杨帮华｜上海大学｜学者主页

2026

结合双尺度动态卷积与时空注意力的运动想象分类

王述畅，何文雪，李杰，杨帮华

《计算机与现代化》

2026

基于分层式残差聚合与双分支维度分裂注意力机制的情绪识别

李杰，何文雪，王述畅，杨帮华

《中国医学物理学杂志》

2026

Adaptive Frequency-Aware Transformer for motor imagery decoding

Liang Chang, Banghua Yang, Xin-Xing Xia, Wen-Bin Guo, Shuai Kuang, Jiayang Zhang

Biomedical Signal Processing and Control

DOI

2026

Effect of Tai Chi Yunshou motor imagery training on upper limb motor dysfunction with stroke patients

Xiang Chen, Rui Qi, Hanyu Zou, Linhong Jiang, Banghua Yang

BMC Complementary Medicine and Therapies

DOI

2026

Electroacupuncture modulates cortical functional connectivity and network topology in healthy adults: an fNIRS study

Xiang Chen, Banghua Yang, Dongyang Shen, Junhua Chen, Dongsheng Xu, Wenxi Li

Cognitive Neurodynamics

DOI

2026

Brain-Computer Interface Combined with Functional Electrical Stimulation for Post-Stroke Upper Limb Motor Recovery: A Systematic Review and Meta-Analysis

Fengjiao Liang, Xiang Chen, B Q Li, Banghua Yang

Clinical EEG and Neuroscience

DOI

2026

ResLAT: A Hybrid Neural Network for Continuous Hand Movement Decoding in Intracortical Brain-Computer Interfaces

Jiaqi Huang, Banghua Yang, Yan Gao, Yong Gu, Fenqi Rong

Communications in computer and information science

DOI

2026

FusionNet for Multimodal Depression Recognition: Integrating Electroencephalography and Traditional Chinese Medicine Features

Junyu Liu, Banghua Yang, Junhua Chen, Shuai Kuang

Communications in computer and information science

DOI

2025

Similarities and differences between chronic primary pain and depression in brain activities: Evidence from resting-state microstates and auditory Oddball task

Lele You, Banghua Yang, Xi Lu, Aolei Yang, Yonghuai Zhang, Xiaoying Bi, Shu Zhou

Behavioural Brain Research，Vol. 477

DOI

2025

脑机接口与神经康复

杨帮华

2025

基于静息态与面孔情绪词任务的失语症患者抑郁状态脑电特征研究

丁思元，朱燕，施畅，杨帮华

《生物医学工程学杂志》

2025

基于CAM-Net模型的中文词语言语想象脑电解码研究

刘晓龙，杨帮华，甘安安，张捷

《生物医学工程学杂志》

2025

基于多尺度动态卷积与注意力机制的抑郁脑电信号分类方法

李浩然，何文雪，徐嘉振，杨帮华

《计算机与现代化》

2025

SSVEP-BCI Fatigue Evaluation Algorithm Based on Multi-Scale Feature Fusion and Attention Mechanism

Zeyu Ren, Banghua Yang, Ran Jia, Yonghuai Zhang, Jie Zhang

International Conference on Advanced Computational Intelligence

DOI

2025

A Compact Convolutional Neural Network with Pyramid Squeeze Attention for RSVP-EEG Classification

Ran Jia, Wenbin Guo, Zeyu Ren, Banghua Yang

International Conference on Advanced Computational Intelligence

DOI

2025

STA-Net: Spatial-temporal alignment network for hybrid EEG-fNIRS decoding

Mutian Liu, Banghua Yang, Lin Meng, Yonghuai Zhang, Shou-Wei Gao, P. Zan, Xin-Xing Xia

Information Fusion

DOI

2025

FBSA-CNN: A convolutional neural network framework for EEG-based detection of non-acute methamphetamine use disorders

Yong-Cong Li, Banghua Yang, Yonghuai Zhang, Shou-Wei Gao, Jun Ma, Guofu Zhang

Biomedical Signal Processing and Control

DOI

2025

Research on combining motor imagery and somatosensory attentional orientation to enhance BCI performance

wei jianqiu, Banghua Yang, Xiang Chen, Junhua Chen, Shuai Kuang

Biomedical Physics & Engineering Express

DOI

2025

A Review of EEG-Based Speech Imagery Encoding Paradigms and Decoding Algorithms

Banghua Yang, Anan Gan, Wen-bin Guo, Shuai Kuang

Journal of Brain-Computer Interface

DOI

2025

DSTA-Net: dynamic spatio-temporal feature augmentation network for motor imagery classification

Liang Chang, Banghua Yang, Jiayang Zhang, Tie Li, Juntao Feng, Wendong Xu

Cognitive Neurodynamics

DOI

2025

[A study on electroencephalogram characteristics of depression in patients with aphasia based on resting state and emotional Stroop task].

Siyuan Ding, Yan Zhu, Chang Shi, Banghua Yang

PubMed

DOI

2025

[Study on speech imagery electroencephalography decoding of Chinese words based on the CAM-Net model].

