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个人简介

​高小榕教授1986年获浙江大学学士学位。1989年获北京协和医科大学医学硕士。1992年获清华大学博士学位,之后在清华大学任教,先后担任讲师、副教授、教授、长聘教授。2004年入选清华大学“学术新人奖”。2019年中国心律学杰出贡献奖。中国生物医学工程学会医学神经工程分会候任主委。 高小榕教授从事脑机接口研究20年, 提出并实现了基于稳态诱发电位的脑机接口技术,并引起国内外多方面的重视,该技术表现为传输率高和可识别目标多,成为脑机接口主要范式之一。已发表学术论文百余篇,Google 学术学术检索引用次数超万次,连续多年入选爱思唯尔中国高引学者榜。

研究领域

高小榕教授从事脑机接口研究20年, 提出并实现了基于稳态诱发电位的脑机接口技术,并引起国内外多方面的重视,该技术表现为传输率高和可识别目标多,成为脑机接口主要范式之一。

近期论文

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Interface, interaction, and intelligence in generalized brain-computer interfaces. Gao X, Wang Y, Chen X, Gao S. Trends Cogn Sci. 2021 Aug;25(8):671-684. doi: 10.1016/j.tics.2021.04.003. Epub 2021 Jun 8. PMID: 34116918 Review. Optimization of ear electrodes for SSVEP-based BCI. Zhao H, Zheng L, Yuan M, Wang Y, Gao X, Liu R, Pei W. J Neural Eng. 2023 Jul 20;20(4). doi: 10.1088/1741-2552/acdf85. PMID: 37336205 A high-performance SSVEP-based BCI using imperceptible flickers. Ming G, Pei W, Gao X, Wang Y. J Neural Eng. 2023 Feb 2;20(1). doi: 10.1088/1741-2552/acb50e. PMID: 36669202 Brain-computer interfaces based on visual evoked potentials. Wang Y, Gao X, Hong B, Jia C, Gao S. IEEE Eng Med Biol Mag. 2008 Sep-Oct;27(5):64-71. doi: 10.1109/MEMB.2008.923958. PMID: 18799392 Review. No abstract available. A novel system of SSVEP-based human-robot coordination. Han X, Lin K, Gao S, Gao X. J Neural Eng. 2019 Feb;16(1):016006. doi: 10.1088/1741-2552/aae1ba. Epub 2018 Sep 17. PMID: 30221626 Conformal in-ear bioelectronics for visual and auditory brain-computer interfaces. Wang Z, Shi N, Zhang Y, Zheng N, Li H, Jiao Y, Cheng J, Wang Y, Zhang X, Chen Y, Chen Y, Wang H, Xie T, Wang Y, Ma Y, Gao X, Feng X. Nat Commun. 2023 Jul 14;14(1):4213. doi: 10.1038/s41467-023-39814-6. PMID: 37452047 Free PMC article. A high-performance brain switch based on code-modulated visual evoked potentials. Zheng L, Pei W, Gao X, Zhang L, Wang Y. J Neural Eng. 2022 Jan 24;19(1). doi: 10.1088/1741-2552/ac494f. PMID: 34996051 A 120-target brain-computer interface based on code-modulated visual evoked potentials. Sun Q, Zheng L, Pei W, Gao X, Wang Y. J Neurosci Methods. 2022 Jun 1;375:109597. doi: 10.1016/j.jneumeth.2022.109597. Epub 2022 Apr 12. PMID: 35427686 A Benchmark Dataset for SSVEP-Based Brain-Computer Interfaces. Wang Y, Chen X, Gao X, Gao S. IEEE Trans Neural Syst Rehabil Eng. 2017 Oct;25(10):1746-1752. doi: 10.1109/TNSRE.2016.2627556. Epub 2016 Nov 10. PMID: 27849543 A Benchmark Dataset for RSVP-Based Brain-Computer Interfaces. Zhang S, Wang Y, Zhang L, Gao X. Front Neurosci. 2020 Oct 2;14:568000. doi: 10.3389/fnins.2020.568000. eCollection 2020. PMID: 33122990 Free PMC article. An Open Dataset for Wearable SSVEP-Based Brain-Computer Interfaces. Zhu F, Jiang L, Dong G, Gao X, Wang Y. Sensors (Basel). 2021 Feb 10;21(4):1256. doi: 10.3390/s21041256. PMID: 33578754 Free PMC article. Facilitating Applications of SSVEP-Based BCIs by Within-Subject Information Transfer. Liu X, Liu B, Dong G, Gao X, Wang Y. Front Neurosci. 