:latex+ :mkdirp yes
 | 
				
			||||||
#+PROPERTY: header-args:latex+ :output-dir figs
 | 
					#+PROPERTY: header-args:latex+ :output-dir figs
 | 
				
			||||||
:END:
 | 
					:END:
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					* Type of Model
 | 
				
			||||||
 | 
					The model that we want to obtain is a *multi-body model*.
 | 
				
			||||||
 | 
					It is composed of several *solid bodies connected with springs and dampers*.
 | 
				
			||||||
 | 
					The solid bodies are represented with different colors on figure [[fig:nass_solidworks]].
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					In the simscape model, the solid bodies are:
 | 
				
			||||||
 | 
					- the granite (1 or 2 solids)
 | 
				
			||||||
 | 
					- the translation stage
 | 
				
			||||||
 | 
					- the tilt stage
 | 
				
			||||||
 | 
					- the spindle and slip-ring
 | 
				
			||||||
 | 
					- the hexapod
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					#+name: fig:nass_solidworks
 | 
				
			||||||
 | 
					#+caption: CAD view of the ID31 Micro-Station
 | 
				
			||||||
 | 
					#+attr_html: :width 800px
 | 
				
			||||||
 | 
					[[file:img/nass_solidworks.png]]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					However, each of the DOF of the system may not be relevant for the modes present in the frequency band of interest.
 | 
				
			||||||
 | 
					For instance, the translation stage may not vibrate in the Z direction for all the modes identified. Then, we can block this DOF and this simplifies the model.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					The modal identification done here will thus permit us to determine *which DOF can be neglected*.
 | 
				
			||||||
 
 | 
				
			|||||||
							
								
								
									
										317
									
								
								modal-analysis/matlab/modal_frf_coh.m
									
									
									
									
									
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						@@ -0,0 +1,317 @@
 | 
				
			|||||||
 | 
					%% Clear Workspace and Close figures
 | 
				
			||||||
 | 
					clear; close all; clc;
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					%% Intialize Laplace variable
 | 
				
			||||||
 | 
					s = zpk('s');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% Windowing
 | 
				
			||||||
 | 
					% Windowing is used on the force and response signals.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% A boxcar window (figure [[fig:windowing_force_signal]]) is used for the force signal as once the impact on the structure is done, the measured signal is meaningless.
 | 
				
			||||||
 | 
					% The parameters are:
 | 
				
			||||||
 | 
					% - *Start*: $3\%$
 | 
				
			||||||
 | 
					% - *Stop*: $7\%$
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					plot(100*[0, 0.03, 0.03, 0.07, 0.07, 1], [0, 0, 1, 1, 0, 0]);
 | 
				
			||||||
 | 
					xlabel('Time [%]'); ylabel('Amplitude');
 | 
				
			||||||
 | 
					xlim([0, 100]); ylim([0, 1]);
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% #+NAME: fig:windowing_force_signal
 | 
				
			||||||
 | 
					% #+CAPTION: Window used for the force signal
 | 
				
			||||||
 | 
					% [[file:figs/windowing_force_signal.png]]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% An exponential window (figure [[fig:windowing_response_signal]]) is used for the response signal as we are measuring transient signals and most of the information is located at the beginning of the signal.
 | 
				
			||||||
 | 
					% The parameters are:
 | 
				
			||||||
 | 
					% - FlatTop:
 | 
				
			||||||
 | 
					%   - *Start*: $3\%$
 | 
				
			||||||
 | 
					%   - *Stop*: $2.96\%$
 | 
				
			||||||
 | 
					% - Decreasing point:
 | 
				
			||||||
 | 
					%   - *X*: $60.4\%$
 | 
				
			||||||
 | 
					%   - *Y*: $14.7\%$
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					x0 = 0.296;
 | 
				
			||||||
 | 
					xd = 0.604;
 | 
				
			||||||
 | 
					yd = 0.147;
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					alpha = log(yd)/(x0 - xd);
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					t = x0:0.01:1.01;
 | 
				
