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Software interoperability in electronic structure methods for atomistic materials simulations

delete2026-07-01
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PRE
AI
J
Jesús Carrete
P
Pablo García‐Fernández
M
Myrta Grüning
X
Xu He
M
Mike N. Pionteck
N
Nakib H. Protik
M
Milica Todorović
A
Atsushi Togo
X
Xing Wang
R
Roberta Poloni *
M
Miguel Pruneda *
A
Antonio Cammarata *
DOI:10.1016/j.commatsci.2026.114900delete
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Abstract

Abstract

En 中文
Atomistic materials simulations increasingly rely on complex, multi-stage workflows that combine electronic structure first principles methods, effective models, machine-learning techniques, and high-performance computing, making software interoperability a central requirement rather than a technical convenience. This perspective highlights how modular, interoperable software ecosystems overcome the limitations of monolithic electronic structure codes, enabling automation, reproducibility, and scalability across diverse applications such as lattice dynamics, electronic, magnetic, optical, and transport properties, as well as data-driven materials optimization. We discuss how standardized workflows, robust data provenance, and interoperable infrastructures are essential for high-throughput studies, AI-ready databases, and the transition toward autonomous materials discovery. This is the result of the debates of the Symposium F Advanced interoperability in atomistic simulations of materials, which took place within the 2025 European Materials Research Society fall meeting.
Keywords:
Material discovery
Ab initio
Automation
Machine-learning
Database
High-throughput

Journal

Computational Materials Science cover
Computational Materials Science
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