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2   \label{sec:gen}
3   \subsection{Monte Carlo generators}
4   The signal and background samples for the full detector simulation
5 < were generated with the leading order event generator PYTHIA~\cite{Sjostrand:2003wg}. To
6 < accomodate NLO effect constant k-factors were applied.
7 < Additionally the cross section calculator MCFM~\cite{Campbell:2005} was used to determine
8 < the next-to-leading order differential cross section for the WZ
9 < production process.  To estimate the PDF uncertainty for the signal
10 < process at NLO the NLO event generator MC@NLO 3.1~\cite{Frixione:2002ik} together with PDF set
11 < CTEQ6M was used.
12 <
13 < \subsection{Signal Definition}
14 <
15 < This analysis is studying the final state of on-shell $W$ and $Z$
16 < boson, both of them decaying leptonically. The fully final leptonic
17 < final state $l^+ l^- l^\pm \nu$ also receives a contribution from the
18 < $W\gamma *$ process, where the $\gamma *$ stands for a virtual photon
19 < through the $WW\gamma$ vertex. In this analysis, only events with $l^+
20 < l^-$ invariant mass consistent with $Z$ mass will be considered. CMS
21 < detector have a very good energy resolution for electrons and muons,
22 < the mass windows will be $\pm 10$ GeV around 91 GeV.
5 > are generated with the leading order (LO) event generators
6 > {\sl PYTHIA}~\cite{Sjostrand:2003wg}, {\sl ALPGEN} and {\sl COMPHEP}.
7 > To accommodate the next-to-leading (NLO) effects, constant $k$-factors are applied
8 > except for the signal where a $p_T$-dependence has been taken into account.
9 >
10 > The $p_T$-dependent $k$-factor for the signal is estimated using
11 > the NLO cross section calculator {\sl MCFM}~\cite{Campbell:2005}.  
12 > We estimate the PDF uncertainty on the cross-section using
13 > {\sl MC@NLO 3.1} NLO event generator~\cite{Frixione:2002ik}
14 > together with CTEQ6M PDF set.
15 >
16 > \subsection{Signal definition}
17 > The goal of this analysis is to study the associative production of the on-shell
18 > $\W$ and $\Z$ bosons that decay into three leptons and a neutrino. In the
19 > following we refer to a lepton to as either a muon or an electron, unless
20 > specified otherwise.
21  
22 < Using MCFM to estimate the total NLO cross section, we found:
22 > Using {\sl MCFM} we estimate the total NLO $\WZ$ cross-section to be
23   \begin{equation}
24 < \sigma_{NLO} ( pp \rightarrow W^+Z^0; \sqrt{s}=14TeV) = 30.5 pb
24 > \sigma_{NLO} ( pp \rightarrow W^+\Z; \sqrt{s}=14~{\rm TeV}) = 30.5~{\rm pb},
25   \end{equation}
26   \begin{equation}
27 < \sigma_{NLO} ( pp \rightarrow W^-Z^0; \sqrt{s}=14TeV) = 19.1 pb
27 > \sigma_{NLO} ( pp \rightarrow W^-\Z; \sqrt{s}=14~{\rm TeV}) = 19.1~{\rm pb}.
28   \end{equation}
29  
30 < The LO and NLO distribution of \Z transverse momentum are shown of
31 < figure~\ref{fig:LOvsNLO} for the case of $W^+$ on the left and $W^-$
32 < on the right side. The ratio NLO/LO is also presented on the figure
33 < and it is increasing as $P_T(Z)$ increased. In the following analysis
34 < we consider a constant $k-factor$ of 1.84 as we concentrate on the
35 < first data taking. On the other side, if in the future one wants to
36 < use such distribution to study the effect of possible anomalous triple
37 < gauge couplings, it will be necessary to take the $p_T$ dependance of
38 < this $k-factor$ into account.
