基于机器学习的PDE数值计算与应用暑期短课(内含视频链接)
2020-07-06
Browse times:9922
Finite Element and Deep Learning
Jinchao Xu, Penn State
Time: 8:00am-10:00am, July 6-10, 2020 (China Standard Time)
1. Combined typed lecture notes (last update on July 10)
2. In-class presentations and videos
Lecture 1 (July 6 ): Brief introduction to Deep Learning, Multigrid methods I ,Notes, Video, Password: l938
Lecture 2 (July 7 ):Multigrid methods II, DNN and finite element, Notes, Video, Password: x81t
Lecture 3 (July 8 ):DNN and finite element, Notes, Video, Password: gt13
Lecture 4 (July 9 ):DNN properties and application to numerical PDEs, Notes, Video, Password: ryd4
Lecture 5 (July 10):CNN and MgNet, Notes, Video, Password: vsjs
3. Exercises
Exercise 1 (July 6): Use multigrid to solve the discrete Laplacian
Exercise 2 (July 7): Derive the details of multigrid method for 2D problem