Xiaolong Liu, Banghua Yang, Anan Gan, Jie Zhang

PubMed

DOI

2025

Motor Imagery Classification Based on Temporal-Spatial Domain Adaptation for Stroke Patients

Jun Ma, Jingjing Zhang, Yanling Yang, Banghua Yang, Chunlei Shan

Cognitive Computation

DOI

2025

Exploring the Effects of 3D Gaze Stimulation and Color Performance in Augmented Reality‐Based Steady‐State Visual Evoked Potential

Yiting Geng, Banghua Yang, Mengao Guo, Yuan Yao, Yonghuai Zhang, Luting Chen, Xinxing Xia

Advanced Intelligent Systems

DOI

2025

A multi-day and high-quality EEG dataset for motor imagery brain-computer interface

Banghua Yang, Fenqi Rong, Yunlong Xie, Du Li, Jiayang Zhang, Li Hua Fu, Guangming Shi, Xiaorong Gao

Scientific Data

DOI

2025

The potential associations between acupuncture sensation and brain functional network: a EEG study

Dongyang Shen, Banghua Yang, Jing Li, Jiayang Zhang, Yongcong Li, Guofu Zhang, Yanyan Zheng

Cognitive Neurodynamics

DOI

2025

Active Urination Detection Using EEG Based on FBCNet

Anan Gan, Banghua Yang, Yonghuai Zhang, Xingye He, Fenqi Rong, Liang Chang, Aolei Yang

Communications in computer and information science

DOI

2024

Assessment of rTMS treatment effects for methamphetamine use disorder based on EEG microstates

Yongcong Li, Banghua Yang, Jun Ma, Shouwei Gao, Hui Zeng, Wen Wang

Behavioural Brain Research，Vol. 465

DOI

2024

基于增强现实和稳态视觉诱发电位的视觉目标检测系统

郭孟澳，杨帮华，耿亦婷，竭荣昕，张永怀，郑炎炎

《生物医学工程学杂志》

2024

基于卷积神经网络提高脑卒中患者二分类运动想象任务识别准确率的可行性研究

杨帮华，张永怀

《上海医学》

2024

基于头皮脑电信号的无创脑机接口在神经系统疾病中的临床应用上海专家共识

丁晶，余情，唐莺莹，王继军，金晶，杨帮华

《上海医学》

2024

M-FANet: Multi-Feature Attention Convolutional Neural Network for Motor Imagery Decoding

Yiyang Qin, Banghua Yang, Sixiong Ke, Peng Liu, Fenqi Rong, Xin-Xing Xia

IEEE transactions on neural systems and rehabilitation engineering

DOI

2024

Partial prior transfer learning based on self-attention CNN for EEG decoding in stroke patients

Jun Ma, Wan-Lu Ma, Jing-Jing Zhang, Yong-Cong Li, Banghua Yang, Chunlei Shan

Scientific Reports

DOI

2024

Assessment of rTMS treatment effects for methamphetamine addiction based on EEG functional connectivity

Yong-Cong Li, Banghua Yang, Jun Ma, Yun-Zhe Li, Hui Zeng, Jie Zhang

Cognitive Neurodynamics

DOI

2024

A multiscale convolutional neural network based on time-frequency features for decoding rat exercise fatigue LFP

Guofu Zhang, Banghua Yang, Xin Dong, Jun Ma, P. Zan, Xin-Xing Xia

Biomedical Signal Processing and Control

DOI

2024

Exploring the brain physiological activity and quantified assessment of VR cybersickness using EEG signals

Mutian Liu, Banghua Yang, P. Zan, Luting Chen, Baozeng Wang, Xin-Xing Xia

Displays (Guildford)

DOI

2024

[Visual object detection system based on augmented reality and steady-state visual evoked potential].

Mengao Guo, Banghua Yang, Yiting Geng, Rongxin Jie, Yonghuai Zhang, Yanyan Zheng

Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi

DOI

2024

Motor imagery decoding using source optimized transfer learning based on multi-loss fusion CNN

Jun Ma, Banghua Yang, Fenqi Rong, Shou-Wei Gao, Wen Wang

Cognitive Neurodynamics

DOI

2024

Rehabilitation with brain-computer interface and upper limb motor function in ischemic stroke: A randomized controlled trial.

Anxin Wang, Xue Tian, Di Jiang, Chen Yang, Qin Xu, Yi-Fei Zhang, Sha-sha Zhao, Xiao-Li Zhang, J. Jing, Ning Wei, Yuqian Wu, Wei Lv, Banghua Yang, Da-Wei Zang, Yi-Long Wang, Yu-Mei Zhang, Yong-Jun Wang, Xia Meng

i Medicina

DOI

2024

A Hybrid BCI System Integrating Motor Imagery and SSVEP for Wheelchair Control

Boyang Xu, Banghua Yang, Jiayang Zhang, Sixiong Ke, Yanyan Zheng

International Conference on Computing and Pattern Recognition (ICCPR)

DOI

2024

An SSVEP-based BCI with 112 targets using frequency spatial multiplexing

Yaru Liu, Wei Dai, Yadong Liu, Dewen Hu, Banghua Yang, Zongtan Zhou

Journal of Neural Engineering

DOI

2024

Multilevel Assessment of Exercise Fatigue Utilizing Multiple Attention and Convolution Network (MACNet) Based on Surface Electromyography

Guofu Zhang, Banghua Yang, Peng Zan, Dingguo Zhang

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2024

Cross-dataset motor imagery decoding — A transfer learning assisted graph convolutional network approach

Jiayang Zhang, Kang Li, Banghua Yang, Zhengrun Zhao

Biomedical Signal Processing and Control

DOI

2024

DAPT: Dynamic Attentional Prototype Transfer Learning for MI-EEG Decoding

Sixiong Ke, Banghua Yang, Boyang Xu, Yonghuai Zhang, Yanyan Zheng, Yiyang Qin

International Conference on Computing and Pattern Recognition (ICCPR)

DOI

2024

The PDS6Net, a sequence model based on state-space theory, is utilized to classifying Chronic Primary Pain and depression

Lele You, Banghua Yang, Zuowei Wang, Yonghuai Zhang, Shu Zhou, Xiaoying Bi

International Conference on Computing and Pattern Recognition (ICCPR)

DOI

2024

Effect of acupuncture treatment for upper limb on cortical activation and functional connectivity: A fNIRS study

