12  Control

13 Control

13.1 Classical Control

  • System modeling in the transform domain
  • PID control
  • Pole placement
  • State space approach
  • Observability and controllability

13.2 Model-Predictive Control

  • Optimization objectives
  • Receding horizon control
  • Problems with MPC

13.3 Learning-based control

13.4 Reinforcement Learning

  • Setup - environment, actions, reward
  • DQDN, PPO

13.5 Safety constraints