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Author

Peiheng Jiang

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Open access Sep 2026

Temperature-Driven Structural Phase Transitions in SmNiO 3 : Insights from Molecular Dynamics Simulations

The metal-insulator transition (MIT) in rare-earth nickelates exemplifies the intricate coupling between lattice dynamics and electronic effects. This strong interplay makes it challenging to disentangle their individual roles in driving the transition in RNiO 3 . Here, we investigate the structural contribution to the phase transition by employing molecular dynamics (MD) simulations based on a machine-learned interatomic potential with DFT+ U -level accuracy, where electronic degrees of freedom are not explicitly included. Taking SmNiO 3 as a prototypical system, our simulations show that the structural phase transition is intrinsically temperature-driven and occurs spontaneously via collective lattice distortions. The simulated critical temperature is 340 K and can be further tuned by pressure. These findings provide atomistic insights into the understanding of structural evolution underlying the phase transition and suggest a cooperative interplay between lattice and electronic mechanisms in driving the MIT in R NiO 3 .

Guo-Yong Shi, Feng-Lin Deng, Ri He et al. · 0 citations
Preprint Aug 2026

Data-Efficient Adaptation of DPA-4 Force Fields to DFT+U Energetics: A Case Study in NiO

The results show that incorrect source-level phase energetics can be reversed through target-level fine-tuning, and suggest a practical multi-fidelity strategy in which pretraining prioritizes broad, consistent, and affordable data, while compact target-level datasets impose energetics through application-specific fine-tuning.

Feng-Yu Xie, Pei-Heng Jiang, Zhi-Cheng Zhong · 0 citations

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