Search arXivSearch

arXiv · 1910.08019

Adding anisotropy to the standard quasi-harmonic approximation still fails in several ways to capture organic crystal thermodynamics

Abstract

We evaluate the accuracy of varying thermal expansion models for the quasi-harmonic approximation (QHA) relative to molecular dynamics (MD) for 10 sets of enantiotropic organic polymorphs. Relative to experiment we find that MD, using an off-the-shelf point charge potential gets the sign of the enthalpic contributions correct for 6 of the 10 pairs of polymorphs and the sign of the entropic contributions correct for all pairs. We find that anisotropic QHA provides little improvement to the error in free energy differences from MD relative to isotropic QHA, but does a better job capturing the thermal expansion of the crystals. A form of entropy-enthalpy compensation allows the free energy differences of QHA to deviate less than 0.1 kcal/mol from MD for most polymorphic pairs, despite errors up to 0.4 kcal/mol in the entropy and enthalpy. Much of the error previously found between QHA and MD for these flexible molecules is reduced when QHA is run from a lattice minimum consistent with the same basin as MD, rather than the energy-minimized experimental crystal structure. Specifically, performing anisotropic QHA on lattice minimum quenched from low-temperature replica exchange simulations reduced the error previously found by 0.2 kcal/mol on average. However, these conformationally flexible molecules can have many low-temperature conformational minima, and the choice of an inconsistent minima causes free energies estimated from QHA to deviate from MD at temperatures as low as 10 K. The errors between MD and experiment are 1-2 orders of magnitude larger than those seen between QHA and MD, so the quality of the force field used is still of primary concern, but this study illustrates a number of other important factors that must be considered to obtain quantitative organic crystal thermodynamics.

Explore related subjects

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

Nathan S. Abraham, Michael R. Shirts. 2019-10-17. Adding anisotropy to the standard quasi-harmonic approximation still fails in several ways to capture organic crystal thermodynamics. https://arxiv.org/abs/1910.08019

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

KEEP EXPLORING

Related papers

A hierarchy of thermodynamics learning frameworks for inelastic constitutive modeling

Recent advances in physics-augmented neural networks have enabled thermodynamically consistent data-driven constitutive modeling of complex inelastic materials. Most existing approaches, however, implicitly adopt a specific thermodynamic framework and embed structural assumptions such as normality, dual dissipation potentials, or other structure from manually constructed models directly into the learning architecture. Consequently, differences in predictive performance may arise not only from data or network design, but also from the underlying theoretical assumptions. In this work, we present a unified comparison of several thermodynamically consistent inelastic modeling frameworks from a machine learning perspective. We consider internal-variable formulations with dissipation potential, generalized standard materials, and metriplectic structures, and we analyze their structural assumptions, admissible dependencies, convexity requirements, and implications for dissipation and evolution. Each framework is implemented within a common neural potential architecture based on invariant representations and neural ordinary differential equations. This unified setting ensures that performance differences can be attributed to thermodynamic structure rather than architectural variation. The models are trained and evaluated on three representative inelastic datasets generated from high-fidelity representative volume element simulations: an elastoplastic alloy, a viscoelastic composite, and a rate-dependent crystal plasticity polycrystal. By isolating the role of thermodynamic structure, we assess how restrictions such as duality, normality, operator-based evolution, and convexity influence learnability, expressiveness, stability, and generalization.

cond-mat.mtrl-sci

Berry Curvature Driven Transport in Silicon-Compatible Altermagnetic $α$-MnTe Thin Films

Integrating spin-dependent functionality with mainstream semiconductor technology is a central goal of modern spintronics, yet most candidate materials remain incompatible with silicon-based platforms. Here, we report the direct epitaxial integration of $α$-MnTe thin films on Si(111) via molecular beam epitaxy and demonstrate a robust anomalous Hall effect (AHE) in this silicon-compatible altermagnetic system. Despite the absence of net bulk magnetization, the films exhibit a pronounced hysteretic Hall response, providing transport evidence consistent with finite Berry curvature generated by symmetry breaking in the thin-film geometry. High-resolution structural and spectroscopic characterization confirms phase-pure, epitaxial growth with hexagonal NiAs-type symmetry, while magnetotransport measurements reveal correlated hysteresis in both transverse and longitudinal channels with systematic temperature evolution. First-principles calculations reveal substantial uncompensated Berry curvature arising from the spin-split band structure, consistent with altermagnetic symmetry and the origin of the observed Hall response. These results establish MnTe/Si(111) as a silicon-compatible altermagnetic platform and chart a concrete pathway for embedding Berry-phase-driven functionalities into scalable semiconductor device architectures.

cond-mat.mtrl-sci

All-Optical Control of Interfacial Polarization in MoS$_2$/WSe$_2$ Heterobilayers

All-optical tuning of van der Waals heterostructures with coherent radiation offers a promising path toward ultrafast memory and optoelectronic devices. In the first-principles framework of real-time time-dependent density functional theory, we predict the induction of a persistent, long-lived out-of-plane polarization in MoS$_2$/WSe$_2$ heterobilayers, resonantly driven by intense ultrafast pulses. While weak fields preserve the intrinsic type-II band alignment, intermediate intensities trigger a four-fold enhancement of interlayer charge transfer. By analyzing the high-harmonic generation spectrum, we identify a transition from the perturbative to the strong-field regime inducing photoinduced interfacial polarity. We additionally show that lattice strain, ubiquitously present in heterobilayers, can be used as additional knob to adjust the resonant condition without compromising the permanent dipole induction. Our findings provide a theoretical blueprint for the all-optical manipulation of polar phases in low-dimensional heterostructures at the femtosecond scale.

cond-mat.mtrl-sci