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02/11/05 18:30:53 (20 years ago)
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gaug
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  • trunk/MagicSoft/TDAS-Extractor/Pedestal.tex

    r6382 r6383  
    120120\begin{figure}[htp]
    121121\centering
    122 \vspace{\floatsep}
    123122\includegraphics[width=0.3\linewidth]{MExtractTimeAndChargeSpline_Amplitude_Amplitude_Range_01_09_01_10_Run_38993_RelMean.eps}
    124123\vspace{\floatsep}
     
    138137\begin{figure}[htp]
    139138\centering
    140 \vspace{-\floatsep}
    141139\includegraphics[width=0.3\linewidth]{MExtractTimeAndChargeSpline_Rise-and-Fall-Time_0.5_1.5_Range_01_10_02_12_Run_38993_RelMean.eps}
    142140\vspace{\floatsep}
     
    156154\begin{figure}[htp]
    157155\centering
    158 \vspace{-\floatsep}
     156\vspace{\floatsep}
    159157\includegraphics[width=0.3\linewidth]{MExtractTimeAndChargeDigitalFilter_Weights_cosmics_weights.dat_Range_01_14_02_14_Run_38993_RelMean.eps}
    160158\vspace{\floatsep}
     
    200198\end{description}
    201199
    202 Figures~\ref{fig:amp:relmean} through~\ref{fig:df:relmean}
    203 show the calculated means obtained with this method for all pixels in the camera
    204 and for different levels of night-sky background.
    205 One can see that the bias vanishes to an accuracy of better than 1\%
    206 for the extractors which are used in this TDAS.
    207 
    208 \par
    209 
    210 The following plots~\ref{fig:sw:distped} through~\ref{fig:amp:relrms} show results
     200\par
     201
     202The following figures~\ref{fig:amp:relmean} through~\ref{fig:df:relrms} show results
    211203obtained with the second method for three background intensities:
    212204
     
    214206\item Closed camera and no (Poissonian) fluctuation due to photons from the night sky background
    215207\item The camera pointing to an extra-galactic region with stars in the field of view
    216 \item The camera illuminated by a continuous light source of high intensity causing much higher pedestal
    217 fluctuations than in usual observation conditions.
     208\item The camera illuminated by a continuous light source of intensity 100.
    218209\end{enumerate}
    219210
     211Figures~\ref{fig:amp:relmean} through~\ref{fig:df:relmean}
     212show the calculated biases obtained with this method for all pixels in the camera
     213and for the different levels of (night-sky) background.
     214One can see that the bias vanishes to an accuracy of better than 1\%
     215for the extractors which are used in this TDAS.
     216
     217%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%1
     218
     219\begin{figure}[htp]
     220\centering
     221\includegraphics[width=0.47\linewidth]{MExtractTimeAndChargeSpline_Amplitude_Amplitude_Range_01_09_01_10_Run_38993_RMSDiff.eps}
     222\vspace{\floatsep}
     223\includegraphics[width=0.47\linewidth]{MExtractTimeAndChargeSpline_Amplitude_Amplitude_Range_01_09_01_10_Run_38995_RMSDiff.eps}
     224\vspace{\floatsep}
     225\includegraphics[width=0.47\linewidth]{MExtractTimeAndChargeSpline_Amplitude_Amplitude_Range_01_09_01_10_Run_38996_RMSDiff.eps}
     226\caption{MExtractTimeAndChargeSpline with amplitude: 
     227Difference in RMS (per FADC slice) between extraction algorithm
     228applied on a fixed window and the corresponding pedestal RMS.
     229Closed camera (left), open camera observing extra-galactic star field (right) and
     230camera being illuminated by the continuous light (bottom).
     231Every entry corresponds to one pixel.}
     232\label{fig:amp:relrms}
     233\end{figure}
     234
     235
     236\begin{figure}[htp]
     237\centering
     238\includegraphics[width=0.47\linewidth]{MExtractTimeAndChargeSpline_Rise-and-Fall-Time_0.5_1.5_Range_01_10_02_12_Run_38993_RMSDiff.eps}
