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Revision: 1.7
Committed: Thu Oct 11 07:33:42 2012 UTC (12 years, 7 months ago) by claudioc
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# User Rev Content
1 claudioc 1.6 \section{Overview and Strategy for Background Determination}
2 claudioc 1.1 \label{sec:overview}
3    
4 claudioc 1.4 We are searching for a $t\bar{t}\chi^0\chi^0$ or $W b W \bar{b} \chi^0 \chi^0$ final state
5 claudioc 1.1 (after top decay in the first mode, the final states are actually the same). So to first order
6     this is ``$t\bar{t} +$ extra \met''.
7    
8     We work in the $\ell +$ jets final state, where the main background is $t\bar{t}$. We look for
9 benhoob 1.2 \met\ inconsistent with $W \to \ell \nu$. We do this by concentrating on the $\ell \nu$ transverse
10 claudioc 1.7 mass ($M_T$), since except for resolution and W-off-shell effects, $M_T < M_W$ for $W \to \ell \nu$. Thus, the
11 claudioc 1.1 initial analysis is simply a counting experiment in the tail of the $M_T$ distribution.
12    
13 benhoob 1.2 The event selection is one-and-only-one high \pt\ isolated lepton, four or more jets, and
14 claudioc 1.7 an \met\ cut. At least one of the jets has to be btagged to reduce $W+$ jets.
15 claudioc 1.1 The event sample is then dominated by $t\bar{t}$, but there are also contributions from $W+$ jets,
16 claudioc 1.6 single top, dibosons, as well as rare SM processes such as $ttW$.
17 claudioc 1.1
18 claudioc 1.6 % In order to be sensitive to $\widetilde{t}\widetilde{t}$ production, the background in the $M_T$
19     % tail has to be controlled at the level of 10\% or better. So this is (almost) a precision measurement.
20 claudioc 1.1
21     The $t\bar{t}$ events in the $M_T$ tail can be broken up into two categories:
22     (i) $t\bar{t} \to \ell $+ jets and (ii) $t\bar{t} \to \ell^+ \ell^-$ where one of the two
23     leptons is not found by the second-lepton-veto (here the second lepton can be a hadronically
24     decaying $\tau$).
25     For a reasonable $M_T$ cut, say $M_T >$ 150 GeV, the dilepton background is of order 80\% of
26     the total. This is because in dileptons there are two neutrinos from $W$ decay, thus $M_T$
27     is not bounded by $M_W$. This is a very important point: while it is true that we are looking in
28     the tail of $M_T$, the bulk of the background events end up there not because of some exotic
29 benhoob 1.2 \met\ reconstruction failure, but because of well understood physics processes. This means that
30 claudioc 1.6 the background estimate can be taken from Monte Carlo (MC)
31     after carefully accounting for possible
32     data/MC differences.
33    
34 claudioc 1.7 The search is performed in a number of Signal Regions (SRs) defined
35     by minimum requirements on \met\ and $M_T$. The SRs
36     are defined in Section~\ref{sec:SR}.
37    
38     In Section~\ref{sec:CR} we will describe the analysis of various Control Regions
39 claudioc 1.6 (CRs) that are used to test the Monte Carlo model and, if necessary,
40     to extract data/MC scale factors. In this section we give a
41     general description of the procedure. The details of how the
42 claudioc 1.7 final background prediction is assembled are given in Section~\ref{sec:bkg_pred}.
43    
44 claudioc 1.6
45 claudioc 1.1
46 claudioc 1.6 % Sophisticated fully ``data driven'' techniques are not really needed.
47    
48     One general point is that in order to minimize systematic uncertainties, the MC background
49     predictions are whenever possible normalized to the bulk of the $t\bar{t}$ data, ie, events passing all of the
50 claudioc 1.1 requirements but with $M_T \approx 80$ GeV.
51 claudioc 1.6 This (mostly) removes uncertainties
52 claudioc 1.1 due to $\sigma(t\bar{t})$, lepton ID, trigger efficiency, luminosity, etc.
53    
54 claudioc 1.6 \subsection{$\ell +$ jets background}
55     \label{sec:ljbg-general}
56    
57     The $\ell +$ jets background is dominated by
58     $t\bar{t} \to \ell $+ jets, but also includes some $W +$ jets as well as single top.
