Search Results for author: Daniel Menges

Found 4 papers, 0 papers with code

Nonlinear Model Predictive Control for Enhanced Navigation of Autonomous Surface Vessels

no code implementations27 Mar 2024 Daniel Menges, Trym Tengesdal, Adil Rasheed

This article proposes an approach for collision avoidance, path following, and anti-grounding of autonomous surface vessels under consideration of environmental forces based on Nonlinear Model Predictive Control (NMPC).

Collision Avoidance Model Predictive Control

Computationally and Memory-Efficient Robust Predictive Analytics Using Big Data

no code implementations27 Mar 2024 Daniel Menges, Adil Rasheed

While RPCA offers an enhanced alternative to traditional Principal Component Analysis (PCA) for high-dimensional data management, the scope of this work extends its utilization, focusing on robust, data-driven modeling applicable to huge data sets in real-time.

Data Compression

Modular Control Architecture for Safe Marine Navigation: Reinforcement Learning and Predictive Safety Filters

no code implementations4 Dec 2023 Aksel Vaaler, Svein Jostein Husa, Daniel Menges, Thomas Nakken Larsen, Adil Rasheed

Results demonstrate the PSF's effectiveness in maintaining safety without hindering the RL agent's learning rate and performance, evaluated against a standard RL agent without PSF.

An environmental disturbance observer framework for autonomous surface vessels

no code implementations15 Nov 2022 Daniel Menges, Adil Rasheed

To investigate the capability of this observer framework, the environmental disturbances are simulated dynamically under consideration of different model and measurement uncertainties.

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