• 研究基础

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    混合脑机接口系统设计

    针对脑机接口的实用化问题设计系统,提高系统的准确率、传输率、自主性、友好性、个性化需求、操作灵活性和人机适应性。

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    基于机器学习和深度学习脑电信号处理算法设计

    针对RSVP、SSVEP、P300等范式下的脑电信号,开展波形提取和目标分类的方法研究。主要解决脑电分类性能有待提高、训练数据较少、特征判别性不强、个体差异较大等问题。

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    脑电认知研究

    基于脑电、眼动等生理信号研究大脑的认知能力。

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    面向临床脑疾病的脑电算法设计

    提取脑电时空频域特征,检测异常脑活动、脑结构的变化,寻找生物标记物,辅助临床神经疾病诊断。

  • 教育背景及工作经历

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    2001/09-2005/07

    西北工业大学,自动化学院,学士

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    2005/09-2008/07

    西安交通大学,生命科学与技术学院生物医学工程研究所,硕士

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    2008/09-2013/07

    清华大学,医学院生物医学工程系,博士

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    2013/09-2016/05

    北京理工大学,信息与电子学院信号与图像处理研究所,师资博士后

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    2016/05-2022/07

    北京理工大学,信息与电子学院信号与图像处理研究所,实验师

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    2022/07至今

    北京理工大学,集成电路与电子学院信号与图像处理研究所,副教授

  • 主持或参加科研项目(课题)情况

     

    1. 主持完成了国家自然科学基金青年科学基金项目,61601028,面向语音认知的脑电N400成分时-频-空域联合特征提取研究。

    2. 主持完成了基于VR视觉的四种模态信息融合技术研究,中国运载火箭研究院技术合作项目。

    3. 主持完成了基于脑电RSVP的目标检测算法研究,清华大学技术合作项目。

  • 研究成果

    [1] Luo X, Lin Y*, Guo R, Gao X, Zhang S. ERP and pupillometry synchronization analysis on Rapid Serial Visual Presentation of words, numbers, pictures[J]. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2023, 31:1933-1942.(中科院二区,JCR一区,影响因子4.528)

    [2] Zhao ZW, Lin YF*, Wang YJ, Gao XR. Single-trial EEG classification using spatio-temporal weighting and correlation analysis for RSVP-Based collaborative brain computer interface. IEEE Transactions on Biomedical Engineering. Doi: 10.1109/TBME.2023.3309255 (已接收,中科院二区,JCR二区,影响因子4.600)

    [3] Guo R, Lin Y*, Luo X, Gao X, Zhang S. A robotic arm control system with simultaneous and sequential modes combining eye-tracking with steady-state visual evoked potential in virtual reality environment[J]. Frontiers in Neurorobotics, 2023, 17. (中科院三区,JCR二区,影响因子3.493)

    [4] Luo X, Lin Y*, Guo R, Gao X, Zhang S. Pupillometry analysis on rapid serial visual presentation at five presentation rates [J]. Tsinghua Science and Technology, 2023. DOI: 10.26599/TST.2023.9010029.(中科院二区,JCR二区,影响因子3.515)

    [5] Lin Y F*, Lu Z Q, Zhao Z W, et al. Event-related potentials analysis on perception of moving object at different speeds[J]. Tsinghua Science and Technology, 2023, 28(2): 283-291. (中科院二区,JCR二区,影响因子3.515)

    [6] Tan Ying, Lin Yanfei*, Zang Boyu, Gao Xiaorong, Yong Yingqiong, Yang Jia, Li Shengjia. An autonomous hybrid brain-computer interface system combined with eye-tracking in virtual environme nt, Journal of Neuroscience Methods, 2022, 368: 109442 (中科院三区,JCR三区,影响因子3.183)

    [7] Zang Boyu, Lin Yanfei*, Liu Zhiwen, Gao Xiaorong. A deep learning method for single-t rial EEG classification in RSVP task based on spatiotemporal features of ERPs, Journal of Neural Engineering, 2021, 18(4): 0460c8. (中科院二区,JCR二区,影响因子5.484)

    [8] Li Bowen, Lin Yanfei*, Gao Xiaorong, Liu Zhiwen. Enhancing the EEG classification in RSVP task by combining interval model of ERPs with spatial and temporal regions of interest, Jour nal of Neural Engineering, 2021, 18(1): 016008. (中科院二区,JCR二区,影响因子5.484)

    [9] Li Bowen, Liu Zhiwen, Gao Xiaorong, Lin Yanfei*. N400 extraction from a few trials of EEG data using spatial and temporal-frequency pattern analysis, Journal of Neural Engineering, 2019, 16(6): 066035. (中科院二区,JCR二区,影响因子5.484)

