activity
20192026
most citedActive Learning of Discrete-Time Dynamics for Uncertainty-Aware Model Predictive Control

50 citations · 79 across the 19 of their papers we have counts for

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Showing 2023 · math.OCShow all

5 papers · 2 filters

math.OC2023

Efficient Zero-Order Robust Optimization for Real-Time Model Predictive Control with acados

Jonathan Frey, Yunfan Gao, Florian Messerer +3

Robust and stochastic optimal control problem (OCP) formulations allow a systematic treatment of uncertainty, but are typically associated with a high computational cost. The recen…

math.OC2023

Gauss-Newton Runge-Kutta Integration for Efficient Discretization of Optimal Control Problems with Long Horizons and Least-Squares Costs

Jonathan Frey, Katrin Baumgärtner, Moritz Diehl

This work proposes an efficient treatment of continuous-time optimal control problem (OCP) with long horizons and nonlinear least-squares costs. The Gauss-Newton Runge-Kutta (GNRK)…

math.OC2023★ 1 cited

Finite Elements with Switch Detection for Numerical Optimal Control of Nonsmooth Dynamical Systems with Set-Valued Heaviside Step Functions

Armin Nurkanović, Anton Pozharskiy, Jonathan Frey +1

This paper develops high-accuracy methods for numerically solving optimal control problems subject to nonsmooth differential equations with set-valued step functions. A notable sub…

math.OC2023★ 1 cited

FESD-J: Finite Elements with Switch Detection for Numerical Optimal Control of Rigid Bodies with Impacts and Coulomb Friction

Armin Nurkanović, Jonathan Frey, Anton Pozharskiy +1

The Finite Elements with Switch Detection (FESD) is a high-accuracy method for the numerical simulation and solution of optimal control problems subject to discontinuous ODEs. In t…

math.OC2023

Finite Elements with Switch Detection for Direct Optimal Control of Nonsmooth Systems with Set-Valued Step Functions

Armin Nurkanović, Jonathan Frey, Anton Pozharskiy +1

This paper extends the Finite Elements with Switch Detection (FESD) method [Nurkanović et al., 2022] to optimal control problems with nonsmooth systems involving set-valued step fu…