The identification of $${{\varvec{\alpha }}}$$-clustered doorway states in $$^{44,48,52}$$Ti using machine learning

Author:

Bailey Sam,Kokalova TzanyORCID,Freer Martin,Wheldon CarlORCID,Smith RobinORCID,Walshe Joseph,Soić Neven,Prepolec Lovro,Tokić Vedrana,Marqués Francisco Miguel,Achouri Lynda,Delaunay Franck,Parlog Marian,Deshayes Quentin,Fernández-Dominguez Beatriz,Jacquot Bertrand

Abstract

AbstractA novel experimental analysis method has been developed, making use of the continuous wavelet transform and machine learning to rapidly identify $$\alpha $$ α -clustering in nuclei in regions of high nuclear state density. This technique was applied to resonant scattering measurements of the $$^\text {4}$$ 4 He($$^\text {40,44,48}$$ 40,44,48 Ca,$$\alpha $$ α ) resonant reactions, allowing the $$\alpha $$ α -cluster structure of $$^\text {44,48,52}$$ 44,48,52 Ti to be investigated. Fragmented $$\alpha $$ α -clustering was identified in $$^\text {44}$$ 44 Ti and $$^\text {52}$$ 52 Ti, while the results for $$^\text {48}$$ 48 Ti were less conclusive, but suggest no such clustering.

Funder

Science and Technology Facilities Council

European Union’s Seventh Framework Programme

Publisher

Springer Science and Business Media LLC

Subject

Nuclear and High Energy Physics

Reference32 articles.

1. R.O. Duda, P.E. Hart, D.G. Stork, Pattern Classification, 2nd edn. (Wiley, Hoboken, 2001)

2. X. Jia, in 29th Chinese Control And Decision Conference (CCDC) (2017) pp. 4730-4735

3. H. Tang, S. Tan, X. Cheng, Expert Syst. Appl. 36, 10760 (2009)

4. S. Whiteson, D. Whiteson, Eng. Appl. Artif. Intell. 22, 1203 (2009)

5. N. Mukund, S. Abraham, S. Kandhasamy, S. Mitra, N.S. Philip, Phys. Rev. D 95, 104059 (2017)

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Two-dimensional total absorption spectroscopy with conditional generative adversarial networks;Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment;2024-03

2. Exploring QCD matter in extreme conditions with Machine Learning;Progress in Particle and Nuclear Physics;2024-02

3. $$\alpha $$ + core structure described with an additional interaction in the nuclear matter saturation region;The European Physical Journal A;2023-04-12

4. α+Zr92 cluster structure in Mo96;Physical Review C;2023-03-29

5. Topical collection on light clusters in nuclei and nuclear matter: nuclear structure and decay, heavy-ion collisions, and astrophysics;The European Physical Journal A;2022-12-01

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3