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trunk/MagicDoku/strategy_mc_ana.tex
r771 r772 13 13 %% elements: title, author, date, plus TDAScode 14 14 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 15 \title{ The strategy for MC production and analysis16 optimisation}15 \title{Outline of a standard analysis for MAGIC \\ 16 (including Monte Carlo work)} 17 17 \author{W. Wittek, H. Kornmayer\\ 18 18 \texttt{wittek@mppu.mpg.de, h.kornmayer@web.de }} … … 38 38 39 39 %------------------------------------------------------------ 40 \section{teil 1} 41 42 \section{teil 2} 40 \section{Aim of this paper} 41 The aim of this paper is to describe the procedure to obtain the 42 absolute energy spectrum of a point source from the data taken with 43 MAGIC. This includes work on Mont Carlo (MC) data and the analysis of 44 the real data. 45 46 Various steps in the procedure will depend on details of the MC 47 generation, on the way the real data are taken, etc.. These details 48 have therefore to be specified, which is done in Section 2. 49 50 In Section 3 some basic definitions and formulas are collected in 51 order to avoid any misunderstanding of the meaning of frequently 52 used terms. 53 54 Section 4 describes the MC work and Section 5 the actual analysis of 55 the real data. 56 57 One aim of this paper is also to define jobs for those who want to 58 join the activities in the software developments. As will be seen, the 59 main ingredients both for the MC work and the real data analysis are 60 available. However, certain parts have yet to be implemented, others 61 have to be changed, modified, improved or extended. Last not least 62 extensive tests have to be performed. 63 64 65 66 \section{Assumptions} 67 The assumptions for a 'standard analysis' listed below are the result of 68 discussions in the software group. Some of them are rather arbitrary. 69 They should by no means be 70 understood as final or optimal choices. They should be considered as a 71 starting point. As our experience with the analysis grows we may 72 have to revise some of the assumptions. 73 74 The aim in all what follows is to define a strategy that is as simple 75 and robust as possible. Tests that have yet to be performed will tell 76 us whether the assumptions are reasonable and realistic. 77 78 The assumptions are : 79 80 \begin{itemize} 81 \item Mode of observation :\\ 82 Data are taken in the wobble mode. This means that the telescope is 83 directed not to the position of the selected source but rather to a 84 position which has a certain offset ($\Delta\beta$) from the source 85 position. $\Delta\beta$ is taken as ... degree in right ascension and 86 every 20 minutes of observation the sign of $\Delta\beta$ is changed. 87 The two wobble positions are called wobble-1 and wobble-2. 88 89 There is no compelling reason to do the wobbling in right ascension 90 rather than in any other direction. It also appears that this choice 91 has no severe consequences for the analysis. 92 93 Note that the sky region projected onto the camera is different for 94 wobble positions 1 and 2. For fixed wobble position the sky region 95 projected onto the camera remains the same during tracking of a 96 source, although the sky image is rotating in the camera. 97 98 The wobble mode has to be understood as an alternative to taking on 99 and off data in separate runs. Choosing the wobble mode thus implies 100 that one is taking on data only, from which also the 'off data' have to be 101 obtained by some procedure. 102 103 \item Pedestals :\\ 104 Pedestals and their fluctuations are not determined from triggered 105 showers but rather from pedestal events. The pedestal events are taken 106 'continuously' at a constant rate of 5 Hz. In this way the pedestals 107 and their fluctuations are always up to date, and the presence of 108 stars and their position in the camera can be monitored continuously. 