From 84abd297dfc7051eaa6e9fe750eaae257a67cd77 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Andr=C3=A9=20Offringa?= <offringa@astron.nl> Date: Thu, 27 Jan 2011 17:18:42 +0000 Subject: [PATCH] Bug 1491: adding an example of tweaking a strategy (not finished) --- .gitattributes | 8 + CEP/DP3/AOFlagger/doc/site/gui-tutorial.html | 2 +- .../AOFlagger/doc/site/img/rfi-example-A0.png | Bin 0 -> 398598 bytes .../AOFlagger/doc/site/img/rfi-example-A1.png | Bin 0 -> 550581 bytes .../AOFlagger/doc/site/img/rfi-example-A2.png | Bin 0 -> 132114 bytes .../AOFlagger/doc/site/img/rfi-example-A3.png | Bin 0 -> 490868 bytes .../AOFlagger/doc/site/img/rfi-example-A4.png | Bin 0 -> 372059 bytes .../AOFlagger/doc/site/img/rfi-example-A5.png | Bin 0 -> 601141 bytes .../AOFlagger/doc/site/img/rfi-example-A6.png | Bin 0 -> 607255 bytes .../doc/site/strategy-example-a.html | 137 ++++++++++++++++++ 10 files changed, 146 insertions(+), 1 deletion(-) create mode 100644 CEP/DP3/AOFlagger/doc/site/img/rfi-example-A0.png create mode 100644 CEP/DP3/AOFlagger/doc/site/img/rfi-example-A1.png create mode 100644 CEP/DP3/AOFlagger/doc/site/img/rfi-example-A2.png create mode 100644 CEP/DP3/AOFlagger/doc/site/img/rfi-example-A3.png create mode 100644 CEP/DP3/AOFlagger/doc/site/img/rfi-example-A4.png create mode 100644 CEP/DP3/AOFlagger/doc/site/img/rfi-example-A5.png create mode 100644 CEP/DP3/AOFlagger/doc/site/img/rfi-example-A6.png create mode 100644 CEP/DP3/AOFlagger/doc/site/strategy-example-a.html diff --git a/.gitattributes b/.gitattributes index b2f5a27619c..c734edee1c8 100644 --- a/.gitattributes +++ b/.gitattributes @@ -117,6 +117,13 @@ CEP/DP3/AOFlagger/doc/site/AOFlagger-1.0.1.tar.bz2 -text CEP/DP3/AOFlagger/doc/site/AOFlagger-1.1.0.tar.bz2 -text CEP/DP3/AOFlagger/doc/site/faq.html -text CEP/DP3/AOFlagger/doc/site/gui-tutorial.html -text +CEP/DP3/AOFlagger/doc/site/img/rfi-example-A0.png -text +CEP/DP3/AOFlagger/doc/site/img/rfi-example-A1.png -text +CEP/DP3/AOFlagger/doc/site/img/rfi-example-A2.png -text +CEP/DP3/AOFlagger/doc/site/img/rfi-example-A3.png -text +CEP/DP3/AOFlagger/doc/site/img/rfi-example-A4.png -text +CEP/DP3/AOFlagger/doc/site/img/rfi-example-A5.png -text +CEP/DP3/AOFlagger/doc/site/img/rfi-example-A6.png -text CEP/DP3/AOFlagger/doc/site/img/rfigui-editstrategywindow.png -text CEP/DP3/AOFlagger/doc/site/img/rfigui-goto.png -text CEP/DP3/AOFlagger/doc/site/img/rfigui-gotowindow.png -text @@ -127,6 +134,7 @@ CEP/DP3/AOFlagger/doc/site/img/rfigui-openoptions.png -text CEP/DP3/AOFlagger/doc/site/img/rfigui-plotmenu.png -text CEP/DP3/AOFlagger/doc/site/index.html -text CEP/DP3/AOFlagger/doc/site/reading-mode.html -text +CEP/DP3/AOFlagger/doc/site/strategy-example-a.html -text CEP/DP3/AOFlagger/include/AOFlagger/CMakeLists.txt -text CEP/DP3/AOFlagger/include/AOFlagger/baseexception.h -text CEP/DP3/AOFlagger/include/AOFlagger/blaswrap.h -text diff --git a/CEP/DP3/AOFlagger/doc/site/gui-tutorial.html b/CEP/DP3/AOFlagger/doc/site/gui-tutorial.html index 72bf9ac0922..36cc302be64 100644 --- a/CEP/DP3/AOFlagger/doc/site/gui-tutorial.html +++ b/CEP/DP3/AOFlagger/doc/site/gui-tutorial.html @@ -4,7 +4,7 @@ <p><a href="http://www.astro.rug.nl/~offringa/">Offringa</a>-><a href="index.html">RFI software</a>->RFI gui tutorial</p> <h2>RFI GUI tutorial</h2> <h3>Introduction</h3> -<p>The GUI of the AOTools is aimed at analysing data of single baselines +<p>The GUI of the AOTools is aimed at analysing data of a single baseline at a time. 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when by itself it does not work +well enough. I will try to flag an WSRT observation +of B1834. Below is baseline RT0 x RT1, a 140m baseline.