2022 May 26;16:863359. doi: 10.3389/fnins.2022.863359. eCollection 2022. PMID: 35720721 Free PMC article. Spatio-temporal equalization multi-window algorithm for asynchronous SSVEP-based BCI. Yang C, Yan X, Wang Y, Chen Y, Zhang H, Gao X. J Neural Eng. 2021 Jul 26;18(4). doi: 10.1088/1741-2552/ac127f. PMID: 34237711 Brain-computer interface based on intermodulation frequency. Chen X, Chen Z, Gao S, Gao X. J Neural Eng. 2013 Dec;10(6):066009. doi: 10.1088/1741-2560/10/6/066009. Epub 2013 Oct 18. PMID: 24140740 eldBETA: A Large Eldercare-oriented Benchmark Database of SSVEP-BCI for the Aging Population. Liu B, Wang Y, Gao X, Chen X. Sci Data. 2022 May 31;9(1):252. doi: 10.1038/s41597-022-01372-9. PMID: 35641547 Free PMC article. High-speed spelling with a noninvasive brain-computer interface. Chen X, Wang Y, Nakanishi M, Gao X, Jung TP, Gao S. Proc Natl Acad Sci U S A. 2015 Nov 3;112(44):E6058-67. doi: 10.1073/pnas.1508080112. Epub 2015 Oct 19. PMID: 26483479 Free PMC article. Visual field inhomogeneous in brain-computer interfaces based on rapid serial visual presentation. Zhang S, Chen X, Wang Y, Liu B, Gao X. J Neural Eng. 2022 Feb 2;19(1). doi: 10.1088/1741-2552/ac4a3e. PMID: 35016160 An autonomous hybrid brain-computer interface system combined with eye-tracking in virtual environment. Tan Y, Lin Y, Zang B, Gao X, Yong Y, Yang J, Li S. J Neurosci Methods. 2022 Feb 15;368:109442. doi: 10.1016/j.jneumeth.2021.109442. Epub 2021 Dec 14. PMID: 34915046 MRASleepNet: a multi-resolution attention network for sleep stage classification using single-channel EEG. Yu R, Zhou Z, Wu S, Gao X, Bin G. J Neural Eng. 2022 Dec 5;19(6). doi: 10.1088/1741-2552/aca2de. PMID: 36379059 A practical VEP-based brain-computer interface. Wang Y, Wang R, Gao X, Hong B, Gao S. IEEE Trans Neural Syst Rehabil Eng. 2006 Jun;14(2):234-9. doi: 10.1109/TNSRE.2006.875576. PMID: 16792302 Clinical Trial. BETA: A Large Benchmark Database Toward SSVEP-BCI Application. Liu B, Huang X, Wang Y, Chen X, Gao X. Front Neurosci. 2020 Jun 23;14:627. doi: 10.3389/fnins.2020.00627. eCollection 2020. PMID: 32655358 Free PMC article. N200-speller using motion-onset visual response. Hong B, Guo F, Liu T, Gao X, Gao S. Clin Neurophysiol. 2009 Sep;120(9):1658-66. doi: 10.1016/j.clinph.2009.06.026. Epub 2009 Jul 28. PMID: 19640783 Humanoid Robot Walking in Maze Controlled by SSVEP-BCI Based on Augmented Reality Stimulus. Zhang S, Gao X, Chen X. Front Hum Neurosci. 2022 Jul 14;16:908050. doi: 10.3389/fnhum.2022.908050. eCollection 2022. PMID: 35911600 Free PMC article. A Hybrid Brain-Computer Interface Based on Visual Evoked Potential and Pupillary Response. Jiang L, Li X, Pei W, Gao X, Wang Y. Front Hum Neurosci. 2022 Feb 3;16:834959. doi: 10.3389/fnhum.2022.834959. eCollection 2022. PMID: 35185500 Free PMC article. Implementing a calibration-free SSVEP-based BCI system with 160 targets. Chen Y, Yang C, Ye X, Chen X, Wang Y, Gao X. J Neural Eng. 2021 Jul 2;18(4). doi: 10.1088/1741-2552/ac0bfa. PMID: 34134091 tACS facilitates flickering driving by boosting steady-state visual evoked potentials. Liu B, Yan X, Chen X, Wang Y, Gao X. J Neural Eng. 2021 Dec 28;18(6). doi: 10.1088/1741-2552/ac3ef3. PMID: 34962233 A new grid stimulus with subtle flicker perception for user-friendly SSVEP-based BCIs. Ming G, Zhong H, Pei W, Gao X, Wang Y. J Neural Eng. 2023 Mar 13;20(2). doi: 10.1088/1741-2552/acbee0. PMID: 36827704 Event-related spectral perturbation induced by action-related sound. Li S, Hong B, Gao X, Wang Y, Gao S. Neurosci Lett. 2011 Mar 24;491(3):165-7. doi: 10.1016/j.neulet.2011.01.016. Epub 2011 Jan 12. PMID: 21236317 Dataset Evaluation Method and Application for Performance Testing of SSVEP-BCI Decoding Algorithm. Liang L, Zhang Q, Zhou J, Li W, Gao X. Sensors (Basel). 