     239\vspace{\floatsep}
     240\includegraphics[width=0.47\linewidth]{MExtractTimeAndChargeSpline_Rise-and-Fall-Time_0.5_1.5_Range_01_10_02_12_Run_38995_RMSDiff.eps}
     241\vspace{\floatsep}
     242\includegraphics[width=0.47\linewidth]{MExtractTimeAndChargeSpline_Rise-and-Fall-Time_0.5_1.5_Range_01_10_02_12_Run_38996_RMSDiff.eps}
     243\caption{MExtractTimeAndChargeSpline with integral over 2 slices: 
     244Difference in RMS (per FADC slice) between extraction algorithm
     245applied on a fixed window and the corresponding pedestal RMS.
     246Closed camera (left), open camera observing extra-galactic star field (right) and
     247camera being illuminated by the continuous light (bottom).
     248Every entry corresponds to one
     249pixel.}
     250\label{fig:amp:relrms}
     251\end{figure}
     252
     253
     254\begin{figure}[htp]
     255\centering
     256\includegraphics[width=0.47\linewidth]{MExtractTimeAndChargeDigitalFilter_Weights_cosmics_weights.dat_Range_01_14_02_14_Run_38993_RMSDiff.eps}
     257\vspace{\floatsep}
     258\includegraphics[width=0.47\linewidth]{MExtractTimeAndChargeDigitalFilter_Weights_cosmics_weights.dat_Range_01_14_02_14_Run_38995_RMSDiff.eps}
     259\vspace{\floatsep}
     260\includegraphics[width=0.47\linewidth]{MExtractTimeAndChargeDigitalFilter_Weights_cosmics_weights.dat_Range_01_14_02_14_Run_38996_RMSDiff.eps}
     261\caption{MExtractTimeAndChargeDigitalFilter: 
     262Difference in RMS (per FADC slice) between extraction algorithm
     263applied on a fixed window and the corresponding pedestal RMS.
     264Closed camera (left), open camera observing extra-galactic star field (right) and
     265camera being illuminated by the continuous light (bottom).
     266Every entry corresponds to one pixel.}
     267\label{fig:df:relrms}
     268\end{figure}
     269
     270
     271
    220272%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     273
     274Figures~\ref{fig:amp:relrms} through~\ref{fig:amp:relrms} show the
     275differences in $R$ between the calculated pedestal RMS and
     276the one obtained by applying the extractor, converted to equivalent photo-electrons. One entry
     277corresponds to one pixel of the camera.
     278The distributions have a negative mean in the case of the digital filter showing the
     279``filter'' capacity of that algorithm. It ``filters out'' between 0.12 photo-electrons night sky
     280background for the extra-galactic star-field until 0.2 photo-electrons for the continuous light.
     281
     282%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
     283
     284
     285\subsubsection{ \label{sec:determiner} Application of the Signal Extractor to a Sliding Window
     286of Pedestal Events}
     287
     288By applying the signal extractor to a global extraction window of pedestal events, allowing
     289it to ``slide'' and maximize the encountered signal, we
     290determine the bias $B$ and the mean-squared error $MSE$ for the case of no signal ($S=0$).
     291\par
     292In MARS, this functionality is implemented with a function-call to: \\
     293
     294{\textit{\bf MJPedestal::SetExtractionWithExtractor()}} \\
     295
     296\par
     297
     298Figures~\ref{fig:amp:distped} through~\ref{fig:df:distped} show the
     299extracted pedestal distributions for the digital filter with cosmics weights (extractor~\#28) and the
     300spline amplitude (extractor~\#27), respectively for one examplary channel (corresponding to pixel 200).
     301One can see the (asymmetric) Poisson behaviour of the
     302night sky background photons for the distributions with open camera and the cutoff at the lower egde
     303for the distribution with high-intensity continuous light due to a limited pedestal offset and the cutoff
     304to negative fluctuations.
     305\par
    221306
    222307\begin{figure}[htp]
     
