Basic Information

宋鹏飞,副教授,博士生导师

 

数学与统计学院,应用数学系

 

校青年拔尖人才B类

 

研究方向:深度学习与微分方程

 

Email: song921012@xjtu.edu.cn

 

Office: Math Building 436

 

 

更多细节参考

 

Resume of Pengfei Song | Pengfei's MathBio Blog (song921012.github.io)

 

 

Contact Information

Email: song921012@xjtu.edu.cn

 

Office: Math Building 436

 

Personal website: https://song921012.github.io/

Links


 

Scholar

Pengfei Song Google Scholar

Researchgate

Pengfei Song Researchgate

Github

Song921012 (Pengfei Song) Github

Including My Projects Information

Website

Pengfei's MathBio Blog

Including My CV, Publications, SOTA

Working Github Repos

Notes for 国人: 这里维护三个社区,MathepiaEcosystem, XJTUAI4Science, JuliaEpi

  • Mathepia Ecosystem包含开发的核心技术, 它包含核心工具包,项目,nextgeneration教育.

  • JuliaEpi有MathepiaModels.jl,便于让全球科研工作者做贡献

  • XJTUAI4Science是交大科研团队

Mathepia Ecosystem

Mathepia Ecosystem include core techniques

  • 工具包

  • 为后世开太平:前沿问题介绍总结

  • 为往圣继绝学:生物数学各个小方向介绍

组织主界面Mathematical Epidemiology and Deep Learning

官网Mathepia/Mathepia: Mathepia Ecosystem Official Website

主体包Mathepia/Mathepia.jl: Spatial and temporal epidemiology data mining flow tools including data processing and analysis, model setup and simulation, inference and evaluation. Focusing on state-of-the-art methods such as universal differential equations, epidemiology-informed deep learning methods.

贝叶斯包MathepiaInference.jl: Bayesian inference tools.

数据分析包MathepiaData.jl: Spatial and temporal data preprocessing and analysis tools.

优化包MathepiaOptimal.jl: Optimization, optimal control and optimal transport tools.

传染病模型包JuliaEpi/MathepiaModels.jl: Epidemic spatial and temporal model setup and simulation. Focusing on state of the art epidemiology models such as universal differential equations, epidemiology-informed deep learning models. Part of Mathepia.jl

Packages Collections and Study Resources link:

awesome-sciml: Awesome-spatial-temporal-data-mining-packages.

小方向介绍MathepiaPrograms

Mathepia/MathepiaPrograms: Resources about projects on mathematical biology.

MathepiaTutorial:

Mathepia/MathepiaTutorial

NormalTutorial:

MathEpiDeepLearningTutorial: Tutorials on math epidemiology and epidemiology informed deep learning methods

核心包

Library of Optimisers

XJTUAI4Science

针对交大的组织,会议,讨论班等等

XJTUAI4Science

JuliaEpi

MathepiaModels.jl: Epidemic spatial and temporal model setup and simulation.