Abstract This paper presents a new class of robust zero-order algorithms for the solution real-time optimization problems with acceleration. In particular, we propose family extremum seeking (ES) dynamics that can be universally modeled as singularly perturbed hybrid dynamical systems restarting mechanisms. From this dynamics, synthesize four fast convex, strongly constrained, and unconstrained...