			||||||
 | 
					y = exp(-alpha*(t-x0));
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					plot(100*[0, 0.03, 0.03, x0, t], [0, 0, 1, 1, y]);
 | 
				
			||||||
 | 
					xlabel('Time [%]'); ylabel('Amplitude');
 | 
				
			||||||
 | 
					xlim([0, 100]); ylim([0, 1]);
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% Force and Response signals
 | 
				
			||||||
 | 
					% Let's load some obtained data to look at the force and response signals.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					meas1_raw = load('mat/meas_raw_1.mat');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% Raw Force Data
 | 
				
			||||||
 | 
					% The force input for the first measurement is shown on figure [[fig:raw_data_force]]. We can see 10 impacts, one zoom on one impact is shown on figure [[fig:raw_data_force_zoom]].
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% The Fourier transform of the force is shown on figure [[fig:fourier_transfor_force_impact]]. This has been obtained without any windowing.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					time = linspace(0, meas1_raw.Track1_X_Resolution*length(meas1_raw.Track1), length(meas1_raw.Track1));
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					plot(time, meas1_raw.Track1);
 | 
				
			||||||
 | 
					xlabel('Time [s]');
 | 
				
			||||||
 | 
					ylabel('Force [N]');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% #+NAME: fig:raw_data_force
 | 
				
			||||||
 | 
					% #+CAPTION: Raw Force Data from Hammer Blow
 | 
				
			||||||
 | 
					% [[file:figs/raw_data_force.png]]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					plot(time, meas1_raw.Track1);
 | 
				
			||||||
 | 
					xlabel('Time [s]');
 | 
				
			||||||
 | 
					ylabel('Force [N]');
 | 
				
			||||||
 | 
					xlim([22.1, 22.3]);
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% #+NAME: fig:raw_data_force_zoom
 | 
				
			||||||
 | 
					% #+CAPTION: Raw Force Data from Hammer Blow - Zoom
 | 
				
			||||||
 | 
					% [[file:figs/raw_data_force_zoom.png]]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					Fs = 1/meas1_raw.Track1_X_Resolution; % Sampling Frequency [Hz]
 | 
				
			||||||
 | 
					impacts = [5.9, 11.2, 16.6, 22.2, 27.3, 32.7, 38.1, 43.8, 50.4]; % Time just before the impact occurs [s]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					L = 8194;
 | 
				
			||||||
 | 
					f = Fs*(0:(L/2))/L; % Frequency vector [Hz]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					F_fft = zeros((8193+1)/2+1, length(impacts));
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					for i = 1:length(impacts)
 | 
				
			||||||
 | 
					  t0 = impacts(i);
 | 
				
			||||||
 | 
					  [~, i_start] = min(abs(time-t0));
 | 
				
			||||||
 | 
					  i_end = i_start + 8193;
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  Y = fft(meas1_raw.Track1(i_start:i_end));
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  P2 = abs(Y/L);
 | 
				
			||||||
 | 
					  P1 = P2(1:L/2+1);
 | 
				
			||||||
 | 
					  P1(2:end-1) = 2*P1(2:end-1);
 | 
				
			||||||
 | 
					  F_fft(:, i) = P1;
 | 
				
			||||||
 | 
					end
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					hold on;
 | 
				
			||||||
 | 
					for i = 1:length(impacts)
 | 
				
			||||||
 | 
					  plot(f, F_fft(:, i), '-k');
 | 
				
			||||||
 | 
					end
 | 
				
			||||||
 | 
					hold off;
 | 
				
			||||||
 | 
					xlim([0, 200]);
 | 
				
			||||||
 | 
					xlabel('Frequency [Hz]'); ylabel('Force [N]');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% Raw Response Data
 | 
				
			||||||
 | 
					% The response signal for the first measurement is shown on figure [[fig:raw_data_acceleration]]. One zoom on one response is shown on figure [[fig:raw_data_acceleration_zoom]].
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% The Fourier transform of the response signals is shown on figure [[fig:fourier_transform_response_signals]]. This has been obtained without any windowing.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					plot(time, meas1_raw.Track2);
 | 
				