Dongyang Shen, Banghua Yang, Jing Li, Shouwei Gao

Biomedical Signal Processing and Control

DOI

2024

EEG-Based Feature Classification Combining 3D-Convolutional Neural Networks with Generative Adversarial Networks for Motor Imagery

Chengcheng Fan, Banghua Yang, Xiaoou Li, Shouwei Gao, Peng Zan

Journal of Integrative Neuroscience

DOI

2024

Motor Imagery Decoding from EEG under Visual Distraction via Feature Map Attention EEGNet

Yiting Geng, Banghua Yang, Sixiong Ke, Liang Chang, Jiayang Zhang, Yanyan Zheng

DOI

2024

MSDAC: A multi-source domain adversarial framework for motion prediction in intracortical brain-computer interfaces

Haozhou Liu, Banghua Yang, Shouliang Guan, Fenqi Rong, Mengao Guo, Ying Ze Fang, Bingyu Liu, Yan Gao, Yong Gu

DOI

2024

Multiband task related components enhance rapid cognition decoding for both small and similar objects

Yusong Zhou, Banghua Yang, Changyong Wang

Neural Networks

DOI

2024

Decoding Multi-Class Motor Imagery From Unilateral Limbs Using EEG Signals

Fenqi Rong, Banghua Yang, Cuntai Guan

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2024

FACT-Net: A Frequency Adapter CNN With Temporal-Periodicity Inception for Fast and Accurate MI-EEG Decoding

Sixiong Ke, Banghua Yang, Yiyang Qin, Fenqi Rong, Jiayang Zhang, Yanyan Zheng

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2023

运动想象脑机接口在神经系统疾病康复中的应用

杨帮华

《康复学报》

2023

非侵入式脑—机接口编解码技术研究进展

邱爽，杨帮华，陈小刚，王毅军，许敏鹏，吕宝粮，高小榕，何晖光

《中国图象图形学报》

2023

Aided diagnosis of cervical spondylotic myelopathy using deep learning methods based on electroencephalography.

Shen Li, Banghua Yang, Yibo Dou, Yongli Wang, Jun Ma, Chi Huang, Yonghuai Zhang, Peng Cao

Medical Engineering and Physics

DOI

2023

EEG assessment of brain dysfunction for patients with chronic primary pain and depression under auditory oddball task

Yun-Zhe Li, Banghua Yang, Zuo-Wei Wang, Ru-Yan Huang, Xi Lu, Xiaoying Bi, Shu Zhou

Frontiers in Neuroscience

DOI

2023

Recognizable Rehabilitation Movements of Multiple Unilateral Upper Limb: an fMRI Study of Motor Execution and Motor Imagery.

Jun Ma, Banghua Yang, Wenzheng Qiu, Jian Zhang, Lin-Feng Yan, Wen Wang

Journal of Neuroscience Methods

DOI

2023

SE-CNN Attention Structure for Quantitative EEG-Based Assessment of VR Motion Sickness

Mengdie Xu, Banghua Yang, Mutian Liu, Yiling Huang, Xinxing Xia, J. Zhang

International Conference on Computing and Artificial Intelligence

DOI

2023

Classification of Patients with Cervical Spondylotic Myelopathy using Machine Learning and Brain Network Analysis

Shen Li, Banghua Yang, Yibo Dou, Yongli Wang, Jun Ma, Peng Cao

International Conferences on Computing and Pattern Recognition

DOI

2023

Exploring quantitative assessment of cybersickness in virtual reality using EEG signals and a CNN-ECA-LSTM network

Mutian Liu, Banghua Yang, Mengdie Xu, P. Zan, Luting Chen, Xin-Xing Xia

Displays (Guildford)

DOI

2023

Exploring Quantitative Assessment of Cybersickness in Virtual Reality Using EEG Signals and a CNN-LSTM Network

Mutian Liu, Banghua Yang, Mengdie Xu, P. Zan, Xinxing Xia

2023 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops (VRW)

DOI

2023

Local and global convolutional transformer-based motor imagery EEG classification

Jiayan Zhang, Kang Li, Banghua Yang, Xiaofei Han

Frontiers in Neuroscience

DOI

2023

A Wearable Brain-Computer Interface System for Fatigue Detection in Driving

Ying Shen, Banghua Yang, Aolei Yang, Xin-Xing Xia, Yonghuai Zhang, Shou-Wei Gao

International Conferences on Computing and Pattern Recognition

DOI

2023

3D SSVEP Visual stimulus in Augmented Reality for Robotic Arm Grasping

Rao-Rao Fu, Banghua Yang, Yiting Geng, Xin-Xing Xia

International Conferences on Computing and Pattern Recognition

DOI

2023

Comparison of brain functions between healthy participants and methamphetamine users with various addiction histories: Data analysis based on EEG and fNIRS

Xuelin Gu, Xiaoou Li, Banghua Yang

Journal of Innovative Optical Health Sciences

DOI

2023

Temporal-frequency-phase feature classification using 3D-convolutional neural networks for motor imagery and movement

Chengcheng Fan, Banghua Yang, Xiaoou Li, Peng Zan

Frontiers in Neuroscience

DOI

2023

A survey on encoding and decoding technology of non-invasive brain-computer interface

Shuang Qiu, Banghua Yang, Xiaogang Chen, Yijun Wang, Minpeng Xu, Baoliang Lyu, Xiaorong Gao, Huiguang He

Journal of Image and Graphics

DOI

2022

BCI+VR rehabilitation design of closed-loop motor imagery based on the degree of drug addiction

Xuelin Gu, Banghua Yang, Shouwei Gao, Honghao Gao, Lin‐Feng Yan, Ding Xu, Wen Wang

China Communications

DOI

2022

Immersive AR Merged with MI-BCI Hand Function Rehabilitation Training System for Stroke Patients

