Search Results for author: Thomas Seel

Found 7 papers, 1 papers with code

VQF: Highly Accurate IMU Orientation Estimation with Bias Estimation and Magnetic Disturbance Rejection

1 code implementation31 Mar 2022 Daniel Laidig, Thomas Seel

Orientation estimation is a prerequisite for most further data processing steps in inertial motion tracking, such as position/velocity estimation, joint angle estimation, and 3D visualization.

RIANN -- A Robust Neural Network Outperforms Attitude Estimation Filters

no code implementations15 Apr 2021 Daniel Weber, Clemens Gühmann, Thomas Seel

We gather six publicly available datasets of which we exploit two datasets for the method development and the training, and we use four datasets for evaluation of the trained estimator in three different test scenarios with varying practical relevance.

Collective Iterative Learning Control: Exploiting Diversity in Multi-Agent Systems for Reference Tracking Tasks

no code implementations15 Apr 2021 Michael Meindl, Fabio Molinari, Dustin Lehmann, Thomas Seel

We show that the proposed method allows the collective to combine the advantages of the agents' individual learning strategies and thereby overcomes trade-offs and limitations of single-agent ILC.

Observability of the relative motion from inertial data in kinematic chains

no code implementations4 Feb 2021 Manon Kok, Karsten Eckhoff, Ive Weygers, Thomas Seel

Real-time motion tracking of kinematic chains is a key prerequisite in the control of, e. g., robotic actuators and autonomous vehicles and also has numerous biomechanical applications.

Autonomous Vehicles

A Kernel Two-sample Test for Dynamical Systems

no code implementations23 Apr 2020 Friedrich Solowjow, Dominik Baumann, Christian Fiedler, Andreas Jocham, Thomas Seel, Sebastian Trimpe

Evaluating whether data streams are drawn from the same distribution is at the heart of various machine learning problems.

Anomaly Detection Feature Engineering +1

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