研究概述:基于深部闭环脑机接口的帕金森病感知-干预神经调控,包括神经电生理信号解码、闭环调控方案设计及脑深部电刺激作用机制解析;帕金森病定量智能管理,通过神经影像、运动行为等多模态数据分析量化帕金森病监测,实现早期智能诊断及用药开关时间优化。
发表论文:
1.Fei Su, Min Chen, Mingjun Zhang, Xiaofeng Wang, Liang Wu, Chen Liu, Jiang Wang, Siyuan Chang, Tao Xin*, Real-time Detection of Parkinson’s States based on Wearable Sensor with Embedded Machine Learning,IEEE Sensors Journal,2024, 24(23): 39101-39110.
2.Xiaofeng Wang, Min Chen, Yin Shen, Yuming Li, Shengjie Li, Yuanhao Xu, Yu Liu,Fei Su*, Tao Xin*, A longitudinal electrophysiological and behavior dataset for PD rat in response to deep brain stimulation,Scientific Data, 2024, 11:50.
3.Yin Shen#, Huai Baogeng#, Xiaofeng Wang, Min Chen, Xiaoyue Shen, Min Han, Shangfei Li,Fei Su*, Tao Xin*. Automatic sleep-wake classification and Parkinson's disease recognition using multi-feature fusion with support vector machine,CNS Neuroscience & Therapeutics, 2024, 30(4): e14708.
4.Min Chen, Zhanfang Sun, Tao Xin, Yan Chen*,Fei Su*. An Interpretable Deep Learning Optimized Wearable Daily Detection System for Parkinson’s Disease.IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2023, 31: 3937-3946.
5.Fei Su, Hong Wang, Linlu Zu*, Yan Chen*. Closed-loop Modulation of Model Parkinsonian Beta Oscillations based on CAR-fuzzy Control Algorithm.Cognitive Neurodynamics. 2023, 17(5), 1185-1199.
6.Min Chen, Zhanfang Sun,Fei Su*, Yan Chen*, Degang Bu, Yubo Lyu. An Auxiliary Diagnostic System for Parkinson’s Disease Based on Wearable Sensors and Genetic Algorithm Optimized Random Forest.IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2022, 30: 2254-2263.