Yiyang Qin, Banghua Yang, Dong-Ze Li

International Conferences on Computing and Pattern Recognition

DOI

2022

CNN-based EEG Classification Method for Drug Use Detection

Hui Zeng, Banghua Yang, Xuelin Gu, Yong-Cong Li, Xinxing Xia, Shou-Wei Gao

International Conferences on Computing and Pattern Recognition

DOI

2022

Motor imagery EEG decoding based on multi-loss fusion FBCNet

Fenqi Rong, Banghua Yang, Jun Ma, Shou-Wei Gao, Xinxing Xia

International Conference on Biomedical Signal and Image Processing

DOI

2022

Brain Controlled Manipulator System Based on Improved Target Detection and Augmented Reality Technology

Yiling Huang, Banghua Yang, Zhaokun Wang, Yuan Yao, Mengdie Xu, Xinxing Xia

HBAI@IJCAI

DOI

2022

Brain control jigsaw puzzle system based on hybrid brain computer interface of motor imagery and steady-state visual evoked potential

Rongxin Jie, Banghua Yang, Zhaokun Wang, Jun Ma, Xinxing Xia, Shou-Wei Gao

International Conferences on Computing and Pattern Recognition

DOI

2022

A large EEG dataset for studying cross-session variability in motor imagery brain-computer interface

Jun Ma, Banghua Yang, Wenzheng Qiu, Yun-Zhe Li, Shou-Wei Gao, Xinxing Xia

Scientific Data

DOI

2022

A Real-Time EMG-Based Fixed-Bandwidth Frequency-Domain Embedded System for Robotic Hand

Biao Chen, Chaoyang Chen, Jie Hu, Thomas Thong H. Nguyen, Jin Qi, Banghua Yang, Dawei Chen, Yousef Alshahrani, Yang Chun Zhou, Andrew Tsai, Todd J. Frush, Henry Goitz

Frontiers in Neurorobotics

DOI

2022

The unilateral upper limb classification from fMRI-weighted EEG signals using convolutional neural network

Banghua Yang, Jun Ma, Wenzheng Qiu, Jian Zhang, Xiaofan Wang

Biomedical Signal Processing and Control

DOI

2022

Three-Class Motor Imagery Classification Based on SELU-EEGNet

Dongze Li, Banghua Yang, Jun Ma, Wenzheng Qiu

International Conference on Computing and Artificial Intelligence (ICCAI)

DOI

2022

Different types of drug abusers prefrontal cortex activation patterns and based on machine-learning classification

Banghua Yang, Xuelin Gu, Shouwei Gao, Lin Feng Yan, Ding Xu, Wen Wang

Journal of Innovative Optical Health Sciences

DOI

2022

Task-Related Component Analysis Combining Paired Character Decoding for Miniature Asymmetric Visual Evoked Potentials

Yusong Zhou, Banghua Yang, Cuntai Guan

IEEE Transactions on Neural Systems and Rehabilitation Engineering

DOI

2021

基于虚拟现实的不同情绪视频下的脑电谱特性

李海宝，李颖洁，华旻磊，田丰，杨帮华

《北京生物医学工程》

2021

面向脑卒中疾病的运动想象脑机接口技术

杨帮华，马骏，邱文政

《人工智能》

DOI

2021

Study on the Influence of Positive Emotion on the Recognition Accuracy of Motor Imagery

Wen-Hui Zou, Banghua Yang, Shou-Wei Gao, Xin-Xing Xia, Zan Peng

Cybersecurity and Cyberforensics Conference

DOI

2021

A new 2-class unilateral upper limb motor imagery tasks for stroke rehabilitation training

Banghua Yang, Jun Ma, Wenzheng Qiu, Yan Zhu, Xia Meng

Medicine in Novel Technology and Devices

DOI

2021

Prefrontal fNIRS-based clinical data analysis of brain functions in individuals abusing different types of drugs

Xuelin Gu, Banghua Yang, Shouwei Gao, Lin Feng Yan, Ding Xu, Wen Wang

Journal of Biomedical Semantics

DOI

2021

EEG unilateral limb motor imagery modeling based on fMRI screening

Jun Ma, Wen Wang, Wenzheng Qiu, Banghua Yang

International Conference on Image, Video Processing and Artificial Intelligence (IVPAI)

DOI

2021

Brain-Controlled Robotic Arm Grasping System Based on Adaptive TRCA

Zhaokun Wang, Banghua Yang, Wen Wang, Dong Xiang Zhang, Xuelin Gu

International Conference on Computing and Pattern Recognition (ICCPR)

DOI

2021

Research on the Relationship between Fatigue and P300 Potential in Multi-Stage RSVP Small Target Detection

Yusong Zhou, Wen Wang, Lin-Feng Yan, Banghua Yang

International Conference on Computing and Pattern Recognition (ICCPR)

DOI

2021

Research on Brain-Controlled Robotic Arm Based on Improved Faster-RCNN Target Detection Model

Wen‐Hua Chen, Banghua Yang, Xuelin Gu, Zhaokun Wang, Yunzhe Li

International Conference on Computing and Pattern Recognition (ICCPR)

DOI

2021

A deep neural network with subdomain adaptation for motor imagery brain-computer interface

Minmin Zheng, Banghua Yang

Medical Engineering & Physics

DOI

2021

Diagnosis analysis of rectal function through using ensemble empirical mode decomposition–deep belief networks algorithm

Peng Zan, Rui Hong, Banghua Yang, Guofu Zhang, Shao Yong, Qiao Lin Ding, Yutong Zhao, Hua Zhong

Review of Scientific Instruments

DOI

2021

Spatio-time-frequency joint sparse optimization with transfer learning in motor imagery-based brain-computer interface system

