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Measurement of the Jet Energy Scale in the CMS experiment ... - IIHE

Measurement of the Jet Energy Scale in the CMS experiment ... - IIHE

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CHAPTER 5: Estimat<strong>in</strong>g <strong>of</strong> <strong>the</strong> <strong>Jet</strong> <strong>Energy</strong> <strong>Scale</strong> Calibration Factor 119The distributions <strong>of</strong> some variables, which were used as <strong>in</strong>put to tra<strong>in</strong> <strong>the</strong> MVA method,are shown for <strong>the</strong> collision data and <strong>the</strong> simulated events <strong>in</strong> Figure 5.30. They arecalculated us<strong>in</strong>g <strong>the</strong> chosen jet-parton comb<strong>in</strong>ation which is returned by <strong>the</strong> MVAmethod.Look<strong>in</strong>g at <strong>the</strong> high-level variables which are shown <strong>in</strong> Figure 5.30, <strong>the</strong> good agreementbetween data and simulation can be observed.With <strong>the</strong> jets labeled to <strong>the</strong> partons <strong>in</strong> <strong>the</strong> t → Wb → q¯qb decay us<strong>in</strong>g <strong>the</strong> MVAmethod, it is time to reconstruct <strong>the</strong> W boson and <strong>the</strong> top quark four-vectors. Thedistributions <strong>of</strong> <strong>the</strong> mass <strong>of</strong> <strong>the</strong> W boson and <strong>the</strong> top quark are shown <strong>in</strong> Figure 5.31.Although <strong>the</strong> chosen jet comb<strong>in</strong>ation by <strong>the</strong> MVA method does not correspond to<strong>the</strong> true comb<strong>in</strong>ation, what is observed from Figure 5.31 is that <strong>the</strong> data events follow<strong>the</strong> same behaviour as <strong>the</strong> simulation and a good agreement can aga<strong>in</strong> be obta<strong>in</strong>ed.In <strong>the</strong> follow<strong>in</strong>g <strong>the</strong> selected events are fed to <strong>the</strong> k<strong>in</strong>ematic fit package. As before, <strong>the</strong>k<strong>in</strong>ematic fit is performed 41×41 times per event while scann<strong>in</strong>g a region correspond<strong>in</strong>gto a w<strong>in</strong>dow <strong>of</strong> ±40% around <strong>the</strong> non-corrected energies <strong>of</strong> <strong>the</strong> light as well as <strong>the</strong> bjets. The fit is performed <strong>in</strong> steps <strong>of</strong> 2% <strong>in</strong> both <strong>the</strong> light and b jet energy correctionsto make a two-dimensional plot <strong>of</strong> <strong>the</strong> fit probabilities. The output <strong>of</strong> <strong>the</strong> k<strong>in</strong>ematicfit method for a typical collision data event is shown <strong>in</strong> Figure 5.32. The <strong>in</strong>formation<strong>of</strong> <strong>the</strong> event, <strong>in</strong>clud<strong>in</strong>g <strong>the</strong> run number and <strong>the</strong> event number, are quoted on <strong>the</strong> plot.It can be seen from Figure 5.32, that <strong>the</strong> fit has been converged <strong>in</strong> each po<strong>in</strong>t <strong>in</strong><strong>the</strong> two-dimensional space which is spanned <strong>in</strong> <strong>the</strong> direction <strong>of</strong> <strong>the</strong> residual light and bjet energy corrections. Also it is clearly observed that <strong>the</strong> maximum <strong>of</strong> <strong>the</strong> fit happenssomewhere <strong>in</strong> <strong>the</strong> scanned region which confirms that <strong>the</strong> mass constra<strong>in</strong>ts are maximallyfulfilled at that po<strong>in</strong>t. Therefore, <strong>the</strong> observed collision data event can representan e+jets t¯t event.The distribution <strong>of</strong> <strong>the</strong> k<strong>in</strong>ematic fit probability <strong>in</strong> <strong>the</strong> selected events when no correctionis applied P K<strong>in</strong>Fit (∆E l = 1, ∆E b = 1), is shown <strong>in</strong> Figure 5.33.The peak at zero justifies <strong>the</strong> need for <strong>the</strong> residual jet energy corrections. It isalso <strong>in</strong>terest<strong>in</strong>g to look at <strong>the</strong> distribution <strong>of</strong> <strong>the</strong> maximum probability returned by <strong>the</strong>k<strong>in</strong>ematic fit PK<strong>in</strong>Fit max (∆E l, ∆E b ) per event, which is shown <strong>in</strong> Figure 5.34.Aga<strong>in</strong> what can be seen from Figure 5.34 is <strong>the</strong> compatibility <strong>of</strong> <strong>the</strong> collision dataand <strong>the</strong> simulated events with<strong>in</strong> <strong>the</strong> statistical uncerta<strong>in</strong>ties.In order to apply <strong>the</strong> method <strong>of</strong> estimat<strong>in</strong>g <strong>the</strong> residual jet energy corrections on <strong>the</strong>data, <strong>the</strong> same extra event selection cuts, as described <strong>in</strong> Section 5.3, are applied on<strong>the</strong> collision data. These additional event selection cuts are summarized <strong>in</strong> Table 5.16.Accord<strong>in</strong>g to <strong>the</strong> results that were obta<strong>in</strong>ed us<strong>in</strong>g 100pb −1 <strong>of</strong> <strong>the</strong> <strong>in</strong>tegrated lum<strong>in</strong>osityshown <strong>in</strong> Table 5.3, <strong>the</strong> number <strong>of</strong> e+jets t¯t events survived, for example, <strong>the</strong>cut on <strong>the</strong> maximum probability <strong>of</strong> <strong>the</strong> k<strong>in</strong>ematic fit PK<strong>in</strong>Fit max > 0.98, is around 75.Therefore, <strong>in</strong> an analysis which corresponds to an <strong>in</strong>tegrated lum<strong>in</strong>osity <strong>of</strong> 36.1pb −1 ,

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