职称:副研究员,博士生导师
电子邮箱:xiaoyang_kang@fudan.edu.cn
办公地点:上海市杨浦区国权北路1566弄湾谷科技园二期D2栋
电话:021-65641242
个人网页/课题组主页:https://www.researchgate.net/profile/Xiao_Yang_Kang
研究方向
招生专业
授课情况
科研项目
代表性论文和著作
教育工作经历
学术兼职
获奖情况
生物医学微机电器件与系统、神经电子、神经假体
侵入式/非侵入式神经接口器件、脑机接口器件
神经工程与神经康复、脑机交互与脑机解码、意念控制
计算机应用技术
电子信息
机械
研究生课程:《神经网络与人工智能》、《智能生物医疗电子器件》、《脑机接口》
国家自然科学基金青年科学基金项目,神经接口器件微纳制造中的软性可拉伸行为及控制技术研究,2020.01-2022.12。
上海市青年科技英才扬帆计划项目,面向瘫痪康复的柔软性可植入神经接口器件关键技术研究,2019.05-2022.04。
上海市“科技创新行动计划”生物医药领域科技支撑项目,基于FPC与MEMS工艺的光遗传学可植入新型光神经接口器件研究,2019.04-2022.03。
Schiavone, G.; Kang, X.; Fallegger, F.; Gandar, J.; Courtine, G.; Lacour, S.P. Guidelines to Study and Develop Soft Electrode Systems for Neural Stimulation. Neuron 2020, 108, 238-258.
Zhang, Y.; Le, S.; Li, H.; Ji, B.; Wang, M.H.; Tao, J.; Liang, J.Q.; Zhang, X.Y.; Kang, X.Y. MRI magnetic compatible electrical neural interface: From materials to application. Biosens Bioelectron 2021, 194, 113592.
Fang, T.; Wang, J.; Mu, W.; Song, Z.; Zhang, X.; Zhan, G.; Wang, P.; Bin, J.; Niu, L.; Zhang, L.; et al. Noninvasive neuroimaging and spatial filter transform enable ultra low delay motor imagery EEG decoding. J Neural Eng 2022, 19, 066034.
Fang, T.; Song, Z.; Zhan, G.; Zhang, X.; Mu, W.; Wang, P.; Zhang, L.; Kang, X. Decoding motor imagery tasks using ESI and hybrid feature CNN. J Neural Eng 2022, 19, 016022.
Zhang, X.; Wang, M.; Wang, H.; Wang, F.; Chen, L.; Mu, W.; Wang, J.; Kang, X. Design and Performance Analysis of a Bioelectronic Controlled Hybrid Serial-Parallel Wrist Exoskeleton. IEEE Trans Neural Syst Rehabil Eng 2023, 31, 2665-2675.
Niu, L.; Bin, J.X.; Wang, J.K.S.; Zhan, G.G.; Zhang, L.H.; Gan, Z.X.; Kang, X.Y. A dynamically optimized time-window length for SSVEP based hybrid BCI-VR system. Biomedical Signal Processing and Control 2023, 84, 104826.
Wang, A.; Fan, Z.; Zhang, Y.; Wang, J.; Zhang, X.; Wang, P.; Mu, W.; Zhan, G.; Wang, M.; Zhang, L.; et al. Resting-state SEEG-based brain network analysis for the detection of epileptic area. J Neurosci Methods 2023, 390, 109839.
Niu, L.; Bin, J.; Wang, J.K.S.; Zhan, G.; Jia, J.; Zhang, L.; Gan, Z.; Kang, X. Effect of 3D paradigm synchronous motion for SSVEP-based hybrid BCI-VR system. Med Biol Eng Comput 2023.
Zhang, Y.; Zhang, J.; Le, S.; Niu, L.; Tao, J.; Liang, J.; Zhang, L.; Kang, X. Parylene C as an Insulating Polymer for Implantable Neural Interfaces: Acute Electrochemical Impedance Behaviors in Saline and Pig Brain In Vitro. Polymers (Basel) 2022, 14, 3033.
