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mdxplain: Scalable Molecular Dynamics Analysis with Machine Learning-Based Feature Selection and Modular Workflows

delete2026-04-16
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OA
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M
Maximilian Salomon
M
Maik Pankonin
M
Maeve Branwen Butler
H
Hossein Batebi
P
Peter F. Stadler
P
Peter W. Hildebrand *
G
Guillermo Pérez-Hernández *
DOI:10.1016/j.jmb.2026.169809delete
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摘要

摘要

En 中文
• 模块化流水线构建器实现完全自动化、符合FAIR原则的分析。 • 用户友好的API以最小代码执行完整工作流程。 • 高效处理大型轨迹,无需高性能硬件。 • 用于特征化、分解、聚类和可视化的端到端框架。 • 基于机器学习的特征选择解释关键结构描述符。
Keyword:
Molecular Dynamics
Machine Learning
Explainability
FAIR Principles
Computational Biophysics
AI总结

AI总结

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期刊

Journal of Molecular Biology 封面图
Journal of Molecular Biology
IF:
4.5
论文数:
657
被引数:
5.4W

机构

I
institut für medizinische physik und biophysik
学者数:
5
论文数: 1
被引数: 0
L
Leipzig University
学者数:
2.0W
论文数: 1.6W
被引数: 17
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