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We have explored the potential energy surface for \u201cmagic\u201d number clusters 309, 561, and 923. This study reveals that these clusters are not completely symmetric, but they require a distorted symmetric core with amorphous layers of atoms over it. The amorphous geometries tend to be more stable in comparison to completely symmetric structures. The first ever gold cluster to hold an icosahedron-Au13 was identified at Au60 [S. Pande et al., J. Phys. Chem. Lett. 10, 1820 (2019)]. Through our study, we have found a plausible evolution of a symmetric core as the size of the nanoparticle increases. The stable cores were found at Au160, Au327, and Au571, which can be recognized as new magic numbers. Au923 is found to have a stable symmetric core of 147 atoms covered with layers of atoms that are not completely amorphous. This shows the preference of symmetric structures as the size of the nanoparticle increases (&amp;lt;3.3 nm).<\/jats:p>","DOI":"10.1063\/1.5142903","type":"journal-article","created":{"date-parts":[[2020,4,16]],"date-time":"2020-04-16T13:54:35Z","timestamp":1587045275000},"update-policy":"https:\/\/doi.org\/10.1063\/aip-crossmark-policy-page","source":"Crossref","is-referenced-by-count":15,"title":["Structural evolution in gold nanoparticles using artificial neural network based interatomic potentials"],"prefix":"10.1063","volume":"152","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8360-228X","authenticated-orcid":false,"given":"Shweta","family":"Jindal","sequence":"first","affiliation":[{"name":"Discipline of Chemistry, Indian Institute of Technology Indore , Simrol, Indore 453552, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Satya S.","family":"Bulusu","sequence":"additional","affiliation":[{"name":"Discipline of Chemistry, Indian Institute of Technology Indore , Simrol, Indore 453552, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"317","published-online":{"date-parts":[[2020,4,16]]},"reference":[{"key":"2023080120052445900_c1","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1142\/9781848168077_0002","volume-title":"Gold Nanoparticles for Physics, Chemistry and Biology","year":"2012"},{"key":"2023080120052445900_c2","doi-asserted-by":"publisher","first-page":"276","DOI":"10.1021\/ar50140a002","volume":"12","year":"1979","journal-title":"Acc. 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