5 papers
Cepstral Analysis Based Artifact Detection, Recognition and Removal for Prefrontal EEG
Siqi Han, Chao Zhang, Jiaxin Lei +5
This paper proposes to use cepstrum for artifact detection, recognition and removal in prefrontal EEG. This work focuses on the artifact caused by eye movement. A database containi…
LightSleepNet: Design of a Personalized Portable Sleep Staging System Based on Single-Channel EEG
Yiqiao Liao, Chao Zhang, Milin Zhang +2
This paper proposed LightSleepNet - a light-weight, 1-d Convolutional Neural Network (CNN) based personalized architecture for real-time sleep staging, which can be implemented on…
Multi-Channel Multi-Domain based Knowledge Distillation Algorithm for Sleep Staging with Single-Channel EEG
Chao Zhang, Yiqiao Liao, Siqi Han +3
This paper proposed a Multi-Channel Multi-Domain (MCMD) based knowledge distillation algorithm for sleep staging using single-channel EEG. Both knowledge from different domains and…
A Closed-loop Brain-Machine Interface SoC Featuring a 0.2J/class Multiplexer Based Neural Network
Chao Zhang, Yongxiang Guo, Dawid Sheng +8
This work presents the first fabricated electrophysiology-optogenetic closed-loop bidirectional brain-machine interface (CL-BBMI) system-on-chip (SoC) with electrical neural signal…
Single-channel EEG completion using Cascade Transformer
Chao Zhang, Siqi Han, Milin Zhang
It is easy for the electroencephalogram (EEG) signal to be incomplete due to packet loss, electrode falling off, etc. This paper proposed a Cascade Transformer architecture and a l…