			||||||
 | 
					xlabel('Time [s]');
 | 
				
			||||||
 | 
					ylabel('Acceleration [m/s2]');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% #+NAME: fig:raw_data_acceleration
 | 
				
			||||||
 | 
					% #+CAPTION: Raw Acceleration Data from Accelerometer
 | 
				
			||||||
 | 
					% [[file:figs/raw_data_acceleration.png]]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					plot(time, meas1_raw.Track2);
 | 
				
			||||||
 | 
					xlabel('Time [s]');
 | 
				
			||||||
 | 
					ylabel('Acceleration [m/s2]');
 | 
				
			||||||
 | 
					xlim([22.1, 22.5]);
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% #+NAME: fig:raw_data_acceleration_zoom
 | 
				
			||||||
 | 
					% #+CAPTION: Raw Acceleration Data from Accelerometer - Zoom
 | 
				
			||||||
 | 
					% [[file:figs/raw_data_acceleration_zoom.png]]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					X_fft = zeros((8193+1)/2+1, length(impacts));
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					for i = 1:length(impacts)
 | 
				
			||||||
 | 
					  t0 = impacts(i);
 | 
				
			||||||
 | 
					  [~, i_start] = min(abs(time-t0));
 | 
				
			||||||
 | 
					  i_end = i_start + 8193;
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  Y = fft(meas1_raw.Track2(i_start:i_end));
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  P2 = abs(Y/L);
 | 
				
			||||||
 | 
					  P1 = P2(1:L/2+1);
 | 
				
			||||||
 | 
					  P1(2:end-1) = 2*P1(2:end-1);
 | 
				
			||||||
 | 
					  X_fft(:, i) = P1;
 | 
				
			||||||
 | 
					end
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					hold on;
 | 
				
			||||||
 | 
					for i = 1:length(impacts)
 | 
				
			||||||
 | 
					  plot(f, X_fft(:, i), '-k');
 | 
				
			||||||
 | 
					end
 | 
				
			||||||
 | 
					hold off;
 | 
				
			||||||
 | 
					xlim([0, 200]);
 | 
				
			||||||
 | 
					set(gca, 'Yscale', 'log');
 | 
				
			||||||
 | 
					xlabel('Frequency [Hz]'); ylabel('Acceleration [$m/s^2$]');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% Computation of one Frequency Response Function
 | 
				
			||||||
 | 
					% Now that we have obtained the Fourier transform of both the force input and the response signal, we can compute the Frequency Response Function from the force to the acceleration.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% We then compare the result obtained with the FRF computed by the modal software (figure [[fig:frf_comparison_software]]).
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% The slight difference can probably be explained by the use of windows.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% In the following analysis, FRF computed from the software will be used.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					meas1 = load('mat/meas_frf_coh_1.mat');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					hold on;
 | 
				
			||||||
 | 
					for i = 1:length(impacts)
 | 
				
			||||||
 | 
					  plot(f, X_fft(:, i)./F_fft(:, i), '-k');
 | 
				
			||||||
 | 
					end
 | 
				
			||||||
 | 
					plot(meas1.FFT1_AvSpc_2_RMS_X_Val, meas1.FFT1_AvSpc_2_RMS_Y_Val)
 | 
				
			||||||
 | 
					hold off;
 | 
				
			||||||
 | 
					xlim([0, 200]);
 | 
				
			||||||
 | 
					set(gca, 'Yscale', 'log');
 | 
				
			||||||
 | 
					xlabel('Frequency [Hz]'); ylabel('Acceleration/Force [$m/s^2/N$]');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% Frequency Response Functions and Coherence Results
 | 
				
			||||||
 | 
					% Let's see one computed Frequency Response Function and one coherence in order to attest the quality of the measurement.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% First, we load the data.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					meas1 = load('mat/meas_frf_coh_1.mat');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% And we plot on figure [[fig:frf_result_example]] the frequency response function from the force applied in the $X$ direction at the location of the accelerometer number 11 to the acceleration in the $X$ direction as measured by the first accelerometer located on the top platform of the hexapod.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% The coherence associated is shown on figure [[fig:frf_result_example]].
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					ax1 = subplot(2, 1, 1);
 | 
				
