Quark model study of doubly heavy Ξ and Ω baryons via deep neural network and hybrid optimization

In this work, we investigate the mass spectrum and semileptonic decays of double charm and bottom baryon states using the hypercentral quark model. We solve the six-dimensional Schrödinger equation via deep learning and particle swarm optimization techniques to improve the speed and accuracy. Then, we predict the masses of the ground and excited states of single and doubly heavy baryons. Working close to the zero recoil point, we also study the semileptonic decay widths and branching ratios of doubly heavy [Formula: see text] and [Formula: see text] baryons for the [Formula: see text] transitions. A comparison between our results and the evaluations of other theoretical models is also presented. Our predictions of mass spectrum and decay widths provide valuable information for the experiment searching for undiscovered heavy baryon states.

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Publication Details

Journal
Modern Physics Letters A
Published
2025-05-03
DOI
https://doi.org/10.1142/s0217732325500610
Primary Topic
Particle physics theoretical and experimental studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Quark model study of doubly heavy Ξ and Ω baryons via deep neural network and hybrid optimization

Masoumeh Moazzen Sorkhi, Zahra Ghalenovi, Amir Hossein Sovizi
Modern Physics Letters A
Particle physics theoretical and experimental studies
article

Quark model study of doubly heavy Ξ and Ω baryons via deep neural network and hybrid optimization

Masoumeh Moazzen Sorkhi, Zahra Ghalenovi, Amir Hossein Sovizi
article en

Abstract

In this work, we investigate the mass spectrum and semileptonic decays of double charm and bottom baryon states using the hypercentral quark model. We solve the six-dimensional Schrödinger equation via deep learning and particle swarm optimization techniques to improve the speed and accuracy. Then, we predict the masses of the ground and excited states of single and doubly heavy baryons. Working close to the zero recoil point, we also study the semileptonic decay widths and branching ratios of doubly heavy [Formula: see text] and [Formula: see text] baryons for the [Formula: see text] transitions. A comparison between our results and the evaluations of other theoretical models is also presented. Our predictions of mass spectrum and decay widths provide valuable information for the experiment searching for undiscovered heavy baryon states.

Modern Physics Letters AVol. 40(19n20)
Kosar University of Bojnord (IR), Islamic Azad University Shahr-e-Rey (IR)
Openalex Percentile: Top 95%
Particle physics theoretical and experimental studies
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Quark model study of doubly heavy Ξ and Ω baryons via deep neural network and hybrid optimization — Masoumeh Moazzen Sorkhi, Zahra Ghalenovi, et al. · Modern Physics Letters A (2025) | TGRS Research Map | TGRS