导师信息#北航自动化学院模式识别与智能系统导师介绍#李阳

gaolihua

导师详细信息
姓名咨询QQ、微信：2544906信号采集技术与计算机控制技术的日益成熟，如何从大脑皮层神经元群体活动中提取运动信息的解码算法是整个脑机接口系统实现脑信号与外界环境联系的关键纽带。本项目以脑信号为研究对象，开发系统辨识、模式识别、机器学习及信号处理等方面的新算法，建立大脑运动皮层神经元信号与肢体运动方向关系模型的问题。主要研究内容包括非线性系统辨识、非线性系统时频域分析、信号的稀疏表示、有监督机器学习等。脑机接口主要从事脑机接口的基本理论算法与实际应用研究，深入研究从大脑运动皮层神经元脉冲序列信号中提取关于生物具体运动行为信息的系统辨识与建模算法，以及从时间序列的角度分析神经元信号的方法。主要研究内容包括基于运动想象的机器人控制、脑机接口在航天飞行员的疲劳驾驶与神经功能康复中的应用。
在研科研项目：
1.多模态磁共振成像的脑效应连接网络分析及脑疾病诊断方法研究，国家自然科学基金，2015.01～2017.12
2.多模态脑网络效应连接分析方法研究，教育部博士点基金，2014.01～2015.12
3.基于Bootstrap方法的最优稀疏多变量脑效应连接网络建模及MCI分类识别研究，教育部留学回国基金，2014.01～2014.12
主要荣誉及奖励
2012年获北京航空航天大学第三批"卓越百人"人才计划
2009年获中国优秀自费留学生奖;
2008年获英国谢菲尔德大学哈里沃辛顿学术研究奖;
2007年获重庆市优秀硕士毕业论文奖;
2007年获重庆大学优秀硕士毕业论文奖;
2007年获重庆大学高水平期刊论文奖;
2003年获重庆大学优秀毕业生
开授课程
智能信息处理(研究生课程)
Fortier approaches of control science (本科生暑期国际课程)
System Identification (国际留学生课程)
学术兼职
中国体视学学会理事
“仿真与虚拟现实”分会委员
BIOINFO Mechanical Engineering 主编
International Journal of Biomedical Engineering and Science编委
Advances in Automobile Engineering 编委
中国体视学与图像分析 编委
特邀国际学术报告：
1.2011.12.19, Title: Oscillations Characterisation and Causality Analysis: A parametric Modelling Approach, Hosted by Professor Paoloa Avesani, Fondazione Bruno Kessler, Via Sommarive 18, University of Trento, Italy;
2.2011.12.2, Title: The role of oscillations and causality analysis: A systems modelling framework,Hosted by Dr. Ron Kupers, Institute of Neuroscience & Pharmacology, University of Copenhagen, Denmark;
3.2011.5.30, Title: Time-frequency feature extraction based on time-varying modelling identification from EEG signals, Hosted by Professor Tobias Moser, Department of Otorhinolaryngology, University of G?ttingen, Germany;
4.2011.2.14, Title: A time varying model for Disturbance Storm Time (Dst) Index analysis,Hosted by The Inaugural ACSE Symposium, University of Sheffield, United Kingdom
主要代表性论文：
国际期刊论文
1.Yang Li, Chong-Yaw Wee, Biao Jie, Ziwen Peng, Dinggang Shen: Sparse multivariate autoregressive modeling for Mild Cognitive Impairment Classification, Neuroinformatics, 2014 DOI 10.1007/s12025-014-