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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 > and some of the backgrounds, $e.g.$ $t\bar{t}$, $W+jets$, and $Z+jets$ samples,
10 > officially produced with NLO effects taken into account.
11 >
12 > The $p_T$-dependent $k$-factor for the signal is estimated using
13 > the NLO cross section calculator {\sl MCFM}~\cite{Campbell:2005}.  
14 > We estimate the PDF uncertainty on the cross-section using
15 > {\sl MC@NLO 3.1}~\cite{Frixione:2002ik} NLO event generator
16 > together with CTEQ6M PDF set.
17 >
18 > \subsection{Signal definition}
19 > The goal of this analysis is to study the associative production of the on-shell
20 > $\W$ and $\Z$ bosons that decay into three leptons and a neutrino. In the
21 > following we refer to a lepton to as either a muon or an electron, unless
22 > specified otherwise.
23  
24 < Using MCFM to estimate the total NLO cross section, we found:
24 > Using {\sl MCFM} we estimate the total NLO $\WZ$ cross-section to be
25   \begin{equation}
26 < \sigma_{NLO} ( pp \rightarrow W^+Z^0; \sqrt{s}=14TeV) = 30.5 pb
26 > \sigma_{NLO} ( pp \rightarrow W^+\Z; \sqrt{s}=14~{\rm TeV}) = 30.5~{\rm pb},
27   \end{equation}
28   \begin{equation}
29 < \sigma_{NLO} ( pp \rightarrow W^-Z^0; \sqrt{s}=14TeV) = 19.1 pb
29 > \sigma_{NLO} ( pp \rightarrow W^-\Z; \sqrt{s}=14~{\rm TeV}) = 19.1~{\rm pb}.
30   \end{equation}
31  
32 < The LO and NLO distribution of \Z transverse momentum are shown of
33 < figure~\ref{fig:LOvsNLO} for the case of $W^+$ on the left and $W^-$
34 < on the right side. The ratio NLO/LO is also presented on the figure
35 < and it is increasing as $P_T(Z)$ increased. In the following analysis
36 < we consider a constant $k-factor$ of 1.84 as we concentrate on the
37 < first data taking. On the other side, if in the future one wants to
38 < use such distribution to study the effect of possible anomalous triple
39 < gauge couplings, it will be necessary to take the $p_T$ dependance of
40 < this $k-factor$ into account.
32 > The LO and NLO distributions of the \Z boson transverse momentum are
33 > shown in Fig.~\ref{fig:LOvsNLO} with the case of $W^+$ on the left and $W^-$
34 > on the right side. The NLO/LO ratio, $k$-factor, is also presented on the figure,
35 > and it is increasing with $p_T(\Z)$.  We take into account the $p_T$ dependence
36 > by re-weighting the LO Monte Carlo simulation as a function of the $p_T(\Z)$.
37 > %
38 > %
39 > %The $p_T$ dependence of the $k$-factor
40 > %becomes important when a proper NLO description of the $\Z$ boson transverse
41 > %momentum must be obtained, $e.g$ to measure the strength of the $WWZ$ coupling.
42 > %As the focus of this analysis is to prepare for the cross-section measurement,
43 > %we take a $p_{T}$-averaged value of the $k$-factor, equal to 1.84.
44  
45   \begin{figure}[!bt]
46    \begin{center}
47    \scalebox{0.8}{\includegraphics{figs/LOvsNLOZPtWminuns.eps}\includegraphics{figs/LOvsNLOZPtWplus.eps}}
48 <  \caption{$P_T(Z)$ in $W^-Z$ events on the left and  $W^+Z$ events on the right
49 < distribution for LO and NLO calculation. The ratio NLO/LO is also given.
48 >  \caption{$p_T(Z)$ distribution for LO (solid black histogram) and NLO (dashed black histogram)
49 >  in $W^-\Z$ events (left) and  $W^+\Z$ events (right). The ratio NLO/LO is also given as a red
50 >  solid line.