Wang, M.; Zhang, Y.; Bin, J.; Niu, L.; Zhang, J.; Liu, L.; Wang, A.; Tao, J.; Liang, J.; Zhang, L.; et al. Cold Laser Micro-Machining of PDMS as an Encapsulation Layer for Soft Implantable Neural Interface. Micromachines (Basel) 2022, 13, 1484.
Song, Z.; Zhan, G.; Lin, Y.; Fang, T.; Niu, L.; Zhang, X.; Wang, H.; Zhang, L.; Jia, J.; Kang, X. Electroacupuncture Alters BCI-Based Brain Network in Stroke Patients. Comput Intell Neurosci 2022, 2022, 8112375.
Wang, F.H.; Wang, H.B.; Luo, J.J.; Kang, X.Y.; Yu, H.Y.; Lu, H.; Dong, Y.; Jia, X.X. FIORA: A Flexible Tendon-Driven Continuum Manipulator for Laparoscopic Surgery. Ieee Robotics and Automation Letters 2022, 7, 1166-1173.
Zhan, G.; Chen, S.; Ji, Y.; Xu, Y.; Song, Z.; Wang, J.; Niu, L.; Bin, J.; Kang, X.; Jia, J. EEG-Based Brain Network Analysis of Chronic Stroke Patients After BCI Rehabilitation Training. Front Hum Neurosci 2022, 16, 909610.
Zhan, G.; Su, H.; Wang, P.; Niu, L.; Bin, J.; Mu, W.; Zhang, X.; Jiang, H.; Zhang, L.; Kang, X. Effects of Input Neuron Mapping Coordinates in Spiking Neural Network on the Motor Imagery EEG Signals Classification. In Proceedings of the 2023 11th International Winter Conference on Brain-Computer Interface (BCI), 20-22 Feb. 2023; pp. 1-4.
Zhan, G.; Su, H.; Wang, P.; Niu, L.; Bin, J.; Mu, W.; Zhang, X.; Jiang, H.; Zhang, L.; Kang, X. Removing EOG Artifacts from the Resting State EEG Signal of Methamphetamine Addicts by ICA Algorithms. In Proceedings of the 2023 11th International Winter Conference on Brain-Computer Interface (BCI), 20-22 Feb. 2023; pp. 1-5.
Wen, B.; Zhang, J.; Wang, M.; Liu, L.; Zhang, Y.; Wang, A.; Wang, L.; Zhang, L.; Kang, X. Distribution of Electrical Stimulation Current of a Minimally Invasive Endovascular Stent-Electrode. In Proceedings of the 2023 11th International Winter Conference on Brain-Computer Interface (BCI), 20-22 Feb. 2023; pp. 1-4.
Wang, L.; Wang, J.; Wen, B.; Mu, W.; Liu, L.; Han, J.; Zhang, L.; Jia, J.; Kang, X. Enhancing Motor Imagery EEG Signal Classification with Simplified GoogLeNet. In Proceedings of the 2023 11th International Winter Conference on Brain-Computer Interface (BCI), 20-22 Feb. 2023; pp. 1-6.
Wang, J.; Mu, W.; Wang, A.; Wang, L.; Han, J.; Wang, P.; Niu, L.; Bin, J.; Zhang, L.; Kang, X. Generative Adversarial Networks for Electroencephalogram Signal Analysis: A Mini Review. In Proceedings of the 2023 11th International Winter Conference on Brain-Computer Interface (BCI), 20-22 Feb. 2023; pp. 1-6.
Mu, W.; Wang, J.; Wang, L.; Wang, P.; Han, J.; Niu, L.; Bin, J.; Liu, L.; Zhang, J.; Jia, J.; et al. A Channel Selection Method for Motor Imagery EEG Based on Fisher Score of OVR-CSP. In Proceedings of the 2023 11th International Winter Conference on Brain-Computer Interface (BCI), 20-22 Feb. 2023; pp. 1-4.
Liu, L.; Zhang, W.; Wen, B.; Wang, M.; Wang, A.; Zhang, J.; Zhang, Y.; Le, S.; Jiang, H.; Zhai, R.; et al. Light Radiation Simulation of Micro-LED Array for the Optical Neural Interface Targeted Cerebral Cortex in Rhesus Monkey. In Proceedings of the 2023 11th International Winter Conference on Brain-Computer Interface (BCI), 20-22 Feb. 2023; pp. 1-4.
