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# Content
1 \section{Systematic uncertainties}
2 \label{sec:systematic}
3 In this section, we estimate systematics uncertainties of the methods
4 used in this analysis. We follow the rule of making conservative estimates
5 throughout this section.
6
7 The sources of systematic uncertainties due to modeling of trigger,
8 reconstruction, PDF, and luminosity are described below
9
10 \begin{itemize}
11 \item {\it Trigger}: the trigger path used to select four categories
12 require leptons to be isolated. Though, the isolation criteria
13 depends on the occupancy of the sub-detectors, the alignment of the
14 tracker (when considering tracker isolation variables), and noise in
15 the calorimeters (when considering a calorimetric isolation), the
16 trigger efficiency is expected to be around 99\%, and therefore, a
17 systematic uncertainty is conservatively estimated as 1\%. From the
18 current analysis of $Z\rightarrow l^+l^-$ in
19 CMS~\cite{Zmumu}~\cite{Zee}, the number of \Z events is estimated of the
20 order of 50k per 100 pb$^{-1}$ of data analyzed. To determine the
21 trigger efficiency ``tag-and-probe'' method~\cite{TP} will be used.
22
23 \item {\it Reconstruction}: we assign 2\% systematic uncertainty per
24 lepton due to initial tracker alignment which is of paramount
25 importance to reconstruct leptons, 2\% and 1\% is assigned for the
26 determination of the charge of the electron and muon candidates,
27 respectively. We assigned a larger electron charge identification
28 uncertainty due to much stronger Bremsstrahlung energy loss which
29 makes the charge identification more difficult. The mis-measurement of
30 the charge is of the order of 2\% in CMSSW\_1\_6\_7 release for
31 electron. The estimation of the fraction with data will be done by
32 looking at the \Z peak without opposite charge requirement. Then
33 number of events within the \Z mass windows asking for two leptons of
34 same sign will give us a estimate of the fraction of mis-measured sign
35 leptons.
36
37 \item {\it Lepton identification}: we assign 4\% of systematic
38 uncertainty due to efficiency measurement from early data using
39 ``tag-and-probe'' method and 2\% for that for a muon. Additionally we
40 assign a systematic uncertainty on lepton energy scale of 2\% per
41 lepton. The leptons scale will be established using the \Z mass peak.
42
43 \item {\it PDF uncertainties}: we estimate PDF uncertainties following prescription
44 described in~\cite{OldNote}. The uncertainty is found to be
45 $$ \Delta \sigma_+ ^{tot} = 3.9\% \hspace{0.9cm} \Delta \sigma_- ^{tot} = 3.5\% $$
46
47 \item {\it Luminosity}: we estimate luminosity uncertainty of 10\%.
48 \end{itemize}
49
50 The systematic uncertainties are summarized in Table~\ref{tab:sys}.
51
52 \begin{table}[!tb]
53 \begin{center}
54 \begin{tabular}{|l|c|} \hline
55 Source & Systematic uncertainty,\% \\ \hline
56 Luminosity & 10.0 \\
57 Trigger & 1.0 \\
58 Lepton reconstruction & 2.0 \\
59 Electron charge determination & 2.0 \\
60 Muon charge determination & 1.0 \\
61 Lepton energy scale & 1.0 \\
62 Electron identification & 4.0 \\
63 Muon identification & 2.0 \\
64 PDF uncertainties & 4.0 \\
65 $M_{T}(W)$ requirement & 10.0 \\ \hline
66
67 \end{tabular}
68
69 \end{center}
70 \caption{Systematic uncertainties for $pp\rightarrow \WZ$ process
71 estimated for a scenario of 300~\invpb of integrated luminosity data sample.}
72 \label{tab:sys}
73 \end{table}
74
75
76 We assign 100\% systematic uncertainty on the instrumental backgrounds without
77 genuine \Z boson. This correspond to 7\% effective systematic uncertainty on the final result.
78
79 The systematic uncertainty on the number of the genuine \Z boson background
80 events $\Delta N_j^t$ estimated using the matrix method described in Section~\ref{sec:D0Matrix}
81 is calculated as
82 \begin{equation}
83 \left(\Delta N_j ^{t}\right)^2 = \left(\frac{p\left(N_t - pN_l\right)}{\left(\epsilon -p\right)^2}\right)^2 \Delta \epsilon^2
84 +\left(\frac{\epsilon\left(\epsilon N_{l}-N_{t}\right)}{\left(\epsilon -p\right)^2}\right)^2 \Delta p^2
85 + \frac{p^2\left(\epsilon^2\Delta N_{l}^2 - \Delta N_{t}^2\left(2\epsilon -1\right)\right)}{\left(\epsilon -p\right)^2},
86 \end{equation}
87
88 where $N_t$ and $N_l$ are the numbers of observed events in tight and loose samples
89 after the \ZZ and \Z$\gamma$ backgrounds have been subtracted. $\Delta N_t$ and $\Delta N_l$
90 are the systematic uncertainties associated with this subtraction. We take those as
91 100\% of the estimated physics background from the Monte Carlo simulation. Finally,
92 $\epsilon$ and $p$ are genuine and misidentified ``loose'' lepton efficiency to
93 satisfy ``tight'' requirements.
94
95 We summarize full systematic uncertainties in Table~\ref{tab:FullSys} for each
96 individual signature. The systematic uncertainty is comparable to the statistical
97 uncertainty which is roughly 30\% for each channel. Improvement in understanding
98 of the physics and instrumental backgrounds without genuine \Z bosons, that are
99 currently subtracted with overly conservative 100\%, as well as
100 understanding of the MET, better measurement of the $p_{fake}$ will
101 allow to decrease the overall systematic uncertainty with real data.
102
103 \begin{table}[!tb]
104 \begin{center}
105 \begin{tabular}{|l|c|c|c|} \hline
106 Channels & Modeling, \% & Background estimation, \% & Total, \% \\ \hline
107 $3e$ & 21 & 27 & 34 \\
108 $2e1\mu$ & 19 & 16 & 25 \\
109 $2\mu1e$ & 17 & 31 & 35 \\
110 $3\mu$ & 17 & 12 & 21 \\ \hline
111 \end{tabular}
112
113 \end{center}
114 \caption{Total systematic uncertainty for identification of $pp\rightarrow WZ$ production.}
115 \label{tab:FullSys}
116 \end{table}
117