</p> +<img src="img/rfi-example-A0.png" /> +<p>Notice the very strong fringes. I will use this baseline +to experiment on, since it is a good case of RFI, plus the +fringes go from very fast (at the start) to rather slow, so +if the flagger can handle this baseline correctly, others should not +be a problem either.</p> +<p>The strong fringes are due to the sun (the whitish +area before 18:50 after which it evidently sets), and Cas A and Cyg A. +Since the default strategy is LOFAR optimised, +The default flagged does a very bad job:</p> +<img src="img/rfi-example-A1.png"> +<p>While obviously the sun can be seen as an interfering source, I don't want +to flag it, but rather try to subtract it at a later time. +For this, I will assume the Edit strategy is understood +(see the <a href="gui-tutorial.html">GUI tutorial</a>).</p> +<p>Since I want to restart flagging, the first thing I do is remove the +"Or flags with original" action, since otherwise my strategy output will +include the flags of the previous run. If you rerun the strategy, nothing +will be changed yet.</p> +<p>Now, I would like to see what happened to the background fit, to get a +feeling of why it did not work correctly. To see this, I enable the +"Restore from amplitude" button in the "On amplitude" action. This option +only affect how the GUI interprets the results: rerunning the strategy again +will not change anything. However, the Revised background image is now loaded +in the GUI. You can see this by clicking the "Background" toolbar button: +</p> +<img src="img/rfi-example-A2.png" /> +<p>Similarly, the "Difference" button will now show the difference between the +original and the fitted background:</p> +<img src="img/rfi-example-A3.png" /> +<p>One word of caution; when you will now rerun the strategy, it will start +with the already fitted background, i.e., the input of the algorithm is +the differential image, not the original image. Therefore, you'll have to +"reset" your baseline after each run, by reloading it. Alternatively, you +can add a "Set contaminated = original" action as the first action in the +strategy, which will make sure the contaminated (=diff) image is reset +automatically.</p> +<p>You can already see that the background fit did actually remove a lot +of the fringes. There are two visible problems +at this point with the flagging: the +fringes have not been removed completely and the pass-band is too steep. +Remember that you are watching at Stokes I, and that an individual +(cross) polarizations might be the actual cause for a certain flag. +</p><p>A common problem is that too few iteration have been performed, +causing the threshold to drop quickly in each iteration. This might cause +instabilities. To make sure this is not a problem, I enlarge the number +of iterations to "5" and the sensitivity start number of the +Iterate block to "8". The sensitivity of 8 will make sure that the first +iteration is performed very conservitely, and the extra iterations make +sure that we are not leaving out data that has incorrectly been flagged in a +previous run. In all, this will take more time to flag, but at least makes +sure that problems are not due to stability issues. The result is a +slightly smoother background and some improvement in fitting the pass-band, but +the fringes are still flagged:</p> +<img src="img/rfi-example-A4.png" /> +<p>Intuitively described, the SumThreshold tries to find horizontal +and vertical lines in the image. The fast fringes cause vertical artefacts +in the differential image, hence the SumThreshold method will flag them. +Several approaches can be taken now:</p> +<ul> +<li>The kernel of the background fit can be made smaller.</li> +<li>The SumThreshold method can be changed to not look for lines in +frequency direction.