Measurement of the Z boson cross-section in - Harvard University ...
Measurement of the Z boson cross-section in - Harvard University ...
Measurement of the Z boson cross-section in - Harvard University ...
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Chapter 4: Data Collection and Event Reconstruction 121<br />
and δ-electrons 15 from signal electrons. A cut-based electron identification scheme is<br />
used by default. Three standard sets <strong>of</strong> cuts have been def<strong>in</strong>ed: loose, medium and<br />
tight. This approach provides flexibility <strong>in</strong> physics analyses; for example, <strong>the</strong> user<br />
can choose electrons that pass <strong>the</strong> loose cuts if <strong>the</strong> analysis demands high electron<br />
identification efficiency but is <strong>in</strong>sensitive to a relatively large fake rate.<br />
The loose cuts use simple calorimeter quantities, namely, shower shape variables<br />
<strong>in</strong> <strong>the</strong> middle layer <strong>of</strong> <strong>the</strong> EM calorimeter and <strong>the</strong> amount <strong>of</strong> leakage energy <strong>in</strong>to <strong>the</strong><br />
hadronic calorimeter. The medium cuts improve <strong>the</strong> identification by add<strong>in</strong>g cuts on<br />
<strong>the</strong> strips <strong>in</strong> <strong>the</strong> first EM calorimeter layer (see Chapter 2) and on track quantities.<br />
The tight cuts use additional quantities such as <strong>the</strong> number <strong>of</strong> hits <strong>in</strong> <strong>the</strong> vertex<strong>in</strong>g<br />
layer, <strong>the</strong> number <strong>of</strong> TRT hits and <strong>the</strong> ratio <strong>of</strong> high threshold TRT hits to all TRT<br />
hits. The tight cuts provide very high jet rejection. Details <strong>of</strong> <strong>the</strong> cuts can be found<br />
<strong>in</strong> <strong>the</strong> electron identification chapter <strong>of</strong> <strong>the</strong> ATLAS CSC note ([17], p. 73).<br />
In addition to <strong>the</strong> cut-based approach, multivariate approaches us<strong>in</strong>g a likelihood<br />
discrim<strong>in</strong>ant, boosted decision tree and neural network have been implemented <strong>in</strong><br />
ATLAS. Analyses <strong>in</strong>volv<strong>in</strong>g electrons with <strong>the</strong> early 2010 data used cut-based electron<br />
def<strong>in</strong>itions only.<br />
Photon reconstruction <strong>in</strong> <strong>the</strong> calorimeter<br />
As mentioned above, photon candidates are created from EM clusters that do not<br />
have an associated track or is matched with a track <strong>in</strong> a conversion pair. At this<br />
po<strong>in</strong>t, three photon identification techniques are available: a cut-based method, a<br />
15 A δ-electron or δ-ray is an energetic electron that has been knocked out <strong>of</strong> an atom by a charged<br />
particle.