			||||||
 | 
					plot(meas1.FFT1_AvSpc_2_RMS_X_Val, meas1.FFT1_AvXSpc_2_1_RMS_Y_Mod);
 | 
				
			||||||
 | 
					set(gca, 'Yscale', 'log');
 | 
				
			||||||
 | 
					set(gca, 'XTickLabel',[]);
 | 
				
			||||||
 | 
					ylabel('Magnitude');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					ax2 = subplot(2, 1, 2);
 | 
				
			||||||
 | 
					plot(meas1.FFT1_AvSpc_2_RMS_X_Val, meas1.FFT1_AvXSpc_2_1_RMS_Y_Phas);
 | 
				
			||||||
 | 
					ylim([-180, 180]);
 | 
				
			||||||
 | 
					yticks([-180, -90, 0, 90, 180]);
 | 
				
			||||||
 | 
					xlabel('Frequency [Hz]'); ylabel('Phase [deg]');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					linkaxes([ax1,ax2],'x');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% #+NAME: fig:frf_result_example
 | 
				
			||||||
 | 
					% #+CAPTION: Example of one measured FRF
 | 
				
			||||||
 | 
					% [[file:figs/frf_result_example.png]]
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					figure;
 | 
				
			||||||
 | 
					plot(meas1.FFT1_AvSpc_2_RMS_X_Val, meas1.FFT1_Coh_2_1_RMS_Y_Val);
 | 
				
			||||||
 | 
					xlabel('Frequency [Hz]');
 | 
				
			||||||
 | 
					ylabel('Coherence');
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% Generation of a FRF matrix and a Coherence matrix from the measurements
 | 
				
			||||||
 | 
					% We want here to combine all the Frequency Response Functions measured into one big array called the *Frequency Response Matrix*.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% The frequency response matrix is an $n \times p \times q$:
 | 
				
			||||||
 | 
					% - $n$ is the number of measurements: $23 \times 3$ (23 accelerometers measuring 3 directions each)
 | 
				
			||||||
 | 
					% - $p$ is the number of excitation inputs: $3$
 | 
				
			||||||
 | 
					% - $q$ is the number of frequency points $\omega_i$
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% Thus, the FRF matrix is an $69 \times 3 \times 801$ matrix.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% #+begin_important
 | 
				
			||||||
 | 
					% For each frequency point $\omega_i$, we obtain a 2D matrix:
 | 
				
			||||||
 | 
					% \begin{equation}
 | 
				
			||||||
 | 
					%   \text{FRF}(\omega_i) = \begin{bmatrix}
 | 
				
			||||||
 | 
					%   \frac{D_{1_x}}{F_x}(\omega_i) & \frac{D_{1_x}}{F_y}(\omega_i) & \frac{D_{1_x}}{F_z}(\omega_i) \\
 | 
				
			||||||
 | 
					%   \frac{D_{1_y}}{F_x}(\omega_i) & \frac{D_{1_y}}{F_y}(\omega_i) & \frac{D_{1_y}}{F_z}(\omega_i) \\
 | 
				
			||||||
 | 
					%   \frac{D_{1_z}}{F_x}(\omega_i) & \frac{D_{1_z}}{F_y}(\omega_i) & \frac{D_{1_z}}{F_z}(\omega_i) \\
 | 
				
			||||||
 | 
					%   \frac{D_{2_x}}{F_x}(\omega_i) & \frac{D_{2_x}}{F_y}(\omega_i) & \frac{D_{2_x}}{F_z}(\omega_i) \\
 | 
				
			||||||
 | 
					%   \vdots              & \vdots              & \vdots              \\
 | 
				
			||||||
 | 
					%   \frac{D_{23_z}}{F_x}(\omega_i) & \frac{D_{23_z}}{F_y}(\omega_i) & \frac{D_{23_z}}{F_z}(\omega_i) \\
 | 
				
			||||||
 | 
					% \end{bmatrix}
 | 
				
			||||||
 | 
					% \end{equation}
 | 
				
			||||||
 | 
					% #+end_important
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% We generate such FRF matrix from the measurements using the following script.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					n_meas = 24;
 | 
				