2023 Jul 11;23(14):6310. doi: 10.3390/s23146310. PMID: 37514603 Free PMC article. Lead selection for SSVEP-based brain-computer interface. Wang Y, Zhang Z, Gao X, Gao S. Conf Proc IEEE Eng Med Biol Soc. 2004;2004:4507-10. doi: 10.1109/IEMBS.2004.1404252. PMID: 17271308 Assembling global and local spatial-temporal filters to extract discriminant information of EEG in RSVP task. Li B, Zhang S, Hu Y, Lin Y, Gao X. J Neural Eng. 2023 Feb 22;20(1). doi: 10.1088/1741-2552/acb96f. PMID: 36745927 EEG measurement for the effect of perceptual eye position and eye position training on comitant strabismus. Chen Y, You W, Hu Y, Chu H, Chen X, Shi W, Gao X. Cereb Cortex. 2023 Jul 29:bhad275. doi: 10.1093/cercor/bhad275. Online ahead of print. PMID: 37522301 Optimizing a dual-frequency and phase modulation method for SSVEP-based BCIs. Liang L, Lin J, Yang C, Wang Y, Chen X, Gao S, Gao X. J Neural Eng. 2020 Aug 12;17(4):046026. doi: 10.1088/1741-2552/abaa9b. PMID: 32726763 A study on dynamic model of steady-state visual evoked potentials. Zhang S, Han X, Chen X, Wang Y, Gao S, Gao X. J Neural Eng. 2018 Aug;15(4):046010. doi: 10.1088/1741-2552/aabb82. Epub 2018 Apr 4. PMID: 29616978 A novel training-free recognition method for SSVEP-based BCIs using dynamic window strategy. Chen Y, Yang C, Chen X, Wang Y, Gao X. J Neural Eng. 2021 Mar 8;18(3). doi: 10.1088/1741-2552/ab914e. PMID: 32380480 A novel stimulation method for multi-class SSVEP-BCI using intermodulation frequencies. Chen X, Wang Y, Zhang S, Gao S, Hu Y, Gao X. J Neural Eng. 2017 Apr;14(2):026013. doi: 10.1088/1741-2552/aa5989. Epub 2017 Jan 16. PMID: 28091397 A high-speed BCI based on code modulation VEP. Bin G, Gao X, Wang Y, Li Y, Hong B, Gao S. J Neural Eng. 2011 Apr;8(2):025015. doi: 10.1088/1741-2560/8/2/025015. Epub 2011 Mar 24. PMID: 21436527 Optimizing spatial properties of a new checkerboard-like visual stimulus for user-friendly SSVEP-based BCIs. Ming G, Pei W, Chen H, Gao X, Wang Y. J Neural Eng. 2021 Oct 5;18(5). doi: 10.1088/1741-2552/ac284a. PMID: 34544060 Neurofeedback Training of the Control Network in Children Improves Brain Computer Interface Performance. Sun J, He J, Gao X. Neuroscience. 2021 Dec 1;478:24-38. doi: 10.1016/j.neuroscience.2021.08.010. Epub 2021 Aug 21. PMID: 34425160 An online hybrid BCI system based on SSVEP and EMG. Lin K, Cinetto A, Wang Y, Chen X, Gao S, Gao X. J Neural Eng. 2016 Apr;13(2):026020. doi: 10.1088/1741-2560/13/2/026020. Epub 2016 Feb 23. PMID: 26902294 Control of a 7-DOF Robotic Arm System With an SSVEP-Based BCI. Chen X, Zhao B, Wang Y, Xu S, Gao X. Int J Neural Syst. 2018 Oct;28(8):1850018. doi: 10.1142/S0129065718500181. Epub 2018 Apr 12. PMID: 29768990 Modulation of brain states on fractal and oscillatory power of EEG in brain-computer interfaces. Zhang S, Yan X, Wang Y, Liu B, Gao X. J Neural Eng. 2021 Oct 5;18(5). doi: 10.1088/1741-2552/ac2628. PMID: 34517346 Enhancing performances of SSVEP-based brain-computer interfaces via exploiting