Liu, L.; Wen, B.; Wang, M.; Wang, A.; Zhang, J.; Zhang, Y.; Le, S.; Zhang, L.; Kang, X. Implantable Brain-Computer Interface Based on Printing Technology. In Proceedings of the 2023 11th International Winter Conference on Brain-Computer Interface (BCI), 20-22 Feb. 2023; pp. 1-5.
Fang, T.; Mu, W.; Song, Z.; Le, S.; Zhang, Y.; Zhang, X.; Zhan, G.; Wang, J.; Zhang, L.; Bin, J.; et al. Denoising of EEG Signal Using Permutation Entropy and Source Imaging. In Proceedings of the 2022 10th International Winter Conference on Brain-Computer Interface (BCI), 21-23 Feb. 2022; pp. 1-4.
Mu, W.; Fang, T.; Wang, P.; Wang, J.; Wang, A.; Niu, L.; Bin, J.; Liu, L.; Zhang, J.; Jia, J.; et al. EEG Channel Selection Methods for Motor Imagery in Brain Computer Interface. In Proceedings of the 2022 10th International Winter Conference on Brain-Computer Interface (BCI), 21-23 Feb. 2022; pp. 1-6.
Wang, A.; Wang, J.; Liu, L.; Mu, W.; Wang, P.; Zhang, J.; Song, Z.; Zhang, Y.; Zhan, G.; Zhang, X.; et al. SEEG signal processing methods in the application of epilepsy recognition. In Proceedings of the 2022 10th International Winter Conference on Brain-Computer Interface (BCI), 21-23 Feb. 2022; pp. 1-6.
Fang, T.; Song, Z.; Niu, L.; Le, S.; Zhang, Y.; Zhang, X.; Zhan, G.; Wang, S.; Li, H.; Lin, Y.; et al. Recent Advances of P300 Speller Paradigms and Algorithms. In Proceedings of the 9th IEEE International Winter Conference on Brain-Computer Interface, BCI 2021.
Le, S.; Zhang, Y.; Fu, Y.; Fang, T.; Song, Z.; Zang, X.; Zhan, G.; Wang, S.; Li, H.; Tao, J.; et al. Implantable Optoelectronic Neural Interface for Optogenetics. In Proceedings of the 9th IEEE International Winter Conference on Brain-Computer Interface, BCI 2021.
Song, Z.; Fang, T.; Ma, J.; Zhang, Y.; Le, S.; Zhan, G.; Zhang, X.; Wang, S.; Li, H.; Lin, Y.; et al. Evaluation and Diagnosis of Brain Diseases based on Non-invasive BCI. In Proceedings of the 9th IEEE International Winter Conference on Brain-Computer Interface, BCI 2021.
Wang, P.; Song, Z.; Chen, H.; Fang, T.; Zhang, Y.; Zhang, X.; Wang, S.; Li, H.; Lin, Y.; Jia, J.; et al. Application of Combined Brain Computer Interface and Eye Tracking. In Proceedings of the 9th IEEE International Winter Conference on Brain-Computer Interface, BCI 2021.
Zhan, G.; Song, Z.; Fang, T.; Zhang, Y.; Le, S.; Zhang, X.; Wang, S.; Lin, Y.; Jia, J.; Zhang, L.; et al. Applications of Spiking Neural Network in Brain Computer Interface. In Proceedings of the 9th IEEE International Winter Conference on Brain-Computer Interface, BCI 2021.
Zhang, X.; Song, Z.; Li, S.; Zhang, Y.; Fang, T.; Wang, S.; Li, H.; Lin, Y.; Jia, J.; Zhang, L.; et al. Brain Computer Interface for the Hand Function Restoration. In Proceedings of the 9th IEEE International Winter Conference on Brain-Computer Interface, BCI 2021.
Zhang, Y.; Le, S.; Guo, J.; Song, Z.; Fang, T.; Zhang, X.; Zhan, G.; Wang, S.; Li, H.; Tao, J.; et al. Removing Artifacts of Invasive Neural Recording Induced by MRI Scanning. In Proceedings of the 9th IEEE International Winter Conference on Brain-Computer Interface, BCI 2021.
