- Timestamp:
- 05/07/01 15:04:40 (24 years ago)
- File:
-
- 1 edited
Legend:
- Unmodified
- Added
- Removed
-
trunk/MagicDoku/strategy_mc_ana.tex
r779 r780 14 14 \title{Outline of a standard analysis for MAGIC \\ 15 15 (including Monte Carlo work)} 16 \author{ H. Kornmayer, W. Wittek\\16 \author{R. B\"ock, H. Kornmayer, W. Wittek\\ 17 17 \texttt{h.kornmayer@web.de, wittek@mppmu.mpg.de}} 18 18 … … 118 118 obtained by some procedure. 119 119 120 Open questions : - how should $\Delta \beta$ be defined 121 - how big should $\Delta \beta$ be chosen 120 We propose to define $\Delta \beta$ as a direction difference in the 121 local azimuthal angle $\phi$ : 122 $\Delta \phi\;=\;\Delta \beta\;/\;sin(\Theta)$. For very small 123 $\Theta$ ($\Theta\;<\; 1$ degree) $\Delta \beta$ should be defined 124 differently, also to avoid large rotation speeds of the telescope. 125 126 Since the radius of the trigger area is 0.8 degrees, we propose 127 to choose $\Delta \beta\;=\;0.4$ degrees. 128 122 129 123 130 \item Pedestals :\\ … … 143 150 144 151 The gamma/hadron separation will be given in terms of a set of cuts 145 on quantities which are derived from the measurable quantities, which are : 152 (or certain conditions) on quantities which in general are not 153 identical to the measured quantities but which are derived from them. The 154 measurable quantities are : 146 155 \begin{itemize} 147 156 \item[-] the direction $\Theta$ and $\phi$ the telescope is pointing to … … 170 179 171 180 \begin{itemize} 172 \item Image parameters :\\173 The standard definition of the image parameters is assumed. See for174 example \cite{hillas85,fegan96,reynolds93}.175 176 \item Impact parameter :\\177 The impact parameter $p$ is defined as the vertical distance178 of the telescope from the shower axis. It is not directly179 measurable. It may be estimated from the image parameters.180 181 \item Energy :\\182 The energy of the shower is not directly measurable either, but may be183 estimated from the image parameters too.184 185 181 \item The direction $(\Theta,\phi)$ :\\ 186 182 $(\Theta,\phi)$ denotes the direction the telescope is pointing to, 187 183 not the position of the source being observed. 184 185 \item Image parameters :\\ 186 The standard definition of the image parameters is assumed. See for 187 example \cite{hillas85,fegan96,reynolds93}. We should also make use of 188 additional parameters like asymmetry parameters, number of islands or 189 mountains etc. 190 \end{itemize} 191 192 Quantities which are not directly measurable, but which can be 193 estimated from the image parameters are : 194 195 \begin{itemize} 196 \item Impact parameter :\\ 197 The impact parameter $p$ is defined as the vertical distance 198 of the telescope from the shower axis. 199 200 \item The energy of the shower 188 201 \end{itemize} 189 202 … … 192 205 \subsubsection{Differential gamma flux and collection area for a point source} 193 206 194 The differential gamma flux from a point sour se $s$ is given by207 The differential gamma flux from a point source $s$ is given by 195 208 196 209 \begin{eqnarray} … … 200 213 where $dN^{\gamma}_s$ is the number of gammas from the source $s$ in 201 214 the bin $dE,\;dF,\;dt$ of energy, area and time respectively. We 202 denote the probability for reconstructinga gamma shower with energy215 denote the probability for 'observing' a gamma shower with energy 203 216 $E$, zenith angle $\Theta$ and position $F$ in a plane perpendicular 204 to the source direction by 205 $R^{\gamma}(E,\Theta,F)$. The effective collection area is defined as 217 to the source direction by $R^{\gamma}(E,\Theta,F)$. Depending on the 218 special study, the term 'observing' may mean triggering, 219 reconstructing, etc. 220 221 The effective collection area is defined as 206 222 207 223 \begin{eqnarray} … … 210 226 \end{eqnarray} 211 227 228 A side remark : The well known behaviour that the effective collection 229 area (well above the threshold energy) is larger for larger zenith angles 230 $\Theta$, is due to the fact that at higher $\Theta$ the distance of 231 the shower maximum (where the majority of Cherenkov photons is 232 emitted) from the detector is larger than at smaller $\Theta$. The 233 area in which $R^{\gamma}(E,\Theta,F)$ contributes significantly to 234 the integral (\ref{eq:form-1}) is therefore larger, resulting in a 235 larger $F^{\gamma}_{eff}(E,\Theta)$. For the simulation this means, 236 that the maximum impact parameter should be chosen larger for larger $\Theta$. 