inter-subject information. Yuan P, Chen X, Wang Y, Gao X, Gao S. J Neural Eng. 2015 Aug;12(4):046006. doi: 10.1088/1741-2560/12/4/046006. Epub 2015 Jun 1. PMID: 26028259 Functional connectivity analysis of steady-state visual evoked potentials. Yan Z, Gao X. Neurosci Lett. 2011 Jul 25;499(3):199-203. doi: 10.1016/j.neulet.2011.05.061. Epub 2011 Jun 2. PMID: 21664430 The effect of visual stimuli noise and fatigue on steady-state visual evoked potentials. Zhang S, Gao X. J Neural Eng. 2019 Sep 11;16(5):056023. doi: 10.1088/1741-2552/ab1f4e. PMID: 31051481 Frequency and phase mixed coding in SSVEP-based brain--computer interface. Jia C, Gao X, Hong B, Gao S. IEEE Trans Biomed Eng. 2011 Jan;58(1):200-6. doi: 10.1109/TBME.2010.2068571. Epub 2010 Aug 19. PMID: 20729160 Bayesian estimation of ERP components from multicondition and multichannel EEG. Wu W, Wu C, Gao S, Liu B, Li Y, Gao X. Neuroimage. 2014 Mar;88:319-39. doi: 10.1016/j.neuroimage.2013.11.028. Epub 2013 Dec 12. PMID: 24333395 Investigation of the interaction between emotion and working memory load using spatiotemporal pattern similarity analysis. Zhang Y, Liu B, Gao X. J Neural Eng. 2021 Nov 15;18(6). doi: 10.1088/1741-2552/ac3347. PMID: 34700299 A Cross-Session Dataset for Collaborative Brain-Computer Interfaces Based on Rapid Serial Visual Presentation. Zheng L, Sun S, Zhao H, Pei W, Chen H, Gao X, Zhang L, Wang Y. Front Neurosci. 2020 Oct 22;14:579469. doi: 10.3389/fnins.2020.579469. eCollection 2020. PMID: 33192265 Free PMC article. [The progress in epileptic seizure prediction]. Jia W, Gao S, Gao X, Yang F. Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2004 Apr;21(2):325-8. PMID: 15143569 Review. Chinese. A Dynamic Window Recognition Algorithm for SSVEP-Based Brain-Computer Interfaces Using a Spatio-Temporal Equalizer. Yang C, Han X, Wang Y, Saab R, Gao S, Gao X. Int J Neural Syst. 2018 Dec;28(10):1850028. doi: 10.1142/S0129065718500284. Epub 2018 Jun 18. PMID: 30105920 Long-lasting repetitive transcranial magnetic stimulation modulates electroencephalography oscillation in patients with disorders of consciousness. Xia X, Liu Y, Bai Y, Liu Z, Yang Y, Guo Y, Xu R, Gao X, Li X, He J. Neuroreport. 2017 Oct 18;28(15):1022-1029. doi: 10.1097/WNR.0000000000000886. PMID: 28902713 Time course of influence on the allocation of attentional resources caused by unconscious fearful faces. Jiang Y, Wu X, Saab R, Xiao Y, Gao X. Neuropsychologia. 2018 May;113:104-110. doi: 10.1016/j.neuropsychologia.2018.04.001. Epub 2018 Apr 5. PMID: 29626497 Filter bank canonical correlation analysis for implementing a high-speed SSVEP-based brain-computer interface. Chen X, Wang Y, Gao S, Jung TP, Gao X. J Neural Eng. 2015 Aug;12(4):046008. doi: 10.1088/1741-2560/12/4/046008. Epub 2015 Jun 2. PMID: 26035476 EEG gamma-band activity during audiovisual speech comprehension in different noise environments. Lin Y, Liu B, Liu Z, Gao X. Cogn Neurodyn. 