Top-quark mass determination in the optimised threshold scan
Kacper Nowak, Aleksander Filip Zarnecki

TL;DR
This paper presents an optimized method for measuring the top-quark mass at future e+e- colliders using threshold scans, achieving high precision by including systematic uncertainties and employing genetic algorithms for optimization.
Contribution
It introduces a comprehensive approach to top-quark mass determination at CLIC, incorporating all relevant parameters and uncertainties, and demonstrates an optimization technique to improve measurement precision.
Findings
Top-quark mass can be measured with 30-40 MeV precision at 100 fb^-1.
Optimization reduces statistical uncertainty by approximately 20%.
The method accounts for systematic uncertainties in the fit procedure.
Abstract
One of the important goals at the future ee colliders is to measure the top-quark mass and width in a scan of the pair production threshold. Presented in this work is the most general approach to the top-quark mass determination from the threshold scan at CLIC, with all relevant model parameters and selected systematic uncertainties included in the fit procedure. In the baseline scan scenario the top-quark mass can be extracted with precision of the order of 30 to 40 MeV, already for 100 fb of data collected at the threshold. We present the optimisation procedure based on the genetic algorithm with which the statistical uncertainty of the mass measurement can be reduced by about 20%.
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Taxonomy
TopicsParticle physics theoretical and experimental studies · Radiomics and Machine Learning in Medical Imaging · Medical Imaging Techniques and Applications