109 110 \item Gamma/hadron separation :\\ 111 It is assumed that it is possible to define a gamma/hadron separation 112 which is independent 113 \begin{itemize} 114 \item[-] of the level of the light of the night sky (LONS) 115 \item[-] of the presence of stars in the field of view (FOV) of the camera 116 \item[-] of the orientation of the sky image in the camera 117 \item[-] of the source being observed 118 \end{itemize} 119 120 It has yet to be proven that this is possible. The corresponding 121 procedures have to be developed, which includes a proper treatment of the 122 pedestal fluctuations in the image analysis. 123 124 The gamma/hadron separation will be given in terms of a set of cuts 125 on quantities which are derived from the measurable quantities, which are : 126 \begin{itemize} 127 \item[-] the direction $\Theta$ and $\phi$ the telescope is pointing to 128 \item[-] the image parameters 129 \item[-] the pedestal fluctuations 130 \end{itemize} 131 132 Under the above assumption the only dependence to be considered for 133 the collection areas (see Section 3) is the dependence on the energy 134 of the cosmic ray particle and on the zenith angle $\Theta$. 135 136 It has to be investigated whether also the azimuthal angle $\phi$ has to be 137 taken into account, for example because of influences from the earth 138 magnetic field. 139 140 \item Trigger condition :\\ 141 142 \item Standard analysis cuts :\\ 143 144 \end{itemize} 145 146 147 \section{Definitions and formulas} 148 \subsection{Definitions} 149 150 \begin{itemize} 151 \item Image parameters :\\ 152 The standard definition of the image parameters is assumed. See for 153 example \cite{...}. 154 155 \item Impact parameter :\\ 156 The impact parameter $p$ is defined as the vertical distance 157 of the telescope from the shower axis. It is not directly 158 measurable. It may be estimated from the image parameters. 159 160 \item Energy :\\ 161 The energy of the shower is not directly measurable either, but may be 162 estimated from the image parameters too. 163 164 \item The direction $(\Theta,\phi)$ :\\ 165 $(\Theta,\phi)$ denotes the direction the telescope is pointing to, 166 not the position of the source being observed. 167 \end{itemize} 168 169 170 \subsection{Formulas} 171 172 \begin{enumerate} 173 \item Differential gamma flux and collection area for a point source 174 175 The differential gamma flux from as point sourse $s$ is 176 177 \begin{eqnarray} 178 \Phi^{\gamma}_s(E)\;=\;\dfrac{dN^{\gamma}_s}{dE \cdot dF \cdot dt} 179 \end{eqnarray} 180 181 where $dN^{\gamma}_s$ is the number of gammas from the source $s$ in 182 the bin $dE,\;dF,\;dt$ of energy, area and time respectively. We 183 denote the probabiolity for reconstructing a gamma shower with energy 184 $E$, zenith angle $\Theta$ and impact parameter $p$ by 185 $R^{\gamma}(E,\;\Theta,\;p)$. The effective collection area is defined as 186 187 \begin{eqnarray}{lll} 188 F^{\gamma}_{eff}\; &= &\int R^{\gamma}(E,\Theta,p)\;dF \\ 189 &= &2\pi\;\int R^{\gamma}(E,\Theta,p)\;p\;dp 190 \end{eqnarray} 191 192 193 The number of $\gamma$ showers observed in the bin $\Delta \Theta$ of 194 the zenith angle $\Theta$ and in the bin $|Delta E$ of the energy is 195 then : 196 197 \begin{eqnarray}{lll} 198 \Delta N^{\gamma,obs}_s &= &\Delta T_{on}(\Theta) \cdot 199 \int_{\Delta E}{} \Phi^{\gamma}_s(E)\;F^{\gamma}_{eff}(E,\Theta)\;dE \\ 200 &\approx= &\Delta T_{on}(\Theta) \cdot 201 F^{\gamma}_{eff}(E),\Theta) \cdot \int_{\Delta E}{} 202 \Phi^{\gamma}_s(E)\;dE \\ 203 &= &\Delta T_{on}(\Theta) \cdot 204 F^{\gamma}_{eff}(E),\Theta) \cdot \Delta E \cdot 205 \overline{\Phi^{\gamma}_s}(E) \\ 206 \end{eqnarray} 207 208 \end{enumerate} 43 209 44 210 \section{MC work} … … 148 314 \item rotating star field 149 315 \end{itemize} 316 317 \section{Analysis of the real data} 150 318 151 319 \end{document}
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