A Practical Introduction to Multiscale Modeling for Biomaterials
A practical overview of multiscale modeling approaches for fiber-based biomaterials: from molecular dynamics to continuum mechanics, with Python code examples.
Tutorials, research notes, and practical guides on ML and multiscale modeling for fiber-based biomaterials.
纤维生物材料的机器学习与多尺度模拟教程、研究笔记和实战指南。
A practical overview of multiscale modeling approaches for fiber-based biomaterials: from molecular dynamics to continuum mechanics, with Python code examples.
A curated guide to Python libraries for materials science: from data loading with ASE/pymatgen to ML with scikit-learn, plus practical AFM/SEM data analysis scripts.
从分子动力学到连续介质力学,系统介绍多尺度模拟在纤维生物材料研究中的方法、工具和实战思路,包含Python代码示例。
手把手教你用机器学习预测纤维生物材料的力学性能:数据清洗、特征工程、模型选择、超参数调优、交叉验证和结果解释。