Bayesian statistical modeling of microcanonical melting times at the superheated regime

dc.contributor.authorDavis, Sergio
dc.contributor.authorLoyola, Claudia
dc.contributor.authorPeralta, Joaquín
dc.date.accessioned2023-07-26T20:38:36Z
dc.date.available2023-07-26T20:38:36Z
dc.date.issued2019-02-01
dc.descriptionIes
dc.description.abstractHomogeneous melting of superheated crystals at constant energy is a dynamical process, believed to be triggered by the accumulation of thermal vacancies and their self-diffusion. From microcanonical simulations we know that if an ideal crystal is prepared at a given kinetic energy, it takes a random time tw until the melting mechanism is actually triggered. In this work we have studied in detail the statistics of tw for melting at different energies by performing a large number of Z-method simulations and applying state-of-the-art methods of Bayesian statistical inference. By focusing on a small system size and short-time tail of the distribution function, we show that tw is actually gamma-distributed rather than exponential (as asserted in a previous work), with decreasing probability near tw∼0. We also explicitly incorporate in our model the unavoidable truncation of the distribution function due to the limited total time span of a Z-method simulation. The probabilistic model presented in this work can provide some insight into the dynamical nature of the homogeneous melting process, as well as giving a well-defined practical procedure to incorporate melting times from simulation into the Z-method in order to correct the effect of short simulation times.es
dc.identifier.citationPhysica A: Statistical Mechanics and its Applications Volume 515, Pages 546 - 557 1 February 2019es
dc.identifier.doi10.1016/j.physa.2018.09.174en
dc.identifier.issn0378-4371
dc.identifier.urihttps://repositorio.unab.cl/xmlui/handle/ria/52028
dc.language.isoenes
dc.publisherPhysica A: Statistical Mechanics and its Applicationses
dc.rights.licenseAttribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)en
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/en
dc.subjectBayesianes
dc.subjectGamma distributiones
dc.subjectMeltinges
dc.subjectMicrocanonicales
dc.subjectWaiting timeses
dc.titleBayesian statistical modeling of microcanonical melting times at the superheated regimees
dc.typeArtículoes
resource.notesIndexación Scopuses
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