			||||||
 | 
					n_acc = 23;
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					dirs = 'XYZ';
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% Number of Accelerometer * DOF for each acccelerometer / Number of excitation / frequency points
 | 
				
			||||||
 | 
					FRFs = zeros(3*n_acc, 3, 801);
 | 
				
			||||||
 | 
					COHs = zeros(3*n_acc, 3, 801);
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% Loop through measurements
 | 
				
			||||||
 | 
					for i = 1:n_meas
 | 
				
			||||||
 | 
					  % Load the measurement file
 | 
				
			||||||
 | 
					  meas = load(sprintf('mat/meas_frf_coh_%i.mat', i));
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  % First: determine what is the exitation (direction and sign)
 | 
				
			||||||
 | 
					  exc_dir = meas.FFT1_AvXSpc_2_1_RMS_RfName(end);
 | 
				
			||||||
 | 
					  exc_sign = meas.FFT1_AvXSpc_2_1_RMS_RfName(end-1);
 | 
				
			||||||
 | 
					  % Determine what is the correct excitation sign
 | 
				
			||||||
 | 
					  exc_factor = str2num([exc_sign, '1']);
 | 
				
			||||||
 | 
					  if exc_dir ~= 'Z'
 | 
				
			||||||
 | 
					    exc_factor = exc_factor*(-1);
 | 
				
			||||||
 | 
					  end
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  % Then: loop through the nine measurements and store them at the correct location
 | 
				
			||||||
 | 
					  for j = 2:10
 | 
				
			||||||
 | 
					    % Determine what is the accelerometer and direction
 | 
				
			||||||
 | 
					    [indices_acc_i] = strfind(meas.(sprintf('FFT1_H1_%i_1_RpName', j)), '.');
 | 
				
			||||||
 | 
					    acc_i = str2num(meas.(sprintf('FFT1_H1_%i_1_RpName', j))(indices_acc_i(1)+1:indices_acc_i(2)-1));
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					    meas_dir  = meas.(sprintf('FFT1_H1_%i_1_RpName', j))(end);
 | 
				
			||||||
 | 
					    meas_sign = meas.(sprintf('FFT1_H1_%i_1_RpName', j))(end-1);
 | 
				
			||||||
 | 
					    % Determine what is the correct measurement sign
 | 
				
			||||||
 | 
					    meas_factor = str2num([meas_sign, '1']);
 | 
				
			||||||
 | 
					    if meas_dir ~= 'Z'
 | 
				
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					      meas_factor = meas_factor*(-1);
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					    end
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					    % FRFs(acc_i+n_acc*(find(dirs==meas_dir)-1), find(dirs==exc_dir), :) = exc_factor*meas_factor*meas.(sprintf('FFT1_H1_%i_1_Y_ReIm', j));
 | 
				
			||||||
 | 
					    % COHs(acc_i+n_acc*(find(dirs==meas_dir)-1), find(dirs==exc_dir), :) = meas.(sprintf('FFT1_Coh_%i_1_RMS_Y_Val', j));
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			||||||
 | 
					
 | 
				
			||||||
 | 
					    FRFs(find(dirs==meas_dir)+3*(acc_i-1), find(dirs==exc_dir), :) = exc_factor*meas_factor*meas.(sprintf('FFT1_H1_%i_1_Y_ReIm', j));
 | 
				
			||||||
 | 
					    COHs(find(dirs==meas_dir)+3*(acc_i-1), find(dirs==exc_dir), :) = meas.(sprintf('FFT1_Coh_%i_1_RMS_Y_Val', j));
 | 
				
			||||||
 | 
					  end
 | 
				
			||||||
 | 
					end
 | 
				
			||||||
 | 
					freqs = meas.FFT1_Coh_10_1_RMS_X_Val;
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					% And we save the obtained FRF matrix and Coherence matrix in a =.mat= file.
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					save('./mat/frf_coh_matrices.mat', 'FRFs', 'COHs', 'freqs');
 | 
				
			||||||