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Measurement of the Z boson cross-section in - Harvard University ...

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Chapter 4: Data Collection and Event Reconstruction 137<br />

tion [7]. Importantly, MuGirl uses all four muon spectrometer technologies to identify<br />

segments, employ<strong>in</strong>g an artificial neural network (ANN) to comb<strong>in</strong>e <strong>in</strong>formation from<br />

<strong>the</strong> different technologies. If a reconstructed segment is close to <strong>the</strong> predicted track<br />

position based on <strong>the</strong> ANN discrim<strong>in</strong>ant, <strong>the</strong> track is tagged as a muon. Although<br />

<strong>the</strong> algorithm was <strong>in</strong>itially designed to f<strong>in</strong>d low-pT muons, it is highly efficient for all<br />

muons, and has a low fake rate.<br />

MuTag<br />

MuTag does not do any segment-f<strong>in</strong>d<strong>in</strong>g, but ra<strong>the</strong>r tries to associate an extrap-<br />

olated <strong>in</strong>ner detector track with exist<strong>in</strong>g muon segments us<strong>in</strong>g a χ 2 quantity based<br />

on <strong>the</strong> η − φ difference between <strong>the</strong> track and <strong>the</strong> segment. Unlike MuGirl, MuTag<br />

only uses <strong>in</strong>ner detector tracks and spectrometer segments that have not already been<br />

associated with muon tracks by Muonboy and/or Staco. A χ 2 value below a cut-<strong>of</strong>f<br />

tags <strong>the</strong> <strong>in</strong>ner detector track as a muon.<br />

Calorimeter-based muon tagg<strong>in</strong>g<br />

S<strong>in</strong>ce <strong>the</strong> calorimeters have a significantly larger coverage (|η|

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