</li> +<li>The sensitivity of the SumThreshold method can be lowered.</li> +<li>The algorithm should not flag RMS-outlying time steps.</li> +</ul> +<p>I will show the result of each. Obviously, the best solution can sometimes +be a combination of these options.</p> +<h3>Changing the kernel size of the background fit</h3> +<p>The "kernel size" can be intuitively described as how strongly the +fit enforces smoothness. This can be controlled independently for both the time +direction and frequency (resp. horizontal/vertical) direction.</p> +<p>Two actions play a role in the size of kernel width of the background. +The first one is the "Change resolution size" and the second one is the +"Sliding window fit" action. The "change resolution" action is an action +to increase the speed of the flagger. It increases the effect of the sliding +window fit action without much loss of precision. The default strategy +currently has the following parameters:</p> +<ul> +<li>Change resolution / Time decrease factor: 3</li> +<li>Change resolution / Freq decrease factor: 3</li> +<li>Sliding window fit / Time window size: 10</li> +<li>Sliding window fit / Freq window size: 15</li> +<li>Sliding window fit / Time kernel size: 2.5</li> +<li>Sliding window fit / Freq kernel size: 5.0</li> +</ul> +<p>In our image, the time direction varies more rapidly than the +frequency direction. Therefore, I lower the kernel size in time direction, +by changing "Change resolution / Time decrease factor" to "1".</p> +<p>The result is already a major improvement: (showing the differential image, 12.4% flagged) +</p> +<img src="img/rfi-example-A5.png" /> +<p>The steep pass-band also still causes a problem in the bottom left of +the image. However, even when I decrease the +"Change resolution / Freq decrease factor" to "1", the flags in the bottom +have not been corrected. The sensible thing to do now would be to +divide the image by the (approximate) band-pass, as this is normally well +known. However, for the sake of the exercise, I continue tweaking. +Even when I decrease the kernel size to "1", the problems do not +disappear. I could now disable fitting in frequency direction completely +by setting the frequency window size (on contrast to kernel size) to "1", +but this would make it much harder to find RFI, as frequencies +will no longer be compared. </p> +<p>The root cause of this problem is the "Frequency selection" action. This +action flags outlying frequencies based on their RMS, disallowing the +sliding window fit to use that information. It is meant to allow +faster convergence of the algorithm, but since we are already slowed down +sensitivity convergence, we can safely remove it. This is the result +of removing the Frequency selection action, and leaving the +"Change resolution / Freq decrease factor" to "3" and leaving the vertical +sliding window fit parameters to their original value: (9.5% of the data is +flagged)</p> +<img src="img/rfi-example-A6.png" /> +<p>The issue with the pass-band has disappeared. This is in most cases +an acceptable result, but not perfect.</p> +<h3>Looking for lines in frequency direction</h3> +<p>Another approach is to modify the threshold settings, to avoid flagging +high values in frequency direction. In a normal situations, broadband RFI +such as lightning or electrical fences can produce these. However, +besides the "fringe" +problem we are facing, there might be other reasons not to flag in +frequency direction, for example because one is searching for transients. +This would make us slightly more subject to leaked broad-band RFI.</p> +<h3>Summary of modifications</h3> +</body> +</html> + -- GitLab