[HTML][HTML] Intrinsic interactive reinforcement learning–Using error-related potentials for real world human-robot interaction

SK Kim, EA Kirchner, A Stefes, F Kirchner - Scientific reports, 2017 - nature.com
Reinforcement learning (RL) enables robots to learn its optimal behavioral strategy in
dynamic environments based on feedback. Explicit human feedback during robot RL is …

Embedded multimodal interfaces in robotics: applications, future trends, and societal implications

EA Kirchner, SH Fairclough, F Kirchner - The Handbook of Multimodal …, 2019 - dl.acm.org
In the past, robots were primarily used to perform work that was either too hard, too
dangerous or simply too repetitive for humans, eg, assembly line work, or work that could be …

A hybrid FPGA-based system for EEG-and EMG-based online movement prediction

H Wöhrle, M Tabie, SK Kim, F Kirchner, EA Kirchner - Sensors, 2017 - mdpi.com
A current trend in the development of assistive devices for rehabilitation, for example
exoskeletons or active orthoses, is to utilize physiological data to enhance their functionality …

An intelligent man-machine interface—multi-robot control adapted for task engagement based on single-trial detectability of p300

EA Kirchner, SK Kim, M Tabie, H Wöhrle… - Frontiers in human …, 2016 - frontiersin.org
Advanced man-machine interfaces (MMIs) are being developed for teleoperating robots at
remote and hardly accessible places. Such MMIs make use of a virtual environment and can …

Generalizing, decoding, and optimizing support vector machine classification

MM Krell - arXiv preprint arXiv:1801.04929, 2018 - arxiv.org
The classification of complex data usually requires the composition of processing steps.
Here, a major challenge is the selection of optimal algorithms for preprocessing and …

[HTML][HTML] Immersive robot control in virtual reality to command robots in space missions

S Planthaber, M Mallwitz, EA Kirchner - Journal of Software Engineering …, 2018 - scirp.org
We present an approach to control a semi-autonomous robot team remotely under low
bandwidth conditions with a single operator. Our approach utilises virtual reality and …

Exoskelette und künstliche Intelligenz in der klinischen Rehabilitation

EA Kirchner, N Will, M Simnofske, P Kampmann… - … von Dienstleistungen im …, 2019 - Springer
Zusammenfassung Das Tragen eines Roboters, also der direkte Kontakt eines potenziell
sehr kraftvollen Systems mit dem menschlichen Körper, stellt enorme Anforderungen an die …

Cognitive work protection—A new approach for occupational safety in human-machine interaction

C Neu, EA Kirchner, SK Kim, M Tabie, C Linn… - Information Systems and …, 2019 - Springer
Previous occupational safety concepts in human-machine interaction scenarios are based
on the principle of spatial separation, reduction of collision force or distance monitoring …

Multi-Tasking and Choice of Training Data Influencing Parietal ERP Expression and Single-Trial Detection—Relevance for Neuroscience and Clinical Applications

EA Kirchner, SK Kim - Frontiers in neuroscience, 2018 - frontiersin.org
Event-related potentials (ERPs) are often used in brain-computer interfaces (BCIs) for
communication or system control for enhancing or regaining control for motor-disabled …

A periodic spatio-spectral filter for event-related potentials

F Ghaderi, SK Kim, EA Kirchner - Computers in Biology and Medicine, 2016 - Elsevier
With respect to single trial detection of event-related potentials (ERPs), spatial and spectral
filters are two of the most commonly used pre-processing techniques for signal …