212 237 213 238 The number of $\gamma$ showers observed in the bin $\Delta \Theta$ of … … 221 246 \int_{\Delta E}{} \Phi^{\gamma}_s(E)\cdot 222 247 F^{\gamma}_{eff}(E,\Theta)\cdot dE \\ 248 \end{eqnarray} 249 250 Assuming that $F^{\gamma}_{eff}(E,\Theta)$ depends only weakly on $E$ 251 in the (sufficiently small) interval $\Delta E$ gives 252 253 \begin{eqnarray} 254 \Delta N^{\gamma,obs}_s(E,\Theta) 223 255 &\approx &\Delta T_{on}(\Theta) \cdot 224 256 F^{\gamma}_{eff}(E,\Theta) \cdot \int_{\Delta E}{} … … 329 361 which $R^{\gamma}(E,\Theta,F)$ is greater than zero were 330 362 simulated. This means in particular that the MC simulation of gammas 331 extends to sufficiently large impact parameters. 363 extends to sufficiently large impact parameters. In reality, in order to save 364 computer time showers will be generated up to a maximum 365 value of the impact parameter (possibly depending on the zenith 366 angle). An appropriate correction for that has to be applied later in 367 the analysis. 332 368 333 369 Knowing $F^{\gamma}_{eff}(E,\Theta)$, the gamma fluxes can be obtained … … 382 418 \int_{\Delta E}{} \Phi^{h}(E)\cdot 383 419 F^{h}_{eff}(E,\Theta)\cdot dE \\ 420 \end{eqnarray} 421 422 \begin{eqnarray} 423 \Delta N^{h,obs}(E,\Theta) 384 424 &\approx &\Delta T_{on}(\Theta) \cdot 385 425 F^{h}_{eff}(E,\Theta) \cdot \int_{\Delta E}{} … … 841 881 \end{itemize} 842 882 883 884 885 \subsection{A suggestion for an initial workplan} 886 We propose in the following a list of tasks whose common goal 887 it is to provide and use data files with a definition of data suitable for 888 initial studies, e.g. trigger rates, and for subsequent further 889 analysis in MARS, e.g. $\gamma$/h-separation. We consider this list to be 890 minimal and a first step only. 891 Given the amount of work that will have to be invested, the detailed 892 assumptions below should be backed up by collaboration-wide agreement; also, some 893 input from groups is essential, so PLEASE REACT. 894 895 Event generation should be done with the following conditions: 896 \begin{itemize} 897 \item Signal definition: we will use the Crab, over a range of zenith angles 898 (define!!). A minimum of 20,000 (can we get that?) triggers will be 899 generated, starting from existing MMCS files; 900 \item Observation mode: observations are assumed off-axis, 901 with an offset of $\pm 0.4 \deg $ in $\Delta \beta$ along the direction of the 902 local azimuthal angle $\phi$, 903 switching sign every 500 events (see 'Assumptions' above); 904 \item Adding star field: adapt starfieldadder and starresponse to the 905 Crab. Ignore star field rotation problems for the moment, until a separate study 906 is available (??); 907 \item Pedestal fluctuations: all pixel values are smeared by a Gaussian 908 centered at zero with a sigma of 1.5 photoelectrons; 909 \item Trigger: Padova to define (!!) the grouping of pixels, the 910 trigger thresholds, and a method to avoid triggering on stars. We assume 911 only a first-level trigger. 912 \end{itemize} 913 With this event sample available, we suggest to embark on several studies, 914 which will help us in understanding better the MAGIC performance, and will 915 also pave our way into future analysis. 916 \begin{itemize} 917 \item determine trigger rates (1st level only), as function of energy and 918 zenith angle (also of impact parameter?); 919 \item determine gamma acceptance, 920 as function of energy and zenith angle (also of impact parameter?); 921 \item determine effective collection area (gammas and hadrons), 922 as function of energy and zenith angle (also of impact parameter?); 923 \item show the position of the shower maximum (Xmax); 924 \item start comparing methods for $\gamma$/h-separation, i.e. the generation 925 of ON and OFF samples from the observations; 926 \item start magnetic field studies ($\phi$-dependence); 927 \item eventually, study the effect of the rotating star field. 928 \end{itemize} 929 930 931 843 932 \section{Analysis of the real data} 844 933
Note:
See TracChangeset
for help on using the changeset viewer.