PINN 與 NVIDIA Modulus 實作訓練營

線上簡介課程

活動日期： 2022/06/29（三）09:00–12:00

活動網址： https://nchc-narlabs.webex.com/

課程規劃：

時間	活動內容
09:00–09:15	Before We Get Started
09:15–10:15	Review Deep Learning Fundamentals
10:15–10:30	Break
10:30–11:00	Data Driven vs PINN Approach
11:00–12:00	Data Driven Lab 0

上機實作課程

活動日期： 2022/06/30（四）09:15–16:00

活動地點： 國網中心新竹本部—新竹市東區研發六路 7 號，B 教室

課程規劃：

時間	活動內容
09:15–09:30	Before We Get Started
09:30–10:20	Introduce Modulus
10:30–11:20	Physics Inspired Lab 0: Solve a Darcy Flow Problem Using Fourier Neural Operators
11:30–12:00	Physics Driven Lab 1: Solve Partial Differential Equations Using PINN Approach
12:00–13:00	Launch Break
13:00–14:20	Physics Driven Lab 1: Solve Partial Differential Equations Using PINN Approach
14:30–16:00	Physics Driven Lab 2: Solve Transient Problems and Inverse Problems
15:00–16:00	Physics Driven Challenge: Solve a Fluid Mechanics Problem

附註：

1. 要下載 NVIDIA Modulus，請至以下網址
   https://developer.nvidia.com/modulus-downloads
2. 更多關於 PINN 的說明，請參考 Division of Applied Mathematics at Brown University 的 The CRUNCH group
   https://sites.brown.edu/crunch-group/