梁伟

  
    编辑:机电工程学院    发布时间:2026-04-03 18:14:15  阅读量:    


姓名 

梁伟

    

副教授


  


学历/学位 

博士研究生

    

专任教师

办公地址 

学科综合楼1003

讲授课程 

《开源硬件与编程》

研究方向 

脑机接口,康复应用,人机交互,机器学习

学习与工作经历:

 2016-2020   华东理工大学 电气工程及其自动化专业 学士学位

 2020-2025   华东理工大学  控制科学与工程专业 博士学位 研究方向:脑机接口


科研及教研项目:

 主持横向项目《脑电数据采集与分析软件系统技术开发》,2025;

 主要参与国家自然科学基金面上项目《基于运动感知的多类运动想象范式设计与应用研究》,2022-2025


公开发表的论文:

[1] W Liang, BZ Allison, R Xu, X He, X Wang, A Cichocki, J Jin. SecNet: A second order neural network for MI-EEG[J]. Information Processing & Management, 2025, 62(3): 104012. (SCI,中科院一区TOP期刊,IF 6.9)

[2] W Liang, J Jin, I Daly, H Sun, X Wang, A Cichocki. Novel channel selection model based on graph convolutional network for motor imagery[J]. Cognitive Neurodynamics, 2023, 17(5): 1283-1296. (SCI,第一作者,中科院二区期刊,IF 3.9)

[3] W Liang, J Jin, R Xu, X Wang, A Cichocki. Variance characteristic preserving common spatial pattern for motor imagery BCI[J]. Frontiers in Human Neuroscience, 2023, 17: 1243750.  (SCI,中科院三区期刊,IF 2.7)

[4] W Liang, R Xu, X Wang, A Cichocki, J Jin. Enhancing robustness of spatial filters in motor imagery based brain-computer interface via temporal learning[J]. Journal of Neuroscience Methods, 2025, 418: 110441. (SCI,中科院四区期刊,IF 2.3)

[5] J Jin, W Liang, R Xu, W Chen, R Xu, X Wang, A Cichocki. A transformer-based network with second-order pooling for motor imagery EEG classification [J]. Journal of Neural Engineering, 2025, 22 (4):046011 (SCI,中科院三区期刊,IF 3.8)

[6] J Jin, W Chen, R Xu, W Liang, X Wu, X He, X Wang, A Cichocki. Multiscale spatial-temporal feature fusion neural network for motor imagery brain-computer interfaces[J]. IEEE Journal of Biomedical and Health Informatics, 2024, 29(1):198-209 (SCI,中科院二区TOP期刊,IF 6.8)

[7] X He, BZ Allison, K Qin, W Liang, X Wang, A Cichocki, J Jin. Leveraging Transfer Superposition Theory for StableState Visual Evoked Potential Cross-Subject Frequency Recognition[J]. IEEE Transactions on Biomedical Engineering, 2024, 71 (11):3071-3084 (SCI,中科院二区期刊,IF 4.5)

[8] X He, BZ Allison, W Liang, W Chen, X Wang, A Cichocki, J Jin. Leveraging Peripheral Visual Stimuli for Enhanced SSVEP-Based BCIs in Fast Calibration Scenario[J]. IEEE Sensors Journal, 2025. (SCI,中科院三区期刊,IF 4.5)

[9] R Xu, BZ Allison, X Zhao, W Liang, X Wang, A Cichocki, J Jin. Multi-Scale Pyramid Squeeze Attention Similarity Optimization Classification Neural Network for ERP Detection[J]. Neural Networks, 2025, 184: 107124. (SCI,中科院二区TOP期刊,IF 6.3)

[10] W Wu, I Daly, W Chen, L Liu, W Liang, Y Chen, X Wang, A Cichocki, J Jin. HCFNet: A Heterogeneous Frequency Bands Coupling CNN for Enhanced Short-Time [J]. Journal of Neuroscience Methods, 2026 (SCI,中科院四区期刊,IF 2.3)


个人荣誉

2019年中国大学生计算机设计大赛 (基于遗传算法的自动排课系统) 三等奖 [国家级竞赛]

2023世界机器人大赛“腾讯云杯”技术赛(算法竞赛) 特等奖 [国家级竞赛]2024世界机器人大赛“腾讯云杯”技术赛(算法竞赛) 一等奖 [国家级竞赛]