Model-Predictive Control

Creator
Creator
Seonglae ChoSeonglae Cho
Created
Created
2024 May 8 1:40
Editor
Edited
Edited
2024 Jun 15 3:58
Refs

MPC

MSE for deterministic model & Log probability for stochastic model.
Usually it is easier than to learn reward function than state change function because people decide rewards.
Popular method used by Tesla and so on.
Popular method used by Tesla and so on.
  • MPC yields temporally locally optimal solutions
Utilize the value function for better planning like
Monte Carlo Tree Search
.
MPC for local planning and a value function approximating globally optimal solution.
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