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O. Goktug Poyrazoglu

4 accepted papers

2025

An Unsupervised C-Uniform Trajectory Sampler with Applications to Model Predictive Path Integral Control

IROS 2025

Sampling-based model predictive controllers generate trajectories by sampling control inputs from a fixed, simple distribution such as the normal or uniform distributions. This sampling method yields trajectory samples that are tightly clustered around a mean trajectory. This clustering behavior in

Cited by 4SourceScholar
2025

Neural $\mathcal{L}_{1}$ Adaptive Control of Vehicle Lateral Dynamics

ICRA 2025

We address the problem of stable and robust control of vehicles with lateral error dynamics for the application of lane keeping. Lane departure is the primary reason for half of the fatalities in road accidents, making the development of stable, adaptive and robust controllers a necessity. Any distu

Cited by 0SourcecodeScholar
2023

System Identification and Control of Front-Steered Ackermann Vehicles Through Differentiable Physics

IROS 2023poster

In this paper, we address the problem of system identification and control of a front-steered vehicle which abides by the Ackermann geometry constraints. This problem arises naturally for on-road and off-road vehicles that require reliable system identification and basic feedback controllers for var…

Cited by 4SourcecodeScholar