SHIELD: Scalable Optimal Control with Certification using Duality and Convexity

Hansung Kim, Siddharth H. Nair, Francesco Borrelli

We present SHIELD, a hierarchical algorithm that reduces both the decision-variable dimension and the constraint set in ${\ell }_1$-regularized convex programs. From strong convexity…