Characterizing the hadronization of parton showers using the HOMER method

We update the HOMER method, a technique to solve a restricted version of the inverse problem of hadronization – extracting the Lund string fragmentation function f(z) <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mrow> <mml:mi>f</mml:mi> <mml:mo stretchy="false" form="prefix">(</mml:mo> <mml:mi>z</mml:mi> <mml:mo stretchy="false" form="postfix">)</mml:mo> </mml:mrow> </mml:math> from data using only observable information. Here, we demonstrate its utility by extracting f(z) <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mrow> <mml:mi>f</mml:mi> <mml:mo stretchy="false" form="prefix">(</mml:mo> <mml:mi>z</mml:mi> <mml:mo stretchy="false" form="postfix">)</mml:mo> </mml:mrow> </mml:math> from synthetic Pythia simulations using high-level observables constructed on an event-by-event basis, such as multiplicities and shape variables. Four cases of increasing complexity are considered, corresponding to e^+e^- <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mrow> <mml:msup> <mml:mi>e</mml:mi> <mml:mo>+</mml:mo> </mml:msup> <mml:msup> <mml:mi>e</mml:mi> <mml:mo>−</mml:mo> </mml:msup> </mml:mrow> </mml:math> collisions at a center-of-mass energy of 90≥v <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mrow> <mml:mn>90</mml:mn> <mml:mo>≥</mml:mo> <mml:mi>v</mml:mi> </mml:mrow> </mml:math> producing either a string stretched between a q <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mi>q</mml:mi> </mml:math> and \bar{q} <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mover> <mml:mi>q</mml:mi> <mml:mo accent="true">‾</mml:mo> </mml:mover> </mml:math> containing no gluons; the same string containing one gluon g <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mi>g</mml:mi> </mml:math> with fixed kinematics; the same but the gluon has varying kinematics; and the most realistic case, strings with an unrestricted number of gluons that is the end-result of a parton shower. We demonstrate the extraction of f(z) <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mrow> <mml:mi>f</mml:mi> <mml:mo stretchy="false" form="prefix">(</mml:mo> <mml:mi>z</mml:mi> <mml:mo stretchy="false" form="postfix">)</mml:mo> </mml:mrow> </mml:math> in each case, with the result of only a relatively modest degradation in performance of the HOMER method with the increased complexity of the string system.

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Journal
SciPost Physics
Published
2025-11-11
DOI
https://doi.org/10.21468/scipostphys.19.5.125
Primary Topic
Particle physics theoretical and experimental studies
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article
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article

Characterizing the hadronization of parton showers using the HOMER method

Jure Zupan, Christian Bierlich, Manuel Szewc, M. Wilkinson et al.
SciPost Physics
Particle physics theoretical and experimental studies
article

Characterizing the hadronization of parton showers using the HOMER method

Jure Zupan, Christian Bierlich, Manuel Szewc, M. Wilkinson, Tony Menzo, Benoît Assi, Phil Ilten, S. Mrenna, Ahmed Youssef
article en

Abstract

We update the HOMER method, a technique to solve a restricted version of the inverse problem of hadronization – extracting the Lund string fragmentation function f(z) <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mrow> <mml:mi>f</mml:mi> <mml:mo stretchy="false" form="prefix">(</mml:mo> <mml:mi>z</mml:mi> <mml:mo stretchy="false" form="postfix">)</mml:mo> </mml:mrow> </mml:math> from data using only observable information. Here, we demonstrate its utility by extracting f(z) <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mrow> <mml:mi>f</mml:mi> <mml:mo stretchy="false" form="prefix">(</mml:mo> <mml:mi>z</mml:mi> <mml:mo stretchy="false" form="postfix">)</mml:mo> </mml:mrow> </mml:math> from synthetic Pythia simulations using high-level observables constructed on an event-by-event basis, such as multiplicities and shape variables. Four cases of increasing complexity are considered, corresponding to e^+e^- <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mrow> <mml:msup> <mml:mi>e</mml:mi> <mml:mo>+</mml:mo> </mml:msup> <mml:msup> <mml:mi>e</mml:mi> <mml:mo>−</mml:mo> </mml:msup> </mml:mrow> </mml:math> collisions at a center-of-mass energy of 90≥v <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mrow> <mml:mn>90</mml:mn> <mml:mo>≥</mml:mo> <mml:mi>v</mml:mi> </mml:mrow> </mml:math> producing either a string stretched between a q <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mi>q</mml:mi> </mml:math> and \bar{q} <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mover> <mml:mi>q</mml:mi> <mml:mo accent="true">‾</mml:mo> </mml:mover> </mml:math> containing no gluons; the same string containing one gluon g <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mi>g</mml:mi> </mml:math> with fixed kinematics; the same but the gluon has varying kinematics; and the most realistic case, strings with an unrestricted number of gluons that is the end-result of a parton shower. We demonstrate the extraction of f(z) <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"> <mml:mrow> <mml:mi>f</mml:mi> <mml:mo stretchy="false" form="prefix">(</mml:mo> <mml:mi>z</mml:mi> <mml:mo stretchy="false" form="postfix">)</mml:mo> </mml:mrow> </mml:math> in each case, with the result of only a relatively modest degradation in performance of the HOMER method with the increased complexity of the string system.

SciPost PhysicsVol. 19(5)
Fermi National Accelerator Laboratory (US), Lund University (SE), National University of General San Martín (AR), International Center for Advanced Studies (AR), University of Cincinnati (US)
National Science Foundation, U.S. Department of Energy, Adolph C. and Mary Sprague Miller Institute for Basic Research in Science, University of California Berkeley, Knut och Alice Wallenbergs Stiftelse, Office of Science, High Energy Physics, Workforce Development for Teachers and Scientists
Openalex Percentile: Top 87%
Particle physics theoretical and experimental studies
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