郑杨 |
1. 神经-机接口技术
(1)基于EEG信号的脑状态检测与运动意图识别技术;
(2)基于EMG信号与外周神经活动信息的运动意图检测与神经假肢控制;
(3)基于无创外周神经/脊髓电刺激的肢体运动/感觉诱发技术;
2. 神经活动检测与功能评估
(1)基于脑肌电耦合的运动功能检测与评估方法(2)基于超声图像的肌肉功能检测
[1] 基于脑-外周神经活动精细解码调控的脑卒中意识与运动康复脑-机接口及临床评估应用,科技创新2030—“脑科学与类脑研究”重大项目青年科学家项目,主持
[2] 面向骨折康复的仿生适配感知反馈智能机器人及临床多模态训练评估应用,陕西省重点研发计划重点产业创新链项目,项目起止时间:2022.01-2024.12,主持
[3] 面向灵巧假手控制的复杂精细动作肌群运动神经信息反演解码方法研究,国家自然科学基金青年科学基金项目,项目起止时间:2022.01-2024.12,主持
[4] 基于外周神经活动无创精细解码调控的脑卒中运动感觉康复神经-机接口系统,陕西省秦创原引用高层次创新创业人才项目,2022.01-2024.12,主持
[5] 脑-肌肉运动单元功能耦合估计方法及其脑卒中患者脑功能评估应用研究,西安交通大学基本科研业务费,项目起止时间:2021.01-2023.12,主持
[1] Yang Zheng*, Guanghua Xu, Yixin Li, Wei Qiang. "Improved Online Decomposition of Non-Stationary Electromyogram via Signal Enhancement Using a Neuron Resonance Model: A Simulation Study." Journal of Neural Engineering, 2022, 19(2): 026030
[2] Noah Rubin, Yang Zheng, Xiaogang Hu*. "Finger Force Estimation using Motor Unit Discharges Across Forearm Postures." IEEE Transactions on Biomedical Engineering, 2022.
[3] Yang Zheng, Xiaogang Hu*. "Adaptive Real-time Decomposition of Electromyogram During Sustained Muscle Activation: A Simulation Study." IEEE Transactions on Biomedical Engineering, 2022, 69(2): 645-653.
[4] Yang Zheng, Xiaogang Hu*. "Concurrent Estimation of Finger Flexion and Extension Forces using Motoneuron Discharge Information." IEEE Transactions on Biomedical Engineering, 2021, 68(5): 1638-1645.
[5] Yang Zheng, Xiaogang Hu*. "Concurrent Prediction of Dexterous Finger Forces Based on Source Separation and Classification of Neuron Discharge Information. " International Journal of Neural Systems, 2021, 31(6): 2150010.
[6] Yang Zheng#, Henry Shin#, Derek G Kamper, Xiaogang Hu*. "Automatic Detection of Contracting Muscle Regions via the Deformation Field of Transverse Ultrasound Images: A Feasibility Study." Annals of Biomedical Engineering, 2021, 49: 354–366.
[7] Yang Zheng, Xiaogang Hu*. "Elicited upper limb motions through transcutaneous cervical spinal cord stimulation." Journal of Neural Engineering, 2020, 17(3): 036001.
[8] Yang Zheng, Xiaogang Hu*. "Muscle Activation Pattern Elicited through Transcutaneous Stimulation near the Cervical Spinal Cord." Journal of Neural Engineering, 2020, 17(1): 016064.
[9] Yang Zheng, Xiaogang Hu*. "Elicited Finger and Wrist Extension through Transcutaneous Radial Nerve Stimulation." IEEE transactions on neural systems and rehabilitation engineering, 2019, 27(9): 1875-1882.
[10] Yang Zheng, Xiaogang Hu*. "Real-time Isometric Finger Extension Force Estimation Based on Motor Unit Discharge Information." Journal of Neural Engineering, 2019, 16(6): 066006.
[11] Yang Zheng, Xiaogang Hu*. "Improved muscle activation using proximal nerve stimulation with subthreshold current pulses at kilohertz-frequency." Journal of Neural Engineering, 2018, 15(4): 046001.