Minmin Zheng, Banghua Yang, Shouwei Gao, Xia Meng

Biomedical Signal Processing and Control

DOI

2021

Research on Biomechanical Compatibility for the Artificial Anal Sphincter Based on Improved Actuator

Peng Zan, Qiao Lin Ding, Banghua Yang, Guofu Zhang, Yingjie Xue, Yutong Zhao

Journal of Medical Devices

DOI

2021

Motor Imagery EEG Classification Method Based on Adaptive Decision Surface of LDA Classifier

Banghua Yang, Du Li, Baiheng Ma, Xuelin Gu, Dewen Kong

International Conference on Bioscience, Biochemistry and Bioinformatics (ICBBB)

DOI

2021

Application of bi-modal signal in the classification and recognition of drug addiction degree based on machine learning

Xuelin Gu, Banghua Yang, Shouwei Gao, Lin Feng Yan, Ding Xu, Wen Wang, Shanghai Drug Rehabilitation Administration Bureau, Shanghai 200080, China

Mathematical Biosciences & Engineering

DOI

2021

Brain-Controlled Robotic Arm Based on Adaptive FBCCA

Dong Zhang, Banghua Yang, Shouwei Gao, Xuelin Gu

Communications in computer and information science

DOI

2021

Stroke Identification Based on EEG Convolutional Neural Network

Jun Ma, Banghua Yang, Wenzheng Qiu, Xuelin Gu, Yan Zhu, Xia Meng, Wen Wang

Communications in computer and information science

DOI

2021

Classification accuracy and functional difference prediction in different brain regions of drug abuser prefrontal lobe basing on machine-learning

Banghua Yang, Xuelin Gu, Shouwei Gao, Ding Xu, Shanghai Drug Rehabilitation Administration Bureau, Shanghai 200080, China

Mathematical Biosciences & Engineering

DOI

2021

Evaluation of Fatigue Based on Reaction Time and fNIRS of RSVP Small Target Detection

Yusong Zhou, Banghua Yang, Lin‐Feng Yan, Wen Wang

Communications in computer and information science

DOI

2021

Classification of LFPs Signals in Autistic and Normal Mice Based on Convolutional Neural Network

Guofu Zhang, Banghua Yang, Fuxue Chen, Yu Zhou, Shouwei Gao, Peng Zan, Wen Wang, Lin‐Feng Yan

Communications in computer and information science

DOI

2020

基于脑电信号深度学习的情绪识别研究现状

李颖洁，李玉玲，杨帮华

《北京生物医学工程》

2020

基于脑电疲劳监测的车辆避撞预测模型研究

任彬，任金龙，潘韫杰，杨帮华

《高技术通讯》

2020

Mental fatigue testing based on deep learning

Qichao Yu, Xianxin Ke, Dezhi Yang, Wenzhen Zhang, Banghua Yang

IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)

DOI

2020

Research on the Intelligent Evaluation of Addiction Degree and New Method of Rehabilitation of Drug Addicts

Xuelin Gu, Banghua Yang, Du Li, Ding Xu, Chao Gu

Chinese Automation Congress

DOI

2020

A Study on EEG-NIRS Testing of Drug Users' Brain Function under Visual Induction

Banghua Yang, Xuelin Gu, Ding Xu, Chengcheng Fan

International Conference on Computing and Pattern Recognition (ICCPR)

DOI

2020

Drug Addiction Detection Algorithm Based on CNN-BN

Du Li, Banghua Yang, Xuelin Gu, Dewen Kong, Peng Zan

International Conference on Computing and Pattern Recognition (ICCPR)

DOI

2020

Application of Wavelet Packet Decomposition and Deep Belief Network for Rectal Function Diagnosis

Peng Zan, Rui Hong, Banghua Yang, Li Li, Zhikang Ouyang, Zhengyu Liu

IEEE International Conference on Software Engineering and Service Science (ICSESS)

DOI

2020

Design of an Actuator for Artificial Anal Sphincter Based on Finite Element Analysis

Peng Zan, Qiao Lin Ding, Banghua Yang, Tianxiu Li, Yafeng Zhang, Ke Yan

International Conference on Advanced Computational Intelligence (ICACI)

DOI

2020

Anxiety and Depression Diagnosis Method Based on Brain Networks and Convolutional Neural Networks

Yunlong Xie, Banghua Yang, Xi Lu, Minmin Zheng, Cunxiu Fan, Xiaoying Bi, Shu Zhou, Yingjie Li

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society

DOI

2020

Classification of Mild Cognitive Impairment from multi-domain features of resting-state EEG

Yuling Li, Shasha Xiao, Yingjie Li, Yunxia Li, Banghua Yang

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society

DOI

2020

Review of pathological index detection and new rehabilitation technique of drug addicts

Banghua Yang, Xuelin Gu, Chao Gu, Ding Xu, Chengcheng Fan

Brain Science Advances

DOI

2020

EEG classification across sessions and across subjects through transfer learning in motor imagery-based brain-machine interface system

Minmin Zheng, Banghua Yang, Yunlong Xie

Medical & Biological Engineering & Computing

DOI

2019

基于脑机接口的康复训练系统

杨帮华，李博

《系统仿真学报》

DOI

2019

A VR Combined with MI-BCI Application for Upper Limb Rehabilitation of Stroke

Wei Wang, Banghua Yang, Cuntai Guan, Bo Li

2019 IEEE MTT-S International Microwave Biomedical Conference (IMBioC)

DOI

2019

A Framework on Optimization Strategy for EEG Motor Imagery Recognition

Banghua Yang, Chengcheng Fan, Cuntai Guan, Xuelin Gu, Minmin Zheng

DOI

2019

Three-class Motor Imagery Classification Based on FBCSP Combined with Voting Mechanism

Bo Li, Banghua Yang, Cuntai Guan, Chenxiao Hu

IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA)

