Safe stochastic model predictive control

Tim Brüdigam , Robert Jacumet , Dirk Wollherr , Marion Leibold
2022 IEEE 61st Conference on Decision and Control (CDC) 1796 -1802

5
2022
Optimal Control for Indoor Vertical Farms Based on Crop Growth

Annalena Daniels , Michael Fink , Marion Leibold , Dirk Wollherr
IFAC-PapersOnLine 56 ( 2) 9887 -9893

2023
Integral sliding-mode observer-based disturbance estimation for Euler–Lagrangian systems

Zengjie Zhang , Marion Leibold , Dirk Wollherr
IEEE Transactions on Control Systems Technology 28 ( 6) 2377 -2389

42
2019
Model predictive control with models of different granularity and a non-uniformly spaced prediction horizon

Tim Brüdigam , Daniel Prader , Dirk Wollherr , Marion Leibold
2021 American Control Conference (ACC) 3876 -3881

11
2021
Data-driven tube-based stochastic predictive control

Sebastian Kerz , Johannes Teutsch , Tim Brüdigam , Marion Leibold
IEEE Open Journal of Control Systems

9
2023
Non-conservative trajectory planning for automated vehicles by estimating intentions of dynamic obstacles

Tommaso Benciolini , Dirk Wollherr , Marion Leibold
IEEE Transactions on Intelligent Vehicles

9
2023
Data-driven stochastic model predictive control

Sebastian Kerz , Johannes Teutsch , Tim Brüdigam , Dirk Wollherr
arXiv preprint arXiv:2112.04439

8
2021
Stochastic model predictive control with a safety guarantee for automated driving: Extended version

Tim Brüdigam , Michael Olbrich , Dirk Wollherr , Marion Leibold
arXiv preprint arXiv:2009.09381

4
2020
Constraint Violation Probability Minimization for Norm-Constrained Linear Model Predictive Control

Michael Fink , Tim Brüdigam , Dirk Wollherr , Marion Leibold
2022 European Control Conference (ECC) 839 -846

3
2022
Probabilistic model predictive control for extended prediction horizons

Tim Brüdigam , Johannes Teutsch , Dirk Wollherr , Marion Leibold
at-Automatisierungstechnik 69 ( 9) 759 -770

3
2021
Minimal Constraint Violation Probability in Model Predictive Control for Linear Systems

Michael Fink , Tim Brüdigam , Dirk Wollherr , Marion Leibold
arXiv preprint arXiv:2402.10538

2
2024
A fast and close-to-optimal receding horizon control for trajectory generation in dynamic environments

Khoi Hoang-Dinh , Marion Leibold , Dirk Wollherr
Robotics 11 ( 4) 72 -72

2
2022
Information fusion for online estimation of the behavior of traffic participants using belief function theory

Tommaso Benciolini , Xuhui Zhang , Dirk Wollherr , Marion Leibold
Frontiers in Future Transportation

1
2023
Offline uncertainty sampling in data-driven stochastic MPC

Johannes Teutsch , Sebastian Kerz , Tim Brüdigam , Dirk Wollherr
IFAC-PapersOnLine 56 ( 2) 650 -656

1
2023
2024
Sampling-based Stochastic Data-driven Predictive Control under Data Uncertainty

Johannes Teutsch , Sebastian Kerz , Dirk Wollherr , Marion Leibold
arXiv preprint arXiv:2402.00681

2024
Combining Belief Function Theory and Stochastic Model Predictive Control for Multi-Modal Uncertainty in Autonomous Driving

Tommaso Benciolini , Yuntian Yan , Dirk Wollherr , Marion Leibold
arXiv preprint arXiv:2402.00697

2024
An Online Adaptation Strategy for Direct Data-driven Control

Johannes Teutsch , Sebastian Ellmaier , Sebastian Kerz , Dirk Wollherr
IFAC-PapersOnLine 56 ( 2) 644 -649

2023
Linear Safety Constraints for Urban Automated Driving: a Case Differentiation

Tommaso Benciolini , Tim Brüdigam , Dirk Wollherr , Marion Leibold
15th International Symposium on Advanced Vehicle Control (AVEC22)

2022