Schedule
Offline readings
8:00-9:00 am 9:00-9:15 am 9:15-10:15 am 10:15-10:30 am 10:30-12:00 pm 12:00-1:00 pm 1:00 - 2:00 pm 2:00-2:15 pm 2:15 - 3:15 pm 3:15 - 3:30 pm 3:30 - 5:00 pm |
See Lecture notes
Lecture 1: Training constitutive laws with supervised learning (Instructor: Sun) [Slide][Video] Break Lecture 2: Reduced-order modeling for fractures and thermal fatigues (Instructor: Chen) [Slide][Video] Break Lab Session 1: Convolutional Neural Networks (CNNs) for Crack Detection (Instructor: He) [Video] Lunch Lecture 3: Manifold learning and auto-encoders in nonlinear materials modeling (Instructor: Chen) [Slide][Video] Break Lecture 4: Deep reinforcement learning for knowledge graph based models (Instructor: Sun) [Slide][Video] Break Lab Session 2: Generating constitutive laws from sub-scale DNS simulations (Instructor: Vlassis & Yin) [Video] |