    [10] Lin Yanfei*, Liu Zhiwen, Gao Xiaorong. Sensitivity of N400 Effect During Speech Comprehension Under the Uni- and Bi-Modality Conditions, Tsinghua Science and Technology, 2022, 27(1): 141 -149.(中科院二区,JCR二区,影响因子3.515)

    [11] Lin Y, Liu B, Liu Z, Gao X. EEG gamma-band activity during audiovisual speech comprehension in different noise environments[J]. Cognitive Neurodynamics, 9(4): 389-398, 2015. (中科院二区,JCR三区,影响因子5.082)

    [12] Lin Y F, Wu W, Wu C H, Liu B L, Gao X R. Extraction of mismatch negativity using a resampling-based spatial filtering method. Journal of Neural Engineering, 2013, 10:026015. (中科院二区,JCR二区,影响因子5.484)

    [13] Bowen Li, Zhiwen Liu, Xiaorong Gao, Yanfei Lin*. Spatio-temporal Pattern Analysis for EEG Classification in Rapid Serial Visual Presentation Task. 2019 International Conference on Advanced Bioinformatics and Biomedical Engineering, CBEES.

    [14] Bowen Li, Zhiwen Liu, Yanfei Lin*. N400 Extraction from Fewer-Trial EEG Data Using a Supervised Signal-to-Noise Ratio Maximizer Method. 2018 11th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI). IEEE, 2018.

    [15] 林艳飞, 臧博宇, 郭嵘骁, 高小榕. 基于相频特性的稳态视觉诱发电位深度学习分类模型[J]. 电子与信息学报, 2022, 44(02): 446-454.

    [16] 李博闻, 刘志文, 高小榕, 林艳飞*. 快速序列视觉呈现任务下的脑电分类算法[J]. 北京理工大学学报. 2019, (S1):186~190.

    [17] 刘鑫, 钟曼莉, 林艳飞*, 刘志文. 基于生理信号的实时情感识别系统设计与实现[J]. 北京理工大学学报. 2019, (S1):176~180.

    [18] 林艳飞*, 龙媛, 张航, 张政波. 基于XGBoost 的多种生理信号评估心理压力等级方法[J]. 北京理工大学学报, 2022,42(08): 871-880.

    [19] Long Y, Lin Y*, Zhang Z, Jiang R, Wang Z. Objective assessment of depression using multiple physiological signals[C]. 2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), 2021: 1-6.

    [20]Tan Ying, Zang Boyu, Lin Yanfei*, Gao Xiaorong. A convolution network of multi-windows spatial-temporal feature analysis For single-trial EEG classification in RSVP Task, 2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), 2021, pp. 1-6.

    [21] Wang Xuepu, Lin Yanfei*, Tan Ying, Guo Rongxiao, Gao Xiaorong. A multi-scale EEGNet for cross-subject RSVP-based BCI system. 2022 15th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), 2022, pp. 1-6.

    [22] Lin Y F, Liu Z W, Gao X R. Alpha-band oscillation during speech recognition under different sensory conditions. 2015 8th International Conference on Biomedical Engineering and Informatics (BMEI). Shenyang, P.R. China, 2015.10.14-10.16.

    [23] Lin Y F, Gong Q, Xi X, Hong M D, Chen A T. Chinese disyllables tone perceptual characteristics and the effect of stimulation rate on tone recognition in cochlear implants. The 4th International Conference on BioMedical Engineering and Informatics, Shanghai, P.R. China, 2011.10.15-10.17.

    [24] 林艳飞,郗昕.刺激速率对电子耳蜗频率分辨的影响.清华大学学报 (自然科学版), 2013, 53(5):716-720. (EI收录, 检索号: 20134416914744.) , 2021, pp. 1-6.

    [25] 林艳飞, 谭鹰, 臧博宇, 刘志文, 雍颖琼, 程奇峰, 阳佳, 张宏江. 一种基于VR的多场景自主式控制的混合脑机接口在线系统, 2021-3-31, 中国, CN202110351375.2 (授权)

    [26] 林艳飞, 臧博宇, 张航, 刘志文. 一种基于肌电信号的实时手势识别系统, 2018-6-30, 中国, CN 10 9062401 B (授权)

    [27] 林艳飞,郭嵘骁,谭鹰,罗熙. 一种无校准的脑眼异步虚拟机械臂控制系统[P].(受理)

    [28] 林艳飞,郭嵘骁,谭鹰,罗熙. 一种非固定刺激时长的脑眼同步机械臂控制系统[P].(受理)

    [29] 林艳飞, 臧博宇, 谭鹰, 刘志文, 雍颖琼, 程奇峰, 阳佳, 张宏江. 一种基于肌电信号和Leap Motion的实时手势识别系统, 2021-7-16, 中国, CN202110804247.9 (受理)

    [30] 林艳飞, 臧博宇, 张航, 刘志文. 一种多生理信号同步采集、数据共享与在线实时处理系统, 2019-5 -30, 中国, CN201910465141.3 (受理)