BROWSE

Related Scientist

CNIR's photo.

CNIR
뇌과학 이미징 연구단
more info

ITEM VIEW & DOWNLOAD

Wearable EEG electronics for a Brain–AI Closed-Loop System to enhance autonomous machine decision-making

Cited 0 time in webofscience Cited 0 time in scopus
41 Viewed 0 Downloaded
Title
Wearable EEG electronics for a Brain–AI Closed-Loop System to enhance autonomous machine decision-making
Author(s)
Shin, Joo Hwan; Kwon, Junmo; Kim, Jong Uk; Ryu, Hyewon; Ok, Jehyung; Joon, Kwon S.; Hyunjin Park; Kim, Tae-il
Publication Date
2022-05
Journal
npj Flexible Electronics, v.6, no.1
Publisher
Nature Research
Abstract
© 2022, The Author(s).Human nonverbal communication tools are very ambiguous and difficult to transfer to machines or artificial intelligence (AI). If the AI understands the mental state behind a user’s decision, it can learn more appropriate decisions even in unclear situations. We introduce the Brain–AI Closed-Loop System (BACLoS), a wireless interaction platform that enables human brain wave analysis and transfers results to AI to verify and enhance AI decision-making. We developed a wireless earbud-like electroencephalography (EEG) measurement device, combined with tattoo-like electrodes and connectors, which enables continuous recording of high-quality EEG signals, especially the error-related potential (ErrP). The sensor measures the ErrP signals, which reflects the human cognitive consequences of an unpredicted machine response. The AI corrects or reinforces decisions depending on the presence or absence of the ErrP signals, which is determined by deep learning classification of the received EEG data. We demonstrate the BACLoS for AI-based machines, including autonomous driving vehicles, maze solvers, and assistant interfaces.
URI
https://pr.ibs.re.kr/handle/8788114/11991
DOI
10.1038/s41528-022-00164-w
ISSN
2397-4621
Appears in Collections:
Center for Neuroscience Imaging Research (뇌과학 이미징 연구단) > 1. Journal Papers (저널논문)
Files in This Item:
There are no files associated with this item.

qrcode

  • facebook

    twitter

  • Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.
해당 아이템을 이메일로 공유하기 원하시면 인증을 거치시기 바랍니다.

Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.

Browse