30 > The LO and NLO distributions of the \Z boson transverse momentum are
31 > shown in Fig.~\ref{fig:LOvsNLO}. The NLO/LO ratio, $k$-factor, is also presented on the figure,
32 > and it is increasing with $p_T(\Z)$.  We take into account the $p_T$ dependence
33 > by re-weighting the LO Monte Carlo simulation as a function of the $p_T(\Z)$.
34 > %
35 > %
36 > %The $p_T$ dependence of the $k$-factor
37 > %becomes important when a proper NLO description of the $\Z$ boson transverse
38 > %momentum must be obtained, $e.g$ to measure the strength of the $WWZ$ coupling.
39 > %As the focus of this analysis is to prepare for the cross-section measurement,
40 > %we take a $p_{T}$-averaged value of the $k$-factor, equal to 1.84.
41  
42   \begin{figure}[!bt]
43    \begin{center}
44 <  \scalebox{0.8}{\includegraphics{figs/LOvsNLOZPtWminuns.eps}\includegraphics{figs/LOvsNLOZPtWplus.eps}}
45 <  \caption{$P_T(Z)$ in $W^-Z$ events on the left and  $W^+Z$ events on the right
46 < distribution for LO and NLO calculation. The ratio NLO/LO is also given.
47 < }
44 >  \scalebox{0.8}{\includegraphics{figs/k_faktor_for_Note.eps}}
45 >  \caption{Top plot: comparison of $p_T(Z)$ distributions for NLO and LO for \WZ production
46 >           allowing off-shell vector bosons including photon contribution;
47 >           bottom plot: $k$-factor fit to a line.}
48    \label{fig:LOvsNLO}
49    \end{center}
50   \end{figure}
# Line 56 | Line 56 | distribution for LO and NLO calculation.
56   %# 830x0.173 (== XS x eff.) = 143.59pb
57  
58  
59 < \subsection{Signal and Background Monte Carlo samples}
60 < The signal monte carlo sample has been produced using PYTHIA
61 < generator. The decay for the \W has been forced to be in $e\nu_e or
62 < \mu\nu_{mu} or \tau\nu_{\tau}$ while the \Z is decaying into electrons
63 < or muons only.
64 <
65 < The main background that we have to consider are all final states
66 < having at least two isolated leptons from the same flavor and with
67 < opposite charge. The third one can be a real isolated lepton or a misidentified
68 < lepton. The probability to misidentify one isolated lepton is rather low, so
69 < this is why we can considere safely starting from two
70 < leptons. Moreover we will apply a cut on the invariant mass of the two
71 < leptons so most of the background remaining are:\\
72 < \begin{itemize}
73 < \item $W+jets$: $W$ boson will give us one isolated leptons. The probability that 2 additional jets will be misidentified as isolated lepton is very low and the criteria on the lepton invariant mass will definitely reduce such background. This channel is nevertheless useful to study other background for which data sample are not available such as $Wb\bar{b}$. The sample studied for this analysis, has been produced using ALPGEN generator per jet bin.
74 < \item $Z + jets$: $Z$ boson is commun between signal and background. The thrid isolated lepton can come from a misidentified lepton. The cross section of production of this channel is around 600 time the signal studied.The sample studied for this analysis, has been produced using ALPGEN generator per jet bin.
75 < \item $t\bar{t}$: top quark will decay to \W$b$ pair where each of the $W$ can decay via an isolated leptons. This leptons will have opposite charged. Even though combining the two leptons, we will not obtain a peak around the \Z mass, the cross section of this process is around 60 time the cross section of the signal studied. The sample studied for this analysis, has been produced using ALPGEN generator per jet bin. The third lepton will come from a semi leptonic decay of a $b$ quark which will be isolated.
76 < \item $Z + b\bar{b}$: the presence of $Z$ boson will select such events. Moreover due to the semi leptonic decay of a $b$ quark, a thrid lepton can be easily identified and consider as isolated. The sample used has been produced by COMPHEP generator.
