Machine Learning-Accelerated First-Principles Molecular Dynamics Explains Anomalous Lattice Thermal Expansion in BaZrYO.

J Phys Chem Lett

U.S. DOE National Energy Technology Laboratory, Pittsburgh, Pennsylvania 15236, United States.

Published: August 2025


Category Ranking

98%

Total Visits

921

Avg Visit Duration

2 minutes

Citations

20

Article Abstract

Fuel cells are a vital clean energy technology that converts chemical energy directly into electricity with high efficiency, making them a cornerstone of a sustainable energy future. Herein, we investigate the thermal and chemical lattice expansion behavior of hydrated BaZrYO using machine learning-accelerated molecular dynamics simulations. Our results reproduce the experimentally observed nonmonotonic and anomalous temperature dependence of lattice expansion, which we attribute to the competing effects of thermal expansion and dehydration, two mechanisms that influence the lattice expansion in opposite directions. This work provides fundamental insight into the coupling between hydration thermodynamics and lattice dynamics in BaZrYO, a prototypical proton-conducting perovskite, and offers a predictive framework for modeling temperature- and humidity-dependent behavior, critical to solid oxide fuel cell performance.

Download full-text PDF

Source
http://dx.doi.org/10.1021/acs.jpclett.5c01724DOI Listing

Publication Analysis

Top Keywords

lattice expansion
12
machine learning-accelerated
8
molecular dynamics
8
thermal expansion
8
lattice
5
expansion
5
learning-accelerated first-principles
4
first-principles molecular
4
dynamics explains
4
explains anomalous
4

Similar Publications

Achieving quantitative control over interlayer spacing in multilayer two-dimensional (2D) supramolecular organic frameworks (SOFs) remains a fundamental challenge. Here, we report a molecular pillar engineering strategy enabling programmable vertical expansion of bilayer architectures. By designing elongated bipyridine pillars L2/L3 (3.

View Article and Find Full Text PDF

Bimorph Soft Actuators Based on Isostructural Heterogeneous Janus Films.

ACS Nano

September 2025

State Key Laboratory of Flexible Electronics (LoFE) & Institute of Advanced Materials (IAM), Nanjing University of Posts & Telecommunications, 9 Wenyuan Road, Nanjing 210023, China.

Bimorph soft actuators, traditionally composed of two materials with distinct responses to external stimuli, often face durability challenges due to structural incompatibility. Here, we propose an alternative design employing free-standing, isostructural heterogeneous Janus (IHJ) films that harmonize stability with high actuation efficiency. These IHJ films were fabricated through a vacuum self-assembly process, consisting of TiCT MXene nanosheets and hybrid graphene oxide (GO)-biomass bacterial cellulose (BC), with a well-matched two-dimensional lattice structure.

View Article and Find Full Text PDF

Disordered rock-salt LiVO (DRX-LVO) anode exhibits distinctive 3D Li percolation transport networks, which offers the unique advantage for ultra-charging. However, the existing chemical lithiation preparation routes not only pose safety risks due to the use of highly reactive reagents but also inevitably result in products with poor crystallinity. Investigating the origin, impact, and strategies for crystallinity degradation is pivotal for advancing the industrialization of chemical lithiation.

View Article and Find Full Text PDF

The integration of Mn in NaMnFe(PO)PO (NMFPP) enhances the energy density but compromises the Na mobility and structural stability due to limited electron hopping and pronounced Jahn-Teller effects. To address this, a structurally compatible anionic substitution strategy is implemented by partially replacing PO with bulkier and less electronegative SiO groups. The reinforced cathode exhibits enhanced rate performance, which is attributed to lattice expansion induced by the larger SiO units, thereby facilitating Na diffusion and reducing impedance during charge-discharge processes, as supported by GITT and DRT analyses.

View Article and Find Full Text PDF

High-nickel layered oxide LiNiCoMnO (NCM, ≥ 0.8) materials are considered optimal cathodes for lithium-ion power batteries owing to their high energy density, commendable cycling performance, and cost-effectiveness. However, structural collapse and interface instability during cycling result in diminished cycling stability, significantly hindering their commercial viability.

View Article and Find Full Text PDF