CMC Thermal Conductivity

This is the repository for the Materials and Design paper titled "Reduced-order Models for Microstructure-Sensitive Effective Thermal Conductivity of Woven Ceramic Matrix Composites with Residual Porosity" Files Included: -Homogenized effective thermal conductivity for all microstructures (3125) in k11.mat, k22.mat, and k33.mat -The input principal component scores for all microstructures (3125) can be found in pcs.mat Statistical quantification of microstructures can be accomplished through the PyMKS github page: https://github.com/materialsinnovation/pymks. Further information regarding the GPR model building process can be found in the Mathworks page: https://www.mathworks.com/help/stats/fitrgp.html

本仓库对应发表于《材料与设计》（Materials and Design）期刊的论文，论文标题为《带残余孔隙的编织陶瓷基复合材料微结构敏感有效热传导降阶模型》。本仓库包含以下文件：
- 所有3125种微结构的均质化有效热传导数据分别存储于k11.mat、k22.mat及k33.mat文件中；
- 所有3125种微结构的输入主成分得分存储于pcs.mat文件内。
微结构的统计量化可通过PyMKS的GitHub页面完成：https://github.com/materialsinnovation/pymks。有关高斯过程回归（GPR）模型构建流程的更多信息，可参考Mathworks官方文档页面：https://www.mathworks.com/help/stats/fitrgp.html