Hypernuclear cluster states of BΛ12 unveiled through neural network-driven microscopic calculation

We investigate the hypernuclear cluster states of BΛ12 using a neural-network-driven microscopic model. We extend the Control Neural Networks (Ctrl.NN) method and systematically calculate the positive-parity spectrum of BΛ12. By incorporating sd-shell excitations and parity-coupling effects into the...

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Main Authors: Jiaqi Tian, Mengjiao Lyu, Zheng Cheng, Masahiro Isaka, Akinobu Doté, Takayuki Myo, Hisashi Horiuchi, Hiroki Takemoto, Niu Wan, Qing Zhao
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Physics Letters B
Online Access:http://www.sciencedirect.com/science/article/pii/S037026932500098X
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author Jiaqi Tian
Mengjiao Lyu
Zheng Cheng
Masahiro Isaka
Akinobu Doté
Takayuki Myo
Hisashi Horiuchi
Hiroki Takemoto
Niu Wan
Qing Zhao
author_facet Jiaqi Tian
Mengjiao Lyu
Zheng Cheng
Masahiro Isaka
Akinobu Doté
Takayuki Myo
Hisashi Horiuchi
Hiroki Takemoto
Niu Wan
Qing Zhao
author_sort Jiaqi Tian
collection DOAJ
description We investigate the hypernuclear cluster states of BΛ12 using a neural-network-driven microscopic model. We extend the Control Neural Networks (Ctrl.NN) method and systematically calculate the positive-parity spectrum of BΛ12. By incorporating sd-shell excitations and parity-coupling effects into the BΛ12 hypernuclear system, we reveal structural changes, including clustering effects and new configurations such as isosceles-triangle and α-t-α linear-chain structures. Furthermore, by comparing with experimental data, we identify that many peaks (#6 and #8) can be interpreted as pΛ dominant states, which is consistent with shell-model predictions. Notably, based on our analysis of the excited states of BΛ12, we propose possible candidates for previously unexplained or controversial experimental peaks.
format Article
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institution DOAJ
issn 0370-2693
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publishDate 2025-03-01
publisher Elsevier
record_format Article
series Physics Letters B
spelling doaj-art-873c6a8203ff42ada3fb6c00fd8832812025-08-20T03:05:55ZengElsevierPhysics Letters B0370-26932025-03-0186213933810.1016/j.physletb.2025.139338Hypernuclear cluster states of BΛ12 unveiled through neural network-driven microscopic calculationJiaqi Tian0Mengjiao Lyu1Zheng Cheng2Masahiro Isaka3Akinobu Doté4Takayuki Myo5Hisashi Horiuchi6Hiroki Takemoto7Niu Wan8Qing Zhao9College of Physics, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China; Key Laboratory of Aerospace Information Materials and Physics (NUAA), MIIT, Nanjing 211106, ChinaCollege of Physics, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China; Key Laboratory of Aerospace Information Materials and Physics (NUAA), MIIT, Nanjing 211106, China; Corresponding author.College of Physics, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China; Key Laboratory of Aerospace Information Materials and Physics (NUAA), MIIT, Nanjing 211106, ChinaHosei University, 2-17-1 Fujimi, Chiyoda-ku, Tokyo 102-8160, JapanKEK Theory Center, Institute of Particle and Nuclear Studies (IPNS), High Energy Accelerator Research Organization (KEK), 1-1 Oho, Tsukuba, Ibaraki, 305-0801, Japan; J-PARC Branch, KEK Theory Center, IPNS, KEK, 203-1, Shirakata, Tokai, Ibaraki, 319-1106, Japan; Graduate Institute for Advanced Studies, SOKENDAI, 1-1 Oho, Tsukuba, Ibaraki, 305-0801, JapanResearch Center for Nuclear Physics (RCNP), Osaka University, Osaka 567-0047, Japan; General Education, Faculty of Engineering, Osaka Institute of Technology, Osaka, Osaka 535-8585, JapanResearch Center for Nuclear Physics (RCNP), Osaka University, Osaka 567-0047, JapanFaculty of Pharmacy, Osaka Medical and Pharmaceutical University, Takatsuki, Osaka 569-1094, JapanSchool of Physics and Optoelectronics, South China University of Technology, Guangzhou 510641, ChinaSchool of Science, Huzhou University, Huzhou 313000, Zhejiang, ChinaWe investigate the hypernuclear cluster states of BΛ12 using a neural-network-driven microscopic model. We extend the Control Neural Networks (Ctrl.NN) method and systematically calculate the positive-parity spectrum of BΛ12. By incorporating sd-shell excitations and parity-coupling effects into the BΛ12 hypernuclear system, we reveal structural changes, including clustering effects and new configurations such as isosceles-triangle and α-t-α linear-chain structures. Furthermore, by comparing with experimental data, we identify that many peaks (#6 and #8) can be interpreted as pΛ dominant states, which is consistent with shell-model predictions. Notably, based on our analysis of the excited states of BΛ12, we propose possible candidates for previously unexplained or controversial experimental peaks.http://www.sciencedirect.com/science/article/pii/S037026932500098X
spellingShingle Jiaqi Tian
Mengjiao Lyu
Zheng Cheng
Masahiro Isaka
Akinobu Doté
Takayuki Myo
Hisashi Horiuchi
Hiroki Takemoto
Niu Wan
Qing Zhao
Hypernuclear cluster states of BΛ12 unveiled through neural network-driven microscopic calculation
Physics Letters B
title Hypernuclear cluster states of BΛ12 unveiled through neural network-driven microscopic calculation
title_full Hypernuclear cluster states of BΛ12 unveiled through neural network-driven microscopic calculation
title_fullStr Hypernuclear cluster states of BΛ12 unveiled through neural network-driven microscopic calculation
title_full_unstemmed Hypernuclear cluster states of BΛ12 unveiled through neural network-driven microscopic calculation
title_short Hypernuclear cluster states of BΛ12 unveiled through neural network-driven microscopic calculation
title_sort hypernuclear cluster states of bλ12 unveiled through neural network driven microscopic calculation
url http://www.sciencedirect.com/science/article/pii/S037026932500098X
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