TY - JOUR
T1 - Advances in Wearable Brain-Computer Interfaces From an Algorithm-Hardware Co-Design Perspective
AU - Byun, Wooseok
AU - Je, Minkyu
AU - Kim, Ji Hoon
N1 - Publisher Copyright:
© 2004-2012 IEEE.
PY - 2022/7/1
Y1 - 2022/7/1
N2 - Brain-computer interface (BCI), a communication technology between brain and computer developed for a long time since the 1970s, can be incorporated into wearable devices by developing powerful signal processing algorithms and semiconductor technologies. For a satisfactory user experience based on BCI, high information transfer rate and low power consumption should be considered together without losing accuracy. Although many existing BCI algorithms have been mainly focused solely on the accuracy, their deployment on wearable devices is not straightforward due to the limited hardware resources and computational capabilities. This tutorial summarizes recent advances in wearable BCI algorithms and hardware implementations from an algorithm-hardware co-design perspective and discusses future directions.
AB - Brain-computer interface (BCI), a communication technology between brain and computer developed for a long time since the 1970s, can be incorporated into wearable devices by developing powerful signal processing algorithms and semiconductor technologies. For a satisfactory user experience based on BCI, high information transfer rate and low power consumption should be considered together without losing accuracy. Although many existing BCI algorithms have been mainly focused solely on the accuracy, their deployment on wearable devices is not straightforward due to the limited hardware resources and computational capabilities. This tutorial summarizes recent advances in wearable BCI algorithms and hardware implementations from an algorithm-hardware co-design perspective and discusses future directions.
KW - Algorithm-hardware co-design
KW - Brain-computer interface (BCI)
KW - Deep learning accelerator
KW - Domain-specific architecture
KW - Linear algebra accelerator
UR - http://www.scopus.com/inward/record.url?scp=85130797093&partnerID=8YFLogxK
U2 - 10.1109/TCSII.2022.3177616
DO - 10.1109/TCSII.2022.3177616
M3 - Article
AN - SCOPUS:85130797093
SN - 1549-7747
VL - 69
SP - 3071
EP - 3077
JO - IEEE Transactions on Circuits and Systems II: Express Briefs
JF - IEEE Transactions on Circuits and Systems II: Express Briefs
IS - 7
ER -