    286371\end{figure}
    287372
    288 
    289 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
    290 
    291 
    292 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%1
    293 
    294 \begin{figure}[htp]
    295 \centering
    296 \includegraphics[height=0.3\textheight]{MExtractTimeAndChargeSpline_Amplitude_Amplitude_Range_01_09_01_10_Run_38993_RMSDiff.eps}
    297 \vspace{\floatsep}
    298 \includegraphics[height=0.3\textheight]{MExtractTimeAndChargeSpline_Amplitude_Amplitude_Range_01_09_01_10_Run_38995_RMSDiff.eps}
    299 \vspace{\floatsep}
    300 \includegraphics[height=0.3\textheight]{MExtractTimeAndChargeSpline_Amplitude_Amplitude_Range_01_09_01_10_Run_38996_RMSDiff.eps}
    301 \caption{MExtractTimeAndChargeSpline with amplitude: 
    302 Difference in pedestal RMS (per FADC slice) between extraction algorithm
    303 applied on a fixed window of 1 FADC slice (``extractor random'') and a simple addition of
    304 2 FADC slices (``fundamental''). On the top, a run with closed camera has been taken, in the center
    305  an opened camera observing an extra-galactic star field and on the bottom, an open camera being
    306 illuminated by the continuous light of the calibration (level: 100). Every entry corresponds to one
    307 pixel.}
    308 \label{fig:amp:relrms}
    309 \end{figure}
    310 
    311 
    312 \begin{figure}[htp]
    313 \centering
    314 \includegraphics[height=0.3\textheight]{MExtractTimeAndChargeSpline_Rise-and-Fall-Time_0.5_1.5_Range_01_10_02_12_Run_38993_RMSDiff.eps}
    315 \vspace{\floatsep}
    316 \includegraphics[height=0.3\textheight]{MExtractTimeAndChargeSpline_Rise-and-Fall-Time_0.5_1.5_Range_01_10_02_12_Run_38995_RMSDiff.eps}
    317 \vspace{\floatsep}
    318 \includegraphics[height=0.3\textheight]{MExtractTimeAndChargeSpline_Rise-and-Fall-Time_0.5_1.5_Range_01_10_02_12_Run_38996_RMSDiff.eps}
    319 \caption{MExtractTimeAndChargeSpline with integral over 2 slices: 
    320 Difference in pedestal RMS (per FADC slice) between extraction algorithm
    321 applied on a fixed window of 2 FADC slices (``extractor random'') and a simple addition of
    322 2 FADC slices (``fundamental''). On the top, a run with closed camera has been taken, in the center
    323  an opened camera observing an extra-galactic star field and on the bottom, an open camera being
    324 illuminated by the continuous light of the calibration (level: 100). Every entry corresponds to one
    325 pixel.}
    326 \label{fig:amp:relrms}
    327 \end{figure}
    328 
    329 
    330 \begin{figure}[htp]
    331 \centering
    332 \includegraphics[height=0.3\textheight]{MExtractTimeAndChargeDigitalFilter_Weights_cosmics_weights.dat_Range_01_14_02_14_Run_38993_RMSDiff.eps}
    333 \vspace{\floatsep}
    334 \includegraphics[height=0.3\textheight]{MExtractTimeAndChargeDigitalFilter_Weights_cosmics_weights.dat_Range_01_14_02_14_Run_38995_RMSDiff.eps}
    335 \vspace{\floatsep}
    336 \includegraphics[height=0.3\textheight]{MExtractTimeAndChargeDigitalFilter_Weights_cosmics_weights.dat_Range_01_14_02_14_Run_38996_RMSDiff.eps}
    337 \caption{MExtractTimeAndChargeDigitalFilter: 
    338 Difference in pedestal RMS (per FADC slice) between extraction algorithm
    339 applied on a fixed window of 6 FADC slices and time-randomized weights (``extractor random'')
    340 and a simple addition of 6 FADC slices (``fundamental''). On the top, a run with closed camera
    341 has been taken, in the center
    342  an opened camera observing an extra-galactic star field and on the bottom, an open camera being
    343 illuminated by the continuous light of the calibration (level: 100). Every entry corresponds to one
    344 pixel.}
    345 \label{fig:df:relrms}
    346 \end{figure}
    347 
    348 
    349 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
    350 
    351 Figures~\ref{fig:df:distped},~\ref{fig:amp:distped}
    352 and~\ref{fig:amp:distped} show the
    353 extracted pedestal distributions for the digital filter with cosmics weights (extractor~\#28) and the
    354 spline amplitude (extractor~\#27), respectively for one examplary channel (corresponding to pixel 200).
    355 One can see the (asymmetric) Poisson behaviour of the
    356 night sky background photons for the distributions with open camera and the cutoff at the lower egde
    357 for the distribution with high-intensity continuous light due to a limited pedestal offset and the cutoff
    358 to negative fluctuations.
    359 \par
    360 Figures~\ref{fig:df:relmean}
    361 and~\ref{fig:amp:relmean} show the
    362 relative difference between the calculated pedestal mean and
    363 the one obtained by applying the extractor for
    364 all channels of the MAGIC camera. One can see that in all cases, the distribution is centered around zero,
    365 while its width is never larger than 0.01 which corresponds about to the precision of the extracted mean for
    366 the number of used events. (A very similar distribution is obtained by comparing the results
    367 of the same pedestal calculator applied to different ranges of FADC slices.)
    368 \par
    369 Figures~\ref{fig:df:relrms}
    370 and~\ref{fig:amp:relrms} show the
    371 relative difference between the calculated pedestal RMS, normalized to an equivalent number of slices
    372 (2.5 for the digital filter and 1. for the amplitude of the spline) and
    373 the one obtained by applying the extractor for all channels of the MAGIC camera.
    374 One can see that in all cases, the distribution is not centered around zero, but shows an offset depending
    375 on the light intensity. The difference can be 10\% in the case of the digital filter and even 25\% for the
    376 spline. This big difference for the spline is partly explained by the fact that the pedestals have to be
    377 calculated from an even number of slices to account for the clock-noise. However, the (normalized) pedestal
    378 RMS depends critically on the number of summed FADC slices, especially at very low numbers. In general,
    379 the higher the number of summed FADC slices, the higher the (to the square root of the number of slices)
    380 normalized pedestal RMS.
    381 
    382 
    383 \subsubsection{ \label{sec:determiner} Application of the Signal Extractor to a Sliding Window
    384 of Pedestal Events}
    385 
    386 In this section, we apply the signal extractor to a sliding window of pedestal events.
    387 \par
    388 In MARS, this possibility can be used with a call to
    389 {\textit{\bf MJPedestal::SetExtractionWithExtractor()}}.
    390 \par
     373\par
     374
    391375Because the background is determined by the single photo-electrons from the night-sky background,
    392376the following possibilities can occur:
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