DOI

2019

Motor imagery signal classification based on transfer learning

Banghua Yang, Minmin Zheng, Guan Cuntai, Bo Li

IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA)

DOI

2018

Research on Motor Imagery EEG Modeling Based on Window Optimization and a Few Channels PSD

Banghua Yang, Chenxiao Hu, Jinlong Wang, Bo Li, Wei Wang

IEEE International Conference on Digital Signal Processing (DSP)

DOI

2018

Automatic ocular artifacts removal in EEG using deep learning

Banghua Yang, Kaiwen Duan, Chengcheng Fan, Chenxiao Hu, Jinlong Wang

Biomedical Signal Processing and Control

DOI

2018

Motor Imagery EEG Recognition Based on FBCSP and PCA

Banghua Yang, Jianzhen Tang, Cuntai Guan, Bo Li

Lecture notes in computer science

DOI

2018

A Study of the Role of Attention in Classifying Covert and Overt Motor Activities

Banghua Yang, Jinlong Wang, Jinlong Wang, Cuntai Guan, Chenxiao Hu, Jianguo Wang, Jianguo Wang

Lecture notes in computer science

DOI

2017

基于运动想象脑机接口的手功能康复系统设计

张桃，杨帮华，段凯文，唐健真，韩旭

《中国康复理论与实践》

2017

Removal of Electrooculogram Artifacts from Electroencephalogram Using Canonical Correlation Analysis with Ensemble Empirical Mode Decomposition

Banghua Yang, Zhang Tao, Yunyuan Zhang, Wanquan Liu, Jianguo Wang, Kaiwen Duan

Cognitive Computation

DOI

2017

Adaptive KF-SVM Classification for Single Trial EEG in BCI

Banghua Yang, Chengcheng Fan, Jie Jia, Shugeng Chen, Jianguo Wang

Communications in computer and information science

DOI

2017

Three class emotions recognition based on deep learning using staked autoencoder

Banghua Yang, Xu Han, Jianzhen Tang

International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)

DOI

2016

基于ARM的脑机交互信号采集系统设计

段凯文，杨帮华，张桃，张永怀

《测控技术》

2016

模式识别技术及其应用

杨帮华

2016

脑机接口中基于SOBI的EEG预处理

章云元，杨帮华，李华荣，何亮飞

《北京生物医学工程》

2016

Removal of EOG artifacts from EEG using a cascade of sparse autoencoder and recursive least squares adaptive filter

Banghua Yang, Kaiwen Duan, Tao Zhang

Neurocomputing

DOI

2016

Subject-based feature extraction by using fisher WPD-CSP in brain–computer interfaces

Banghua Yang, Huarong Li, Qian Wang, Yunyuan Zhang

Computer Methods and Programs in Biomedicine

DOI

2016

EOG Artifacts Reduction from EEG Based on Deep Network and Recursive Least Squares Adaptive Filter

Banghua Yang, Kaiwen Duan, Tao Zhang, Yonghuai Zhang

Communications in computer and information science

DOI

2015

脑机接口中基于ICA-RLS的EOG伪迹自动去除

杨帮华，章云元，何亮飞，李华荣，王倩

《仪器仪表学报》

2015

基于二阶盲辨识结合小波包的脑电信号预处理

杨帮华，章云元，李华荣，张桃，段凯文

《上海交通大学学报》

2015

脑机接口中一种多类运动想象任务识别新方法

韩志军，杨帮华，何美燕，刘丽

《北京生物医学工程》

2015

Development of a BCI Simulated Application System Based on Unity3D

Banghua Yang, Tao Zhang, Kaiwen Duan

International Conference on Virtual Reality and Visualization

DOI

2015

Fast removal of ocular artifacts from electroencephalogram signals using spatial constraint independent component analysis based recursive least squares in brain-computer interface

Banghua Yang, Liangfei He, Lin Lin, Qian Wang

Frontiers of Information Technology & Electronic Engineering

DOI

2014

基于CVI与Matlab相结合的BCI在线应用系统

杨帮华，何美燕，韩志军，何亮飞

《测控技术》

2014

分形维数结合RLS-ICA的脑电信号消噪

杨帮华，韩志军，王倩，何亮飞

《浙江大学学报(工学版)》

2014

基于Java3D的虚拟飞机脑机交互应用系统设计

程智，杨帮华

《北京生物医学工程》

2014

Removal of ocular artifacts from EEG signals using ICA-RLS in BCI

Banghua Yang, Liangfei He

IEEE Workshop on Electronics, Computer and Applications (IWECA)

DOI

2014

A Preprocessing Method of EEG Based on EMD-ICA in BCI

Banghua Yang, Liangfei He, Qian Wang, Chunting Song, Yunyuan Zhang

Communications in computer and information science

DOI

2014

New KF-PP-SVM classification method for EEG in brain-computer interfaces

Banghua Yang, Zhijun Han, Peng Zan, Qian Wang

Bio-Medical Materials and Engineering

DOI

2013

脑机接口中基于BISVM的EEG分类

杨帮华，何美燕，刘丽，陆文宇

《浙江大学学报(工学版)》

2013

微机原理与接口技术实用教程

杨帮华

《清华大学出版社》

2012

基于LabWindows/CVI与Matlab混编的在线BCI系统

郑晓明，杨帮华，陆文宇，何美燕

《计算机应用与软件》

2012

脑机接口中基于WPD和CSP的特征提取

杨帮华，陆文宇，何美燕，刘丽

《仪器仪表学报》

DOI

2012

一种运动想象脑机接口训练系统的设计

杨帮华，陆文宇，郑晓明，刘丽

《北京生物医学工程》

2012

基于Java3D的脑机交互应用系统设计

刘丽，杨帮华，陆文宇，何美燕

《北京生物医学工程》

2012

Multi-class Feature Extraction Based on Common Spatial Patterns of Multi-band Cross Filter in BCIs

