Publication: Integrated Human-Machine Interaction System: ERP-SSVEP and Eye Tracking Based Technologies
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Issued Date
2019
Resource Type
File Type
application/pdf
Other identifier(s)
2-s2.0-85065102320
Rights Holder(s)
Scopus
Bibliographic Citation
2019 11th International Conference on Knowledge and Smart Technology, KST 2019. (2019), p.244-248
Suggested Citation
Phothisonothai M., Tantisatirapong S. Integrated Human-Machine Interaction System: ERP-SSVEP and Eye Tracking Based Technologies. 2019 11th International Conference on Knowledge and Smart Technology, KST 2019. (2019), p.244-248. doi:10.1109/KST.2019.8687804 Retrieved from: https://hdl.handle.net/20.500.14740/5380
Author(s)
Abstract
Human-Machine Interaction (HMI) requires a multidisciplinary research study mainly focused on interaction modalities between humans and machines. In this paper, we introduced an integrated HMI system using electrical brainwave signal (or called Electroencephalography: EEG) and eye tracking of pupil movement (or called ET), whose are used as an alternative channel to communicate with others for people with disabilities. In this experiment, the target and non-Target visual stimuli of EEG-based HMI system on the basis of event-related potential (ERP) and steady state visually evoked potential (SSVEP) signals have been performed. For the ET based framework, we proposed the user-friendly virtual keyboard typing for Thai language, i.e., free-form and automatic typing modes. The results showed that the integrated HMI using ERP-SSVEP yielded an average accuracy of 97.4% and reaction time approximately was 724.2 millisecond for control commands. The automatic typing mode performed an average accuracy of 97%, with an average printing time of 6.17 seconds per word for ET based virtual Thai keyboard. © 2019 IEEE.
Subject(s)
Electroencephalography
Electrophysiology
Enterprise resource planning
Eye movements
Human computer interaction
Human reaction time
Man machine systems
EEG signals
Event-related potentials
Human machine interaction
Human machine interaction system
Interactive system
Multi-disciplinary research
SSVEP
Steady state visually evoked potentials
Eye tracking
Electrophysiology
Enterprise resource planning
Eye movements
Human computer interaction
Human reaction time
Man machine systems
EEG signals
Event-related potentials
Human machine interaction
Human machine interaction system
Interactive system
Multi-disciplinary research
SSVEP
Steady state visually evoked potentials
Eye tracking