2015 Aug;9(4):389-98. doi: 10.1007/s11571-015-9333-5. Epub 2015 Feb 22. PMID: 26157512 Free PMC article. Classification of single-trial electroencephalogram during finger movement. Li Y, Gao X, Liu H, Gao S. IEEE Trans Biomed Eng. 2004 Jun;51(6):1019-25. doi: 10.1109/TBME.2004.826688. PMID: 15188873 Clinical Trial. Event-related desynchronization (ERD) in the alpha band during a hand mental rotation task. Chen X, Bin G, Daly I, Gao X. Neurosci Lett. 2013 Apr 29;541:238-42. doi: 10.1016/j.neulet.2013.02.036. Epub 2013 Feb 28. PMID: 23458675 Post-stimulus endogenous and exogenous oscillations are differentially modulated by task difficulty. Li Y, Lou B, Gao X, Sajda P. Front Hum Neurosci. 2013 Jan 31;7:9. doi: 10.3389/fnhum.2013.00009. eCollection 2013. PMID: 23386819 Free PMC article. Exploring steady-state visual evoked potentials as an index for intermodal and crossmodal spatial attention. Zhang D, Hong B, Gao X, Gao S, R?der B. Psychophysiology. 2011 May;48(5):665-75. doi: 10.1111/j.1469-8986.2010.01132.x. Epub 2010 Sep 27. PMID: 20874752 Chirp-modulated visual evoked potential as a generalization of steady state visual evoked potential. Tu T, Xin Y, Gao X, Gao S. J Neural Eng. 2012 Feb;9(1):016008. doi: 10.1088/1741-2560/9/1/016008. Epub 2011 Dec 20. PMID: 22183443 Localization of FFA using SSVEP-based binocular rivalry. Wang R, Gao S, Zhang Y, Wu W, Liu H, Gao X. Conf Proc IEEE Eng Med Biol Soc. 2006;2006:1150-3. doi: 10.1109/IEMBS.2006.260665. PMID: 17946025 Validation of a brain-computer interface version of the digit symbol substitution test in healthy subjects. Chen X, Hu N, Wang Y, Gao X. Comput Biol Med. 2020 May;120:103729. doi: 10.1016/j.compbiomed.2020.103729. Epub 2020 Mar 25. PMID: 32250858 Cerebral plasticity after subcortical stroke as revealed by cortico-muscular coherence. Meng F, Tong KY, Chan ST, Wong WW, Lui KH, Tang KW, Gao X, Gao S. IEEE Trans Neural Syst Rehabil Eng. 2009 Jun;17(3):234-43. doi: 10.1109/TNSRE.2008.2006209. Epub 2008 Sep 19. PMID: 19273041 Free article. Extraction of mismatch negativity using a resampling-based spatial filtering method. Lin Y, Wu W, Wu C, Liu B, Gao X. J Neural Eng. 2013 Apr;10(2):026015. doi: 10.1088/1741-2560/10/2/026015. Epub 2013 Feb 28. PMID: 23448978 A brain-computer interface using motion-onset visual evoked potential. Guo F, Hong B, Gao X, Gao S. J Neural Eng. 2008 Dec;5(4):477-85. doi: 10.1088/1741-2560/5/4/011. Epub 2008 Nov 18. PMID: 19015582 A coded VEP method to measure interhemispheric transfer time (IHTT). Li Y, Bin G, Hong B, Gao X. Neurosci Lett. 2010 Mar 19;472(2):123-7. doi: 10.1016/j.neulet.2010.01.069. Epub 2010 Feb 4. PMID: 20138118 A deep learning method for single-trial EEG classification in RSVP task based on spatiotemporal features of ERPs. Zang B, Lin Y, Liu Z, Gao X. J Neural Eng. 2021 Aug 13;18(4). doi: 10.1088/1741-2552/ac1610. PMID: 34284365 The SSVEP topographic scalp maps by canonical correlation analysis. Bin G, Lin Z, Gao X, Hong B, Gao S. Annu Int Conf IEEE Eng Med Biol Soc. 2008;2008:3759-62. doi: 10.1109/IEMBS.2008.4650026. PMID: 19163529 Bipolar electrode selection for a motor imagery based brain-computer interface. Lou B, Hong B, Gao X, Gao S. J Neural Eng. 2008 Sep;5(3):342-9. doi: 10.1088/1741-2560/5/3/007. Epub 2008 Aug 28. PMID: 18756030 An independent brain-computer interface using covert non-spatial visual selective attention. Zhang D, Maye A, Gao X, Hong B, Engel AK, Gao S. J Neural Eng. 2010 Feb;7(1):16010. doi: 10.1088/1741-2560/7/1/016010. Epub 2010 Jan 19. PMID: 20083864

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