77 < \item $ZZ$: the inclusive
59 > \subsection{Signal and background Monte Carlo samples}
60 >
61 > The signal Monte Carlo sample is produced using {\sl PYTHIA}
62 > generator. The decay for the \W lepton is forced to $e\nu_e$,
63 > $\mu\nu_{\mu}$ or $\tau\nu_{\tau}$ final state, while the \Z decays
64 > into electrons or muons only.
65 >
66 > The background to the \WZ final state can be divided in physics and
67 > instrumental. The only physics background is from $Z^0Z^0$ production
68 > where one of the leptons is either mis-reconstructed or lost.
69 >
70 > The instrumental backgrounds are all due to misidentified electron candidates
71 > from either jets or photons. These backgrounds include production of $\W$ and $\Z$ bosons
72 > with jets and $t\bar{t}$ processes and $Z^0\gamma$ process. The background from $W\gamma$
73 > production, where the $\gamma$ converts and produces a di-electron system is neglected
74 > due to a requirement on the $\ell^+\ell^-$ invariant mass to be consistent with the nominal \Z boson mass.
75  
76 + All non-negligible instrumental backgrounds are summarized below.
77 + \begin{itemize}
78 + \item $\Z + jets$: this background is one of the dominant to the \WZ final state. Although
79 + the misidentification rate for a jet to be misidentified as a lepton is quite small, the
80 + $\Z+jets$ cross-section is 35 times larger than the signal one. We use the {\sl ALPGEN}
81 + generated official samples of $\Z+jet$ production Monte Carlo samples for different
82 + values of the jet transverse momentum.
83 + \item $t\bar{t}$: each of the top quarks decay into a $\W b$ pair producing at least two
84 + leptons and two $b$-quark jets. Although this process does not have a genuine $\Z$
85 + candidate and can be suppressed by a $\Z$ candidate invariant mass requirement,
86 + the probability for a $b$-quark jet to decay semi-leptonically and be misidentified
87 + as a lepton is higher than that from a light-quark jets. The cross-section of the $t\bar{t}$
88 + production is also exceed by about 15 times the cross-section of the \WZ production.
89 + Thus, this background is also one of the most dominant. We use the official $t\bar{t}$
90 + samples produced with {\sl ALPGEN} generator to estimate this background.
91 + \item $\Z + b\bar{b}$: this process is produced by the {\sl COMPHEP}
92 + generator and have a genuine $\Z$ candidate in the final state. One of the $b$-quark
93 + jets are misidentified as the third lepton from the $\W$ boson.
94 + \item $\W+jets$: in this process, the \W boson produces a genuine lepton,
95 + while the other two leptons are misidentified jets. As the misidentification
96 + probability is low, this channel does not contribute significantly to the \WZ
97 + final state. The additional \Z candidate invariant mass requirement suppresses
98 + this background further. We use the officially produced sample of $\W+jets$ processes
99 + for different number of jets in the final state generated by the {\sl ALPGEN}
100 + generator.
101 + \item $Z^0\gamma$: this process is calculated with {\sl PYTHIA}.
102   \end{itemize}
103 + The background sources that have \Z bosons described above are simulated with the
104 + contribution from the virtual photon.
105  
106 < \begin{table}[tbh]
107 < \begin{tabular}{llllll} \hline
108 < Sample & Generator & Sample name & Events & $\sigma \cdot \epsilon
109 < \cdot k$ & k-factor \\ \hline WZ & Pythia &
110 < /WZ/CMSSW\_1\_6\_7-CSA07-1195663763/RECO & 58897 & 0.585 pb & 1.92 \\
111 < $Zb\bar{b}$ & COMPHEP &
112 < /comphep-bbll/CMSSW\_1\_6\_7-CSA07-1198677426/RECO & 143.59 pb & 2.4
113 < \\ ``Chowder'' & ALPGEN &
114 < /CSA07AllEvents/CMSSW\_1\_6\_7-CSA07-Chowder-A1-PDAllEvents-ReReco-100pb/RECO
115 < & 25 M & event weights & - \\
116 < \hline
106 > All the samples we use in this study are a part of the CSA07 production and
107 > are generated using $\mathrm{CMSSW}\_1\_4_\_6$ using the full {\sl GEANT}
108 > simulation of the CMS detector. The digitization and reconstruction are
109 > done using a newer $\mathrm{CMSSW}\_1\_6_\_7$ release with a
110 > misalignment/mis-calibration of the detector scenario expected
111 > to be achieved after collection of $\sim$ 100~pb$^{-1}$ of data.
