2019
DOI: 10.1103/physreve.99.060601
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Anisotropic structural predictor in glassy materials

Abstract: There is a growing evidence that relaxation in glassy materials, both spontaneous and externally driven, is mediated by localized soft spots. Recent progress made it possible to identify the soft spots inside glassy structures and to quantify their degree of softness. These softness measures, however, are typically scalars, not taking into account the tensorial/anisotropic nature of soft spots, which implies orientation-dependent coupling to external deformation. Here we derive from first principles the linear… Show more

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Cited by 36 publications
(31 citation statements)
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“…One is the increased internal data noise of the STZ data, if the data is collected from a single loading condition. As discussed in the Introduction, stress-activated plastic heterogeneity is quite sensitive to the loading conditions such as loading mode and direction 25,26 ; thus, if using data from a single loading condition, non-trivial noise could be introduced in the collected data. For the thermal activation data, as used in this work, the absence of nonuniform stress eliminates the loading-related noises, and probing sufficient elementary ART events can guarantee a well-converged E act to indicate the susceptibility to thermal excitation.…”
Section: Transferability To Identifying Shear Transformation Propensitymentioning
confidence: 99%
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“…One is the increased internal data noise of the STZ data, if the data is collected from a single loading condition. As discussed in the Introduction, stress-activated plastic heterogeneity is quite sensitive to the loading conditions such as loading mode and direction 25,26 ; thus, if using data from a single loading condition, non-trivial noise could be introduced in the collected data. For the thermal activation data, as used in this work, the absence of nonuniform stress eliminates the loading-related noises, and probing sufficient elementary ART events can guarantee a well-converged E act to indicate the susceptibility to thermal excitation.…”
Section: Transferability To Identifying Shear Transformation Propensitymentioning
confidence: 99%
“…However, the accuracy achieved in these attempts is not yet sufficiently high, and the reported scoring metric, e.g., recall or area under the receiver operating characteristic curve (AUC-ROC), is typically below 80%. One reason for this is that the elementary excitations upon shear transformations are complicated by the non-uniform tensorial stress field in the solid under deformation, as well as the dependence of activation on loading conditions (e.g., loading mode and direction) 25,26 . If not properly dealt with, these would introduce non-trivial noises in the accrued data and influence adversely the quality of the learnt structure-property relations.…”
Section: Introductionmentioning
confidence: 99%
“…At larger strains, however, the response becomes nonlinear and intermittent. In the meanfield description, the Gardner transition gives rise to this behavior, but in finite dimensions both collective and local excitations likely contribute [112][113][114][115][116][117][118][119][120][121][122] . The glass then either yields or jams, as illustrated in the phase diagram of Fig.…”
Section: A Stress-strain Curvesmentioning
confidence: 99%
“…Recent extension of the theory to the thermal regime using soft harmonic spheres 90,91 will likely be followed by numerical work in finite dimension. An exciting possibility would be for these studies to provide a sharper understanding of the rheological role of localized excitations [112][113][114][115][116][117][118][119][120][121][122] , as a counterpart of the comparable excitations observed in isotropically cooled or compressed systems.…”
Section: Nonlinear Responsementioning
confidence: 99%
“…It is precisely this population of soft QLMs, and their interaction with phonons, that is thought to influence various unexplained universal phenomena that are specific to structural glasses [20][21][22]26]. Furthermore, a subset of QLMs were shown to represent the carriers of plasticity in externally-loaded glasses [30,31,39], and might be key in determining relaxation patterns in supercooled liquids [32][33][34]. Therefore, knowledge of their full distribution is crucial for advancing our fundamental understanding of many glassy phenomena.…”
Section: Introductionmentioning
confidence: 99%