59     The MC input used in the background estimation
60     is the ratio of the number of events with $M_T$ in the signal region
61     to the number of events with $M_T \approx 80$ GeV.
62     This ratio is (possibly) corrected by a data/MC scale factor obtained
63     from a study of CRs, as outlined below.
64    
65     Note that the ratio described above is actually different for
66     $t\bar{t}$/single top and $W +$ jets. This is because in $W$ events
67     there is a significant contribution to the $M_T$ tail from very off-shell
68     $W$.
69     This contribution is much smaller in top events because $M(\ell \nu)$
70     cannot excees $M_{top}-M_b$.
71    
72     For $W +$ jets the ability of the Monte Carlo to model this ratio
73     ($R_{wjet}$) is tested in a sample of $\ell +$ jets enriched in
74     $W +$ jets by the application of a b-veto.
75     The equivalent ratio for top events ($R_{top}$) is validated in a sample of well
76     identified $Z \to \ell \ell$ with one lepton added to the \met\
77     calculation.
78     This sample is well suited to testing the resolution effects on
79     the $M_T$ tail, since off-shell effects are eliminated by the $Z$-mass
80     requirement.
81    
82     Note that the fact that the ratios are different for
83     $t\bar{t}$/single top and $W +$ jets introduces a systematic
84     uncertainty in the background calculation because one needs
85     to know the relative fractions of these two components in
86     $M_T \approx 80$ GeV lepton $+$ jets sample.
87    
88 claudioc 1.1
89 claudioc 1.6 \subsection{Dilepton background}
90     \label{sec:dil-general}
91 fkw 1.3
92     To suppress dilepton backgrounds, we veto events with an isolated track of \pt $>$ 10 GeV.
93     Being the common feature for electron, muon, and one-prong
94     tau decays, this veto is highly efficient for rejecting
95     $t\bar{t}$ to dilepton events. The remaining dilepton background can be classified into the following categories:
96    
97     %The dilepton background can be broken up into many components depending
98     %on the characteristics of the 2nd (undetected) lepton
99     %\begin{itemize}
100     %\item 3-prong hadronic tau decay
101     %\item 1-prong hadronic tau decay
102     %\item $e$ or $\mu$ possibly from $\tau$ decay
103     %\end{itemize}
104     %We have currently no veto against 3-prong taus. For the other two categories, we explicitely
105     %veto events %with additional electrons and muons above 10 GeV , and we veto events
106     %with an isolated track of \pt\ $>$ 10 GeV. This rejects electrons and muons (either from $W\to e/\mu$ or
107     %$W\to \tau\to e/\mu$) and 1-prong tau decays.
108 benhoob 1.2 %(it turns out that the explicit $e$ or $\mu$ veto is redundant with the isolated track veto).
109 fkw 1.3 %Therefore the latter two categories can be broken into
110 claudioc 1.1 \begin{itemize}
111 fkw 1.3 \item lepton is out of acceptance $(|\eta| > 2.50)$
112     \item lepton has \pt\ $<$ 10 GeV, and is inside the acceptance
113     \item lepton has \pt\ $>$ 10 GeV, is inside the acceptance, but survives the additional isolated track veto
114 claudioc 1.1 \end{itemize}
115 fkw 1.3
116     %Monte Carlo studies indicate that there is no dominant contribution: it is ``a little bit of this,
117     %and a little bit of that''.
118    
119     The last category includes 3-prong tau decays as well as electrons and muons from W decay that fail the isolation requirement.
120     Monte Carlo studies indicate that these three components populate the $M_T$ tail in the proportions of roughly 6\%, 47\%, 47\%.
121     We note that at present we do not attempt to veto 3-prong tau decays as they are only 16\% of the total dilepton background according to the MC.
122 claudioc 1.1
123     The high $M_T$ dilepton backgrounds come from MC, but their rate is normalized to the
124 claudioc 1.6 $M_T \approx 80$ GeV peak. In order to perform this normalization in
125     data, the non-$t\bar{t}$ (eg, $W +$ jets)
126     events in the $M_T$ peak have to be subtracted off. This also introduces a systematic uncertainty.
