Learning-Based Model Predictive Control - Towards Safe Learning in Control

Learning-Based Model Predictive Control - Towards Safe Learning in Control

Institute for Pure & Applied Mathematics (IPAM) via YouTube Direct link

Race car example

8 of 20

8 of 20

Race car example

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

Learning-Based Model Predictive Control - Towards Safe Learning in Control

Automatically move to the next video in the Classroom when playback concludes

  1. 1 Intro
  2. 2 Problem set up
  3. 3 Optimal control problem
  4. 4 Learning and MPC
  5. 5 Learningbased modeling
  6. 6 Learningbased models
  7. 7 Gaussian processes
  8. 8 Race car example
  9. 9 Approximations
  10. 10 Theory lagging behind
  11. 11 Bayesian optimization
  12. 12 Why not always
  13. 13 In principle
  14. 14 Robust MPC
  15. 15 Robust NPC
  16. 16 Safety and Probability
  17. 17 Pendulum Example
  18. 18 Quadrotor Example
  19. 19 Safety Filter
  20. 20 Conclusion

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.