Searcharxiv⌕ Search

arXiv · 2610.24101

Quantifying the Kinetic and Thermodynamic Origins of the Glass-Forming Ability in Metals

Abstract

The glass-forming ability (GFA) of a metallic liquid can be quantified by the critical cooling rate $R_c$, below which it crystallizes upon cooling. $R_c$ is determined by the competition between $R$ and the crystallization rate $\mathcal{K}_{\rm X}$. Here, we calculate $R_c$ and $\mathcal{K}_{\rm X}$ in model pure metals and alloys with BCC/B2 and FCC equilibrium crystal structures. Using classical nucleation theory and independently calculated crystal growth rates, we evaluate $\mathcal{K}_{\rm X}=(IU^3)^{1/4}$ at $T=0.8T_m$, where $I$ and $U$ are the nucleation and growth rates and $T_m$ is the melting temperature. We find a strong positive correlation between $\mathcal{K}_{\rm X}$ and $R_c$ over eleven orders of magnitude. We decompose $\mathcal{K}_{\rm X}$ into a product of a kinetic contribution, involving atomic cluster attachment and diffusion, and a thermodynamic contribution. We show that the thermodynamic contribution to $\mathcal{K}_{\rm X}$ dominates the kinetic contribution over the range of cooling rates that we consider. The nucleation barrier $ΔG_c \sim \tildeγ^3/Δ\tildeμ^2$, where $\tildeγ$ is the reduced effective liquid--crystal interfacial free energy and $Δ\tildeμ$ is the reduced bulk driving force, determines the magnitude of the thermodynamic contribution. The relative importance of $\tildeγ$ and $Δ\tildeμ$ depends on the material: a large interfacial free energy can suppress nucleation in some systems, whereas a weak bulk driving force can inhibit crystallization in others. Analyses of the structural and chemical order show that better glass formers have enhanced structural frustration, more icosahedral-like and less crystal-like local environments, and a larger chemical-order mismatch between the supercooled liquid and crystal phases.

Explore related subjects

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

Weiwei Jin, Jinpeng Fan, Mark D. Shattuck, Corey S. O'Hern. 2026-10-16. Quantifying the Kinetic and Thermodynamic Origins of the Glass-Forming Ability in Metals. https://arxiv.org/abs/2610.24101

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related papers

Attention over noisy examples: generalization and memorization in the exponential Hopfield network

In Hebbian learning from examples, a Hopfield network retrieves archetypes seen only through noisy examples. We study it in the exponential Hopfield model: one softmax attention step with the unlabelled examples as keys. A signal-to-noise analysis gives the overlap with an unseen archetype in closed form: a majority-rule law in which an attention entropy replaces the dataset entropy. At high temperature the archetype is lost in the crosstalk; at low temperature the softmax freezes on the closest training example, as in a random energy model, and the layer memorizes. In between, in a window widening with the square root of the network size, the layer pools the examples of the correct class and retrieves the unseen archetype as well as their majority vote allows, at any fixed load. On structured datasets, such as MNIST and fashion-MNIST, the best accuracy lies beyond the freezing.

cond-mat.dis-nn↗

Signed FK percolation in Ising spin glasses

We introduce signed Fortuin-Kasteleyn (FK) percolation for the +/-J random-interaction Ising model to characterize nonzero uniform magnetization density and two-replica overlap within the class of Gibbs distributions whose infinite-volume Edwards-Sokal (ES)/FK representation has at most one infinite FK cluster almost surely. The construction refines ordinary FK connectivity by retaining the parity of coupling products along open paths. Using the infinite-volume ES representation and its DLR equations, we study pairs of companion objects and the compatible spin assignments on them. In one replica, companions are defined by positive-parity FK connections. For extremal states satisfying the infinite-cluster assumption and almost-sure existence of companion densities along the chosen van Hove sequence, nonzero limiting expected magnetization density is equivalent to density distinguishability of the companions of the infinite FK cluster. For two independent replicas, companions are defined by FK connections coherent in parity. For products of extremal one-replica states satisfying the infinite-cluster assumption and almost-sure existence of the companion densities along the chosen sequence, density distinguishability of the companions is equivalent to nonzero limiting expected mutual overlap. For two independent replicas drawn from the same extremal state, this specializes to the Edwards-Anderson self-overlap.

cond-mat.dis-nn↗

Seismology of Glasses

Aging and relaxation of glasses proceed through localized rearrangements that also generate long-ranged mechanical responses in their surroundings. We develop a theory that treats these rearrangements as internal microseismic sources, and thereby separates the direct effects emerging from an event from the effects from the far-field displacements it generates. These far-field disturbances propagate and relax through the viscoelastic medium through which they move, producing a stochastic background of weak but numerous perturbations at any given location. Combining the description of local events from the Random First Order Transition theory with this propagating background, we derive a unified equation for the dynamical structure factor of a relaxing glass. The theory identifies a finite wave-vector and time window in which the growing viscoelastic far-field disturbances can produce compressed exponential relaxation, which has been observed using X-ray photon correlation spectroscopy. At higher wave vectors that resolve local jumps, heterogeneity of the local event dynamics instead produces stretched exponential relaxation. The crossover between these behaviors depends on the event statistics and the scattering phase accumulated across the region reached through viscoelastic propagation from the numerous distant sources.

cond-mat.dis-nn↗