构建了材料筛选中声子稳定性评估的基准数据集
PhononBench-MP40: a spectrum-resolved benchmark dataset for phonon stability

- 基于材料项目数据,系统生成声子谱与稳定性标签
- 含4.6万条完整记录,其中1.67万稳定、3.02万不稳
- 适合研究材料稳定性判别与计算流程优化的学者
虚频声子模式仍是计算材料筛选中的实际瓶颈,因某些合理结构在特定工作流下可能表现为局部动力学不稳定。本文提出PhononBench-MP40,一个基于Materials Project衍生晶体、针对工作流定义的声子稳定性谱解析基准数据集。数据集起始于47,969个MP40工作流任务,共提供46,899条完成记录,包含配对的稳定性标签与本地phonopy YAML声子谱,其中16,683条为稳定记录,30,216条为已完成但声子不稳定的记录。另有1,067次构型优化失败单独列出,未合并进已完成声子分析总数。数据核心为本地YAML声子谱:稳定性标签、最低采样频率及阈值依赖重标定均由此谱推导。数据集已通过Science Data Bank公开发布(https://doi.org/10.57760/sciencedb.38735),配套GitHub仓库提供计算代码与轻量访问工具。PhononBench-MP40为工作流定义的稳定性分类、最小频率分析、阈值研究和容错筛查提供了可审计参考,同时明确保留参考工作流、数据模式与解释边界。
原文摘要 · Abstract (English)
Imaginary phonon modes remain a practical bottleneck in computational materials screening because otherwise plausible structures can be locally dynamically unstable under a chosen workflow. Here we present PhononBench-MP40, a spectrum-resolved benchmark dataset of Materials Project-derived crystals for workflow-defined phonon stability. The dataset starts from 47,969 MP40 workflow tasks and provides 46,899 completed records with paired stability labels and local phonopy YAML spectra, including 16,683 Stable records and 30,216 completed-phonon unstable records. A further 1,067 relaxation failures are reported separately rather than merged into the completed phonon denominator. The release centers on the local YAML spectrum: the stability label, the lowest sampled frequency and any threshold-dependent relabeling are derived from that spectrum. The dataset is openly available through Science Data Bank at https://doi.org/10.57760/sciencedb.38735. A companion GitHub repository provides the calculation code and lightweight access utilities. PhononBench-MP40 provides an auditable reference for workflow-defined stability classification, minimum-frequency analysis, threshold studies and failure-aware triage, while keeping the reference workflow, data schema and interpretation boundaries explicit.
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