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math.OC2023
Wasserstein distributionally robust risk-constrained iterative MPC for motion planning: computationally efficient approximations
Alireza Zolanvari, Ashish Cherukuri
This paper considers a risk-constrained motion planning problem and aims to find the solution combining the concepts of iterative model predictive control (MPC) and data-driven dis…
math.OC2023
Iterative risk-constrained model predictive control: A data-driven distributionally robust approach
Alireza Zolanvari, Ashish Cherukuri
This paper proposes an iterative distributionally robust model predictive control (MPC) scheme to solve a risk-constrained infinite-horizon optimal control problem. In each iterati…