Wang, P.; Mu, W.; Zhan, G.; Song, Z.; Fang, T.; Zhang, X.; Wang, J.; Niu, L.; Bin, J.; Zhang, F.; et al. N170 component analysis of single-trial EEG based on electrophysiological source imaging. In Proceedings of the 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 11-15 July 2022; pp. 3678-3681.
Fang, T.; Song, Z.; Mu, W.; Le, S.; Zhang, Y.; Zhang, X.; Zhan, G.; Wang, P.; Wang, J.; Bin, J.; et al. Comparison of MI-EEG Decoding in Source to Sensor Domain. In Proceedings of the 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2022; pp. 3586-3589.
Song, Z.; Fang, T.; Li, S.; Niu, L.; Zhang, Y.; Le, S.; Zhan, G.; Zhang, X.; Li, H.; Zhao, M.; et al. Removing EOG Artifacts from the EEG signal of Methamphetamine Addicts. In Proceedings of the 2022 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2021; pp. 500-503.
Zhang, J.; Liu, L.; Wang, A.; Wang, J.; Fang, T.; Niu, L.; Bin, J.; Wang, P.; Mu, W.; Jia, J.; et al. Electrochemical impedance behavior of implantable neural interface following the change of equivalent circuit element. In Proceedings of the 2022 12th International Conference on CYBER Technology in Automation, Control, and Intelligent Systems, CYBER 2022; pp. 952-957.
Wang, P.; Mu, W.; Zhan, G.; Wang, A.; Song, Z.; Fang, T.; Zhang, X.; Wang, J.; Niu, L.; Bin, J.; et al. Exploring Humanoid Robot Face Preference Using Brain Functional Connectivity and Graph Neural Network. In Proceedings of the 2022 12th International Conference on CYBER Technology in Automation, Control, and Intelligent Systems, CYBER 2022; pp. 969-972.
Niu, L.; Bin, J.; Wang, J.; Zhan, G.; Jiang, H.; Dong, Z.; Zhang, L.; Kang, X. Route Control of Four-rotor UAV based on Brain-Computer Interface in Virtual Reality. In Proceedings of the 2022 12th International Conference on CYBER Technology in Automation, Control, and Intelligent Systems, CYBER 2022; pp. 958-962.
Mu, W.; Wang, P.; Wang, J.; Fang, T.; Wang, A.; Niu, L.; Bin, J.; Liu, L.; Zhang, J.; Jia, J.; et al. A TB-CSP Motor Imagery EEG Recognition Method for Neural-controlled Manipulator System. In Proceedings of the 2022 12th International Conference on CYBER Technology in Automation, Control, and Intelligent Systems, CYBER 2022; pp. 941-945.
Lai, Z.; Zhang, X.; Wang, J.; Mu, W.; Wang, A.; Niu, L.; Zhang, L.; Wang, H.; Kang, X.; Bin, J. A Teleoperated Manipulator Control System Based on Surface Electromyography Using Deep Learning. In Proceedings of the 2022 12th International Conference on CYBER Technology in Automation, Control, and Intelligent Systems, CYBER 2022; pp. 1281-1286.
Lai, Z.; Kang, X.; Wang, H.; Zhang, X.; Zhang, W.; Wang, F. Contrastive Domain Adaptation: A Self-Supervised Learning Framework for sEMG-Based Gesture Recognition. In Proceedings of the The 2022 International Joint Conference on Biometrics (IJCB 2022), Abu Dhabi, United Arab Emirates, Oct.10-13, 2022.
Lai, Z.; Kang, X.; Wang, H.; Zhang, W.; Zhang, X.; Gong, P.; Niu, L.; Huang, H. STCN-GR: Spatial-Temporal Convolutional Networks for Surface-Electromyography-Based Gesture Recognition. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2021, 13110 LNCS, 27-39.
2018年9月28日-今,复旦大学工程与应用技术研究院,青年副研究员
2016年10月1日-2018年9月30日,瑞士洛桑联邦理工学院,博士后
2010年9月1日-2016年9月30日,上海交通大学,博士
2006年9月1日-2010年6月30日,西安电子科技大学,学士
中国人工智能学会人机融合智能专委会,委员、副秘书长。