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Jet Dipolarity: Top Tagging with Color Flow

Anson Hook, Martin Jankowiak, Jay G. Wacker

Abstract

A new jet observable, dipolarity, is introduced that can distinguish whether a pair of subjets arises from a color singlet source. This observable is incorporated into the HEPTopTagger and is shown to improve discrimination between top jets and QCD jets for moderate to high pT.

Jet Dipolarity: Top Tagging with Color Flow

Abstract

A new jet observable, dipolarity, is introduced that can distinguish whether a pair of subjets arises from a color singlet source. This observable is incorporated into the HEPTopTagger and is shown to improve discrimination between top jets and QCD jets for moderate to high pT.

Paper Structure

This paper contains 7 sections, 5 equations, 6 figures, 1 table.

Figures (6)

  • Figure 1: Legoplot for a top jet reconstructed by the HEPTopTagger, with hard substructure identified by a combination of filtering and a fractional mass-drop criterion. The orange cells correspond to soft radiation associated with the $W^\pm$.
  • Figure 2: Top: Eikonal radiation pattern $dp_T/d\eta d\phi$ for a color singlet with $\Delta R$=0.9, typical for a $W^\pm$ originating from a top with $p_T\!\sim$ 300 GeV. Bottom: As above with the partons instead color-connected to the beam (left/right-going parton connected to the left/right beam). Contours differ by powers of $e$. For the color singlet the radiation is mostly found in the region between the two subjets. For the background-like color configuration, the radiation is pulled towards the beam. Note that an absolute comparison cannot be made between the figures, since the collinear singularities in \ref{['eqn:sigpat']} and \ref{['eqn:bkgpat']} are not regulated.
  • Figure 3: Schematic for a collection of QCD jets whose kinematics fake the top. The upper figures show various possibilities for quarks and gluons that undergo two branchings. The bottom figures show the corresponding large $N_c$ color diagrams, with dipole radiation patterns superimposed across color dipoles. Only the rightmost color configuration, which is suppressed by factors of $C_A/C_F$ with respect to the others, matches the radiation pattern of an actual top.
  • Figure 4: Dipolarity distributions for $W^\pm$s reconstructed by the HEPTopTagger and passing default mass cuts with $m_{\text{filt}} \in$ [150 GeV, 210 GeV]. Thick solid lines indicate central values, whereas thin dashed lines correspond to values at 10% and 90%. Here and throughout the $p_T$ is that of the fat $R=1.5$ jet. For all $p_T$ the central value of the dipolarity for the background is ${\cal O}(50\%-100\%)$ larger than for the signal. This figure uses the HERWIG event samples; the PYTHIA event samples yield similar distributions. The dot-dash line roughly indicates where dipolarity cuts are made at the S=20% working point.
  • Figure 5: Background mistag rates with and without dipolarity cuts at a fixed signal efficiency of 20% for HERWIG (top) and PYTHIA (bottom). The mistag rate at a given $p_{T0}$ is calculated from a $p_T$ window of 100 GeV centered at $p_{T0}$. Note that, as a consequence, each point is not statistically independent. Error bands are statistical.
  • ...and 1 more figures