activity
20112026
most citedGlobal Convergence of Policy Gradient Methods for the Linear Quadratic Regulator

274 citations · 905 across the 61 of their papers we have counts for

collaborators

67 papers

math.OC2026

Joint Observer-Based Output-Feedback Robust Guidance and Control Funnel Synthesis

Cheng Chang, Shiva Shakeri, Mehran Mesbahi

A joint guidance and robust observer-based output-feedback synthesis framework is developed for discrete-time nonlinear systems subject to bounded process disturbances and measurem…

math.OC2026

Unifying Variational View of Accelerated Primal-Dual Methods

Cheng Chang, Mehran Mesbahi

We develop a unifying variational framework for accelerated primal-dual flows in affinely constrained convex optimization. In particular, it is shown that applying the Euler-Lagran…

math.DS2026

Dynamic Modeling and Parameter Estimation for Origami Structure Reconfiguration Process

Yuto Tanaka, Ran Dai, Mehran Mesbahi

The reconfiguration of origami during the folding and unfolding process is governed through a sequence of panel deformations and hinge orientations. To develop an effective model f…

math.OC2025

Intrinsic Successive Convexification: Trajectory Optimization on Smooth Manifolds

Spencer Kraisler, Mehran Mesbahi, Behcet Acikmese

A fundamental issue at the core of trajectory optimization on smooth manifolds is handling the implicit manifold constraint within the dynamics. The conventional approach is to enf…

math.OC2024

Policy Optimization in Control: Geometry and Algorithmic Implications

Shahriar Talebi, Yang Zheng, Spencer Kraisler +2

This survey explores the geometric perspective on policy optimization within the realm of feedback control systems, emphasizing the intrinsic relationship between control design an…

math.OC2024★ 4 cited

Output-feedback Synthesis Orbit Geometry: Quotient Manifolds and LQG Direct Policy Optimization

Spencer Kraisler, Mehran Mesbahi

We consider direct policy optimization for the linear-quadratic Gaussian (LQG) setting. Over the past few years, it has been recognized that the landscape of dynamic output-feedbac…