Banghua Yang, Meiyan He, Yanyan Liu, Zhijun Han

Communications in computer and information science

DOI

2011

基于虚拟现实技术的脑机交互反馈系统设计

杨帮华，刘丽，陆文宇，李海飞

《北京生物医学工程》

2011

Research on Prediction Model of Rectum's Perceptive Function Based on Wavelet Packet Analysis and Support Vector Machine

Banghua Yang

Measurement & Control Technology

2010

基于HHT和SVM的运动想象脑电识别

袁玲，杨帮华，马世伟

《仪器仪表学报》

2010

基于PCA及SVM的运动想象脑电信号识别研究

关俊强，杨帮华，马世伟，袁玲

《北京生物医学工程》

2010

Classifying EEG Using Incremental Support Vector Machine in BCIs

Xiaoming Zheng, Banghua Yang, Xiang Li, Peng Zan, Dong Zheng

Lecture notes in computer science

DOI

2010

Electromagnetic effects on the biological tissue surrounding a transcutaneous transformer for an artificial anal sphincter system

Peng Zan, Banghua Yang, Yong Shao, Guozheng Yan, Hua Liu

Journal of Zhejiang University SCIENCE B

DOI

2010

EEG Classification Based on Artificial Neural Network in Brain Computer Interface

Ting Wu, Banghua Yang, Hong Sun

Communications in computer and information science

DOI

2010

Wavelet Packet-Based Feature Extraction for Brain-Computer Interfaces

Banghua Yang, Li Liu, Peng Zan, Wenyu Lu

Lecture notes in computer science

DOI

2010

Research on the Biocompatibility of the Human Rectum and a Novel Artificial Anal Sphincter

Peng Zan, Jinyi Zhang, Yong Shao, Banghua Yang

Lecture notes in computer science

DOI

2009

用于BCI的脑电信号检测电路的设计

马世伟，关俊强，杨帮华，袁玲

《测控技术》

DOI

2009

Combination of wavelet packet transform and Hilbert-Huang transform for recognition of continuous EEG in BCIs

Ling Yuan, Banghua Yang, Shiwei Ma, Biao Cen

IEEE International Conference on Computer Science and Information Technology

DOI

2008

基于有监督学习的概率神经网络的脑电信号分类方法

吴婷，颜国正，杨帮华，孙虹

《上海交通大学学报》

2008

基于LabWindows/CVI的脑电信号采集系统

杨帮华，袁玲，马世伟，关俊强

《测控技术》

DOI

2008

基于自适应遗传算法的脑电信号特征选择

吴婷，颜国正，杨帮华，孙虹

《系统仿真学报》

2007

自发脑电脑机接口技术及脑电信号识别方法研究

杨帮华

《上海交通大学》

2007

基于小波包分解的脑电信号特征提取

吴婷，颜国正，杨帮华

《仪器仪表学报》

2007

Pattern Recognition for Brain-Computer Interfaces by Combining Support Vector Machine with Adaptive Genetic Algorithm

Banghua Yang, Shiwei Ma, Zhihua Li

Lecture notes in computer science

DOI

2007

Subject-based feature extraction using fuzzy wavelet packet in brain–computer interfaces

Banghua Yang, Guozheng Yan, Ting Wu, Rongguo Yan

Signal Processing

DOI

2006

脑机接口中一种改进的模式识别方法

杨帮华，颜国正，张永怀，付西光

《中国生物医学工程学报》

2006

药物依赖者渴求感的度量现状及其与脑电关系初步探讨

杨帮华，颜国正，徐定

《生物医学工程学杂志》

2006

基于离散小波变换提取脑机接口中脑电特征

杨帮华，颜国正，鄢波

《中国生物医学工程学报》

2005

脑-机接口研究进展

杨帮华，颜国正，严荣国

《中国医疗器械杂志》

2005

脑机接口中基于小波包最优基的特征抽取

杨帮华，颜国正，严荣国

《上海交通大学学报》

2005

基于遗传算法和概率神经网络提高脑机接口中脑电信号识别率

杨帮华，颜国正

《上海交通大学学报》

2005

脑机接口关键技术研究

杨帮华，颜国正，丁国清，于莲芝

《北京生物医学工程》

精选作品

期刊论文

结合双尺度动态卷积与时空注意力的运动想象分类

基于分层式残差聚合与双分支维度分裂注意力机制的情绪识别

Adaptive Frequency-Aware Transformer for motor imagery decoding

Effect of Tai Chi Yunshou motor imagery training on upper limb motor dysfunction with stroke patients

Electroacupuncture modulates cortical functional connectivity and network topology in healthy adults: an fNIRS study

Brain-Computer Interface Combined with Functional Electrical Stimulation for Post-Stroke Upper Limb Motor Recovery: A Systematic Review and Meta-Analysis

ResLAT: A Hybrid Neural Network for Continuous Hand Movement Decoding in Intracortical Brain-Computer Interfaces

FusionNet for Multimodal Depression Recognition: Integrating Electroencephalography and Traditional Chinese Medicine Features

Similarities and differences between chronic primary pain and depression in brain activities: Evidence from resting-state microstates and auditory Oddball task

脑机接口与神经康复

基于静息态与面孔情绪词任务的失语症患者抑郁状态脑电特征研究

基于CAM-Net模型的中文词语言语想象脑电解码研究

基于多尺度动态卷积与注意力机制的抑郁脑电信号分类方法

SSVEP-BCI Fatigue Evaluation Algorithm Based on Multi-Scale Feature Fusion and Attention Mechanism

A Compact Convolutional Neural Network with Pyramid Squeeze Attention for RSVP-EEG Classification

STA-Net: Spatial-temporal alignment network for hybrid EEG-fNIRS decoding

FBSA-CNN: A convolutional neural network framework for EEG-based detection of non-acute methamphetamine use disorders

Research on combining motor imagery and somatosensory attentional orientation to enhance BCI performance

A Review of EEG-Based Speech Imagery Encoding Paradigms and Decoding Algorithms

DSTA-Net: dynamic spatio-temporal feature augmentation network for motor imagery classification

[A study on electroencephalogram characteristics of depression in patients with aphasia based on resting state and emotional Stroop task].

