Skip to content
DraconiticResearch
Search Sources API
201,683 studies31 sourcesUpdated 29 min ago
PreprintCC BY 4.0arXiv

Interfacial melting as a thermodynamic indicator of solid-state synthesizability

Abstract

Computational materials discovery commonly ranks candidate materials by their thermodynamic stability on the formation energy convex hull, yet many predicted-stable phases resist synthesis. We propose that solid-state synthesizability through interfacial-melt-mediated routes requires an additional thermodynamic condition: the interfacial melt at the target composition must itself remain locally stable against spinodal decomposition. We examine this in the classical Fe--B system, where thermodynamically stable FeB4 has been reported under high-pressure synthesis but not in low-pressure synthesis attempts. Using melt--quench molecular dynamics driven by a fine-tuned machine-learning interatomic potential, we find that, at ambient pressure, the B-rich interfacial melt near the FeB4 composition develops a concave free-energy landscape, signaling a demixing instability that is corroborated by the concentration--concentration structure factor and correlated with low-energy icosahedral and pentagonal-pyramidal boron motifs. In contrast to FeB4, metastable Fe3B and Fe23B6 remain synthesizable because their corresponding melts are stable. Applied pressure introduces a convex PV contribution that strongly suppresses this instability, reducing the curvature at the FeB4 composition to within the uncertainty of our fit at 1800~K, consistent with the experimental synthesis boundary. Comparison with CrB4 further shows that weaker melt instability correlates with easier experimental synthesis. Interfacial-melt stability, which atomistic simulations can assess via the low-k concentration--concentration structure factor, is thus proposed as a practical thermodynamic screening descriptor of synthesizability for AI-assisted materials discovery.

Related

  1. Early-stage local melting during solid-state sintering of a Cu-Ni-Ti-Zr-Hf alloy: A combined thermodynamic and kinetic analysis
    Andrea Skolakova, Hana Lesakova, Frantisek Lukac +2
    arXivPreprintCC BY 4.0Full textCondensed matterarXiv
  2. Melting phase diagram of the two-dimensional electron solid in a perpendicular magnetic field
    M. Yu. Melnikov, D. G. Smirnov, A. A. Shashkin +3
    arXivPreprintCC BY 4.0Full textCondensed matterarXiv
  3. Demonstration of a scalable all-solid-state refrigerator exploiting diffusion geometries and limiting interfacial conductances at temperatures below 1 kelvin
    Robert M. Young, Zachary Stegen, John X. Przybysz +32
    arXivPreprintarXiv licenceFull textApplied physics & instrumentationCondensed matterarXiv
  4. Learning the Chronology of Materials Discovery for Synthesizability Prediction
    Junkil Park, Aron Walsh
    arXivPreprintCC BY 4.0Full textCondensed matterarXiv
  5. Reliability of AI/ML Computational Searches for Magnetic Materials: Databases, Validation, and Synthesizability
    Vladimir Antropov, Subhadip Pradhan, Kirill D. Belashchenko
    arXivPreprintCC BY 4.0Full textCondensed matterarXiv
BibTeX
@misc{zhang2026interfacial,
  title = {{Interfacial melting as a thermodynamic indicator of solid-state synthesizability}},
  author = {Zihan Zhang and Mengyi Chen and Qianxiao Li and Peichen Zhong},
  howpublished = {arXiv},
  year = {2026},
  month = sep,
  doi = {10.48550/arxiv.2606.22885},
  eprint = {2606.22885},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.22885},
  note = {CC BY 4.0},
}
RIS
TY  - UNPB
TI  - Interfacial melting as a thermodynamic indicator of solid-state synthesizability
AU  - Zihan Zhang
AU  - Mengyi Chen
AU  - Qianxiao Li
AU  - Peichen Zhong
PY  - 2026
DA  - 2026/09/24
PB  - arXiv
DO  - 10.48550/arxiv.2606.22885
UR  - https://arxiv.org/abs/2606.22885
AB  - Computational materials discovery commonly ranks candidate materials by their thermodynamic stability on the formation energy convex hull, yet many predicted-stable phases resist synthesis. We propose that solid-state synthesizability through interfacial-melt-mediated routes requires an additional thermodynamic condition: the interfacial melt at the target composition must itself remain locally stable against spinodal decomposition. We examine this in the classical Fe--B system, where thermodynamically stable FeB_4 has been reported under high-pressure synthesis but not in low-pressure synthesis attempts. Using melt--quench molecular dynamics driven by a fine-tuned machine-learning interatomic potential, we find that, at ambient pressure, the B-rich interfacial melt near the FeB_4 composition develops a concave free-energy landscape, signaling a demixing instability that is corroborated by the concentration--concentration structure factor and correlated with low-energy icosahedral and pentagonal-pyramidal boron motifs. In contrast to FeB_4, metastable Fe_3B and Fe_23B_6 remain synthesizable because their corresponding melts are stable. Applied pressure introduces a convex PV contribution that strongly suppresses this instability, reducing the curvature at the FeB_4 composition to within the uncertainty of our fit at 1800~K, consistent with the experimental synthesis boundary. Comparison with CrB_4 further shows that weaker melt instability correlates with easier experimental synthesis. Interfacial-melt stability, which atomistic simulations can assess via the low-k concentration--concentration structure factor, is thus proposed as a practical thermodynamic screening descriptor of synthesizability for AI-assisted materials discovery.
ER  -