activity
20192026
most citedSafe continual learning in model predictive control with prescribed bounds on the tracking error

3 citations · 11 across the 18 of their papers we have counts for

collaborators

21 papers

eess.SY2026

A model-free approach to control barrier functions for higher-order systems

Lukas Lanza, Johannes Köhler, Dario Dennstädt +2

Control barrier functions (CBFs) are a widely applied modular tool to ensure safe operation of nonlinear dynamical control systems. However, for their construction accurate knowled…

math.OC2025

A model-free approach to control barrier functions using funnel control

Lukas Lanza, Johannes Köhler, Dario Dennstädt +2

Control barrier functions (CBFs) are a popular approach to design feedback laws that achieve safety guarantees for nonlinear systems. The CBF-based controller design relies on the…

math.OC2025

On Model Predictive Funnel Control with Equilibrium Endpoint Constraints

Jens Göbel, Dario Dennstädt, Lukas Lanza +3

We propose model predictive funnel control, a novel model predictive control (MPC) scheme building upon recent results in funnel control. The latter is a high-gain feedback methodo…

math.OC2025

Two-component controller design to safeguard data-driven predictive control

Lea Bold, Lukas Lanza, Karl Worthmann

We design a two-component controller to achieve reference tracking with output constraints - exemplified on systems of relative degree two. One component is a data-driven or learni…

eess.SY2024

Lyapunov based dynamic controller designs for reach-and-avoid problems

Lukas Lanza, Philipp Braun

Safe obstacle avoidance and target set stabilization for nonlinear systems using reactive feedback control is under consideration. Based only on local information and by considerin…

math.OC2024

Distributed Optimization for Energy Grids: A Tutorial on ADMM and ALADIN

Lukas Lanza, Timm Faulwasser, Karl Worthmann

The ongoing transition towards energy and power systems dominated by a large number of renewable power injections to the distribution grid poses substantial challenges for system o…