112 > All {\sl ALPGEN} samples are mixed together in further referred to as to a
113 > ``Chowder soup''.
114 >
115 > The summary of all datasets used for signal and background is given in
116 > Table~\ref{tab:MC}. We use the RECO production level to access to
117 > low-level detector information, such as reconstructed hits. This lets
118 > us to use full granularity of the CMS sub-detectors to use isolation
119 > discriminants.
120 >
121 > Analysis of the samples is done using CMSSW$\_1\_6\_7$ CMS software
122 > release. The information is stored in ROOT trees using a code in
123 > CVS:/UserCode/Vuko/WZAnalysis, which is based on Physics Tools candidates.
124 >
125 > \begin{table}[!tb]
126 > %\begin{tabular}{llllll} \hline
127 > %Sample & Generator & Sample name & Events & $\sigma \cdot \epsilon
128 > %\cdot k$ & k-factor \\ \hline WZ & Pythia &
129 > %/WZ/CMSSW\_1\_6\_7-CSA07-1195663763/RECO & 58897 & 0.585 pb & 1.92 \\
130 > %$Zb\bar{b}$ & COMPHEP &
131 > %/comphep-bbll/CMSSW\_1\_6\_7-CSA07-1198677426/RECO & 143.59 pb & 2.4
132 > %\\ ``Chowder'' & ALPGEN &
133 > %/CSA07AllEvents/CMSSW\_1\_6\_7-CSA07-Chowder-A1-PDAllEvents-ReReco-100pb/RECO
134 > %& 25 M & event weights & - \\
135 > \begin{tabular}{|c|c|c|c|c|} \hline
136 > Sample & cross section, pb  & Events & Dataset name \\  \hline
137 > $\WZ$  & 1.12 &  59K & /WZ/CMSSW$\_1\_6\_7$-CSA07-1195663763\\ \hline
138 > $\Z b\bar{b}$  & 830*0.173 (NLO) & 1.9M & /comphep-bbll/CMSSW$\_1\_6\_7$-CSA07-1198677426\\ \hline
139 > Chowder  & Event Weight & $\sim$ 25M &  /CSA07AllEvents/\\ & & & CMSSW$\_1\_6\_7$-CSA07-Chowder-A1-PDAllEvents-ReReco
140 > -100pb\\ \hline
141 > $\Z\Z$ inclusive & 16.1 (NLO) & $\sim$ 140K & /ZZ$\_$incl/CMSSW$\_1\_6\_7$-CSA07-1194964234/RECO\\ \hline
142 > $\Z\gamma \rightarrow e^+e^-\gamma$ &  1.08 (NLO) &  $\sim$125K &/Zeegamma/CMSSW$\_1\_6\_7$-CSA07-1198935518/RECO \\ \hline
143 > $\Z\gamma \rightarrow \mu^+\mu^-\gamma$ &  1.08 (NLO) & $\sim$ 93K & /Zmumugamma/CMSSW$\_1\_6\_7$-CSA07-1194806860/RECO\\ \hline
144   \end{tabular}
145 <
146 < \caption{Monte Carlo samples used in this analysis}
145 > \label{tab:MC}
146 > \caption{Monte Carlo samples used in this analysis using 100 pb$^{-1}$ scenario}
147   \end{table}
148  
149  

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