127 claudioc 1.1
128     There are two types of effects that can influence the MC dilepton prediction: physics effects
129     and instrumental effects. We discuss these next, starting from physics.
130    
131     First of all, many of our $t\bar{t}$ MC samples (eg: MadGraph) have
132     BR$(W \to \ell \nu)=\frac{1}{9} = 0.1111$.
133 benhoob 1.2 PDG says BR$(W \to \ell \nu) = 0.1080 \pm 0.0009$. This difference matters, so the $t\bar{t}$ MC
134 claudioc 1.1 must be corrected to account for this.
135    
136     Second, our selection is $\ell +$ 4 or more jets. A dilepton event passes the selection only if there are
137 benhoob 1.2 two additional jets from ISR, or one jet from ISR and one jet which is reconstructed from the
138 claudioc 1.1 unidentified lepton, {\it e.g.}, a three-prong tau. Therefore, all MC dilepton $t\bar{t}$ samples used
139     in the analysis must have their jet multiplicity corrected (if necessary) to agree with what is
140     seen in $t\bar{t}$ data. We use a data control sample of well identified dilepton events with
141 benhoob 1.2 \met\ and at least two jets as a template to ``adjust'' the $N_{jet}$ distribution of the $t\bar{t} \to$
142 claudioc 1.1 dileptons MC samples.
143    
144     The final physics effect has to do with the modeling of $t\bar{t}$ production and decay. Different
145     MC models could in principle result in different BG predictions. Therefore we use several different
146 claudioc 1.4 $t\bar{t}$ MC samples using different generators and different parameters, to test the stability
147 benhoob 1.2 of the dilepton BG prediction. All these predictions, {\bf after} corrections for branching ratio
148 claudioc 1.1 and $N_{jet}$ dependence, are compared to each other. The spread is a measure of the systematic
149     uncertainty associated with the $t\bar{t}$ generator modeling.
150    
151 benhoob 1.2 The main instrumental effect is associated with the efficiency of the isolated track veto.
152 claudioc 1.1 We use tag-and-probe to compare the isolated track veto performance in $Z + 4$ jet data and
153     MC, and we extract corrections if necessary. Note that the performance of the isolated track veto
154     is not exactly the same on $e/\mu$ and on one prong hadronic tau decays. This is because
155     the pions from one-prong taus are often accompanied by $\pi^0$'s that can then result in extra
156 benhoob 1.2 tracks due to phton conversions. We let the simulation take care of that.
157     Note that JES uncertainties are effectively ``calibrated away'' by the $N_{jet}$ rescaling described above.
158 claudioc 1.1
159 benhoob 1.2 %Similarly, at the moment
160     %we also let the simulation take care of the possibility of a hadronic tau ``disappearing'' in the
161     %detector due to nuclear interaction of the pion.
162 claudioc 1.1
163 benhoob 1.2 %The sample of events failing the last isolated track veto is an important control sample to
164     %check that we are doing the right thing.
165 claudioc 1.1
166 claudioc 1.6 \subsection{Other backgrounds}
167     \label{sec:other-general}
168     Other backgrounds are $tW$, $ttV$, dibosons, tribosons, Drell Yan.
169     These are small. They are taken from MC with appropriate scale
170     factors
171     for trigger efficiency, etc.
172    
173    
174     \subsection{Future improvements}
175     \label{sec:improvements-general}
176 claudioc 1.1 Finally, there are possible improvements to this basic analysis strategy that can be added in the future:
177     \begin{itemize}
178     \item Move from counting experiment to shape analysis. But first, we need to get the counting
179     experiment under control.
180     \item Add an explicit three prong tau veto
181     \item Do something to require that three of the jets in the event be consistent with $t \to Wb, W \to q\bar{q}$.
182 fkw 1.3 %This could help rejecting some of the dilepton BG; however, it would also loose efficiency for
183     %the $\widetilde{t} \to b \chi^+$ mode
184     This could help reject some of the dilepton BG in the search for $\widetilde{t} \to t \chi^0$,
185     but is not applicable to the $\widetilde{t} \to b \chi^+$ search.
186 claudioc 1.1 \item Consider the $M(\ell b)$ variable, which is not bounded by $M_{top}$ in $\widetilde{t} \to b \chi^+$
187 benhoob 1.2 \end{itemize}