[Study on speech imagery electroencephalography decoding of Chinese words based on the CAM-Net model].

Motor Imagery Classification Based on Temporal-Spatial Domain Adaptation for Stroke Patients

Exploring the Effects of 3D Gaze Stimulation and Color Performance in Augmented Reality‐Based Steady‐State Visual Evoked Potential

A multi-day and high-quality EEG dataset for motor imagery brain-computer interface

The potential associations between acupuncture sensation and brain functional network: a EEG study

Active Urination Detection Using EEG Based on FBCNet

Assessment of rTMS treatment effects for methamphetamine use disorder based on EEG microstates

基于增强现实和稳态视觉诱发电位的视觉目标检测系统

基于卷积神经网络提高脑卒中患者二分类运动想象任务识别准确率的可行性研究

基于头皮脑电信号的无创脑机接口在神经系统疾病中的临床应用上海专家共识

M-FANet: Multi-Feature Attention Convolutional Neural Network for Motor Imagery Decoding

Partial prior transfer learning based on self-attention CNN for EEG decoding in stroke patients

Assessment of rTMS treatment effects for methamphetamine addiction based on EEG functional connectivity

A multiscale convolutional neural network based on time-frequency features for decoding rat exercise fatigue LFP

Exploring the brain physiological activity and quantified assessment of VR cybersickness using EEG signals

[Visual object detection system based on augmented reality and steady-state visual evoked potential].

Motor imagery decoding using source optimized transfer learning based on multi-loss fusion CNN

Rehabilitation with brain-computer interface and upper limb motor function in ischemic stroke: A randomized controlled trial.

A Hybrid BCI System Integrating Motor Imagery and SSVEP for Wheelchair Control

An SSVEP-based BCI with 112 targets using frequency spatial multiplexing

Multilevel Assessment of Exercise Fatigue Utilizing Multiple Attention and Convolution Network (MACNet) Based on Surface Electromyography

Cross-dataset motor imagery decoding — A transfer learning assisted graph convolutional network approach

DAPT: Dynamic Attentional Prototype Transfer Learning for MI-EEG Decoding

The PDS6Net, a sequence model based on state-space theory, is utilized to classifying Chronic Primary Pain and depression

Effect of acupuncture treatment for upper limb on cortical activation and functional connectivity: A fNIRS study

EEG-Based Feature Classification Combining 3D-Convolutional Neural Networks with Generative Adversarial Networks for Motor Imagery

Motor Imagery Decoding from EEG under Visual Distraction via Feature Map Attention EEGNet

MSDAC: A multi-source domain adversarial framework for motion prediction in intracortical brain-computer interfaces

Multiband task related components enhance rapid cognition decoding for both small and similar objects

Decoding Multi-Class Motor Imagery From Unilateral Limbs Using EEG Signals

FACT-Net: A Frequency Adapter CNN With Temporal-Periodicity Inception for Fast and Accurate MI-EEG Decoding

运动想象脑机接口在神经系统疾病康复中的应用

非侵入式脑—机接口编解码技术研究进展

Aided diagnosis of cervical spondylotic myelopathy using deep learning methods based on electroencephalography.

EEG assessment of brain dysfunction for patients with chronic primary pain and depression under auditory oddball task

Recognizable Rehabilitation Movements of Multiple Unilateral Upper Limb: an fMRI Study of Motor Execution and Motor Imagery.

SE-CNN Attention Structure for Quantitative EEG-Based Assessment of VR Motion Sickness

Classification of Patients with Cervical Spondylotic Myelopathy using Machine Learning and Brain Network Analysis

Exploring quantitative assessment of cybersickness in virtual reality using EEG signals and a CNN-ECA-LSTM network

Exploring Quantitative Assessment of Cybersickness in Virtual Reality Using EEG Signals and a CNN-LSTM Network

Local and global convolutional transformer-based motor imagery EEG classification

A Wearable Brain-Computer Interface System for Fatigue Detection in Driving

3D SSVEP Visual stimulus in Augmented Reality for Robotic Arm Grasping

Comparison of brain functions between healthy participants and methamphetamine users with various addiction histories: Data analysis based on EEG and fNIRS

Temporal-frequency-phase feature classification using 3D-convolutional neural networks for motor imagery and movement

A survey on encoding and decoding technology of non-invasive brain-computer interface

BCI+VR rehabilitation design of closed-loop motor imagery based on the degree of drug addiction

Immersive AR Merged with MI-BCI Hand Function Rehabilitation Training System for Stroke Patients

CNN-based EEG Classification Method for Drug Use Detection

Motor imagery EEG decoding based on multi-loss fusion FBCNet

Brain Controlled Manipulator System Based on Improved Target Detection and Augmented Reality Technology

Brain control jigsaw puzzle system based on hybrid brain computer interface of motor imagery and steady-state visual evoked potential

A large EEG dataset for studying cross-session variability in motor imagery brain-computer interface

A Real-Time EMG-Based Fixed-Bandwidth Frequency-Domain Embedded System for Robotic Hand

The unilateral upper limb classification from fMRI-weighted EEG signals using convolutional neural network

Three-Class Motor Imagery Classification Based on SELU-EEGNet

Different types of drug abusers prefrontal cortex activation patterns and based on machine-learning classification