A Feedback Control Approach for Solving Convex Optimization Problems with Inequality Constraints

This paper proposes a novel continuous-time algorithm inspired by proportional-integral control to solve smooth, strongly convex optimization problems with inequality constraints. The algorithm exhibits both theoretical and practical advantages over the popular primal-dual gradient dynamics.