51   }
52    \label{fig:LOvsNLO}
53    \end{center}
# Line 56 | Line 60 | distribution for LO and NLO calculation.
60   %# 830x0.173 (== XS x eff.) = 143.59pb
61  
62  
63 < \subsection{Signal and Background Monte Carlo samples}
64 < The signal monte carlo sample has been produced using PYTHIA
65 < generator. The decay for the \W has been forced to be in $e\nu_e or
66 < \mu\nu_{mu} or \tau\nu_{\tau}$ while the \Z is decaying into electrons
67 < or muons only.
68 <
69 < The main background that we have to consider are all final states
70 < having at least two isolated leptons from the same flavor and with
71 < opposite charge. The third one can be a real isolated lepton or a misidentified
72 < lepton. The probability to misidentify one isolated lepton is rather low, so
73 < this is why we can considere safely starting from two
74 < leptons. Moreover we will apply a cut on the invariant mass of the two
75 < leptons so most of the background remaining are:\\
76 < \begin{itemize}
77 < \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.
78 < \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
63 > \subsection{Signal and background Monte Carlo samples}
64 >
65 > The signal Monte Carlo sample is produced using {\sl PYTHIA}
66 > generator. The decay for the \W lepton is forced to $e\nu_e$,
67 > $\mu\nu_{\mu}$ or $\tau\nu_{\tau}$ final state, while the \Z decays
68 > into electrons or muons only.
69 >
70 > The background to the \WZ final state can be divided in physics and
71 > instrumental. The only physics background is from $Z^0Z^0$ production
72 > where one of the leptons is either mis-reconstructed or lost.
73 >
74 > The instrumental backgrounds are all due to mis-identified electron candidates
75 > from either jets or photons. These backgrounds include production of $\W$ and $\Z$ bosons
76 > with jets and $t\bar{t}$ processes and $Z^0\gamma$ process. The background from $W\gamma$
77 > production, where the $\gamma$ converts and produces a dielectron system is neglected
78 > due to a requirement on the $\ell^+\ell^-$ invariant mass to be consistent with the nominal \Z boson mass.
79  
80 + All non-negligible instrumental backgrounds are summarized below.
81 + \begin{itemize}
82 + \item $\Z + jets$: this background is one of the dominant to the \WZ final state. Although
83 + the misidentification rate for a jet to be misidentified as a lepton is quite small, the
84 + $\Z+jets$ cross-section is 35 times larger than the signal one. We use the {\sl ALPGEN}
85 + generated official samples of $\Z+jet$ production Monte Carlo samples for different
86 + values of the jet transverse momentum.
87 + \item $t\bar{t}$: each of the top quarks decay into a $\W b$ pair producing at least two
88 + leptons and two $b$-quark jets. Although this process does not have a genuine $\Z$
89 + candidate and can be suppressed be a $\Z$ candidate invariant mass requirement,
90 + the probability for a $b$-quark jet to decay semi-leptonically and be misidentified
91 + as a lepton is higher than that from a light-quark jets. The cross-section of the $t\bar{t}$
92 + production is also exceed by about 15 times the cross-section of the \WZ production.
93 + Thus, this background is also one of the most dominant. We use the official $t\bar{t}$
94 + samples produced with {\sl ALPGEN} generator to estimate this background.
95 + \item $\Z + b\bar{b}$: this process is produced by the {\sl COMPHEP}
96 + generator and have a genuine $\Z$ candidate in the final state. One of the $b$-quark
97 + jets are misidentified as the third lepton from the $\W$ boson.
98 + \item $\W+jets$: in this process, the \W boson produces a genuine lepton,
99 + while the other two leptons are misidentified jets. As the misidentification
100 + probability is low, this channel does not contribute significantly to the \WZ
101 + final state. The additional \Z candidate invariant mass requirement suppresses
102 + this background further. We use the officially produced sample of $\W+jets$ processes
103 + for different number of jets in the final state generated by the {\sl ALPGEN}
104 + generator.
105 + \item $Z^0\gamma$: this process is calculated with {\sl PYTHIA}.
