Application of dry EEG electrodes on low-cost SSVEP-based BCI for robot navigation

被引:4
|
作者
Farmaki, Cristina [1 ]
Zacharioudakis, Nikolaos [2 ]
Pediaditis, Matthew [1 ]
Krana, Myrto [1 ]
Sakkalis, Vangelis [1 ]
机构
[1] FORTH, Inst Comp Sci, Iraklion, Greece
[2] Tech Univ Crete, Sch Elect & Comp Engn, Khania, Greece
关键词
BCI; SSVEP; dry electrodes; OpenBCI; robot navigation;
D O I
10.1109/IST55454.2022.9827672
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Electroencephalography-based brain computer interfaces (BCIs) have been proposed as a promising non-invasive approach for people suffering from neuromuscular disorders to facilitate control and communication with the surrounding environment. Specifically, steady-state visual evoked potentials (SSVEPs) have been successfully used in navigation applications mainly due to their efficiency and quick response time. In this work we present an SSVEP-based BCI for remote robotic car navigation. The robot telepresence is accomplished by sending wirelessly to the user interface the feed of an IP camera that is mounted on the robotic car. This system was developed with the aim to enhance the ease-of-use, employing dry, instead of commonly used wet EEG electrodes, and to reduce the overall cost, using a low-cost open source EEG amplifier. Additionally, we use a robotic car that offers high movement flexibility with precise and fast distance sensors for collision avoidance. We tested our system on 10 participants in both an offline session and in online navigation task on a predefined route. The results indicate that our system with the combination of the low-cost EEG device and the dry electrodes presents comparable performance to a previous system using wet electrodes and a commercial amplifier. Moreover, it ensures a more user-friendly and affordable alternative that could be adopted by a larger part of potential users.
引用
收藏
页数:6
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