106   \end{itemize}
107  
108 < \begin{table}[tbh]
109 < \begin{tabular}{llllll} \hline
110 < Sample & Generator & Sample name & Events & $\sigma \cdot \epsilon
111 < \cdot k$ & k-factor \\ \hline WZ & Pythia &
112 < /WZ/CMSSW\_1\_6\_7-CSA07-1195663763/RECO & 58897 & 0.585 pb & 1.92 \\
113 < $Zb\bar{b}$ & COMPHEP &
114 < /comphep-bbll/CMSSW\_1\_6\_7-CSA07-1198677426/RECO & 143.59 pb & 2.4
115 < \\ ``Chowder'' & ALPGEN &
116 < /CSA07AllEvents/CMSSW\_1\_6\_7-CSA07-Chowder-A1-PDAllEvents-ReReco-100pb/RECO
117 < & 25 M & event weights & - \\
118 < \hline
108 > All the samples we use in this study are a part of the CSA07 production and
109 > are generated using $\mathrm{CMSSW}\_1\_4_\_6$ using the full {\sl GEANT}
110 > simulation of the CMS detector. The digitization and reconstruction are
111 > done using a newer $\mathrm{CMSSW}\_1\_6_\_7$ release with a
112 > misalignment/miscalibration of the detector scenario expected
113 > to be achieved after collection of $\sim$ 100~pb$^{-1}$ of data.
114 > All {\sl ALPGEN} samples are mixed together in further referred to as to a
115 > ``Chowder soup''.
116 >
117 > The summary of all datasets used for signal and background is given in
118 > Table~\ref{tab:MC}. We use the RECO production level to access to
119 > low-level detector information, such as reconstructed hits. This lets
120 > us to use full granularity of the CMS sub-detectors to use isolation
121 > discriminants.
122 >
123 > Analysis of the samples is done using CMSSW$\_1\_6\_7$ CMS software
124 > release. The information is stored in ROOT trees using a code in
125 > CVS:/UserCode/Vuko/WZAnalysis, which is based on Physics Tools candidates.
126 >
127 > \begin{table}[!tb]
128 > %\begin{tabular}{llllll} \hline
129 > %Sample & Generator & Sample name & Events & $\sigma \cdot \epsilon
130 > %\cdot k$ & k-factor \\ \hline WZ & Pythia &
131 > %/WZ/CMSSW\_1\_6\_7-CSA07-1195663763/RECO & 58897 & 0.585 pb & 1.92 \\
132 > %$Zb\bar{b}$ & COMPHEP &
133 > %/comphep-bbll/CMSSW\_1\_6\_7-CSA07-1198677426/RECO & 143.59 pb & 2.4
134 > %\\ ``Chowder'' & ALPGEN &
135 > %/CSA07AllEvents/CMSSW\_1\_6\_7-CSA07-Chowder-A1-PDAllEvents-ReReco-100pb/RECO
136 > %& 25 M & event weights & - \\
137 > \begin{tabular}{|c|c|c|c|c|} \hline
138 > Sample & cross section, pb  & Events & Dataset name \\  \hline
139 > $\WZ$  & 1.12 &  59K & /WZ/CMSSW$\_1\_6\_7$-CSA07-1195663763\\ \hline
140 > $\Z b\bar{b}$  & 830*0.173 (NLO) & 1.9M & /comphep-bbll/CMSSW$\_1\_6\_7$-CSA07-1198677426\\ \hline
141 > Chowder  & Event Weight & $\sim$ 21M &  /CSA07AllEvents/\\ & & & CMSSW$\_1\_6\_7$-CSA07-Chowder-A1-PDAllEvents-ReReco
142 > -100pb\\ \hline
143 > $\Z\Z$ inclusive & 16.1 (NLO) & $\sim$ 140k & /ZZ$\_$incl/CMSSW$\_1\_6\_7$-CSA07-1194964234/RECO\\ \hline
144 > $\Z\gamma \rightarrow e^+e^-\gamma$ &  1.08 (NLO) &  $\sim$125k &/Zeegamma/CMSSW$\_1\_6\_7$-CSA07-1198935518/RECO \\ \hline
145 > $\Z\gamma \rightarrow \mu^+\mu^-\gamma$ &  1.08 (NLO) & $\sim$ 93k & /Zmumugamma/CMSSW$\_1\_6\_7$-CSA07-1194806860/RECO\\ \hline
146   \end{tabular}
147 <
148 < \caption{Monte Carlo samples used in this analysis}
147 > \label{tab:MC}
148 > \caption{Monte Carlo samples used in this analysis using 100 pb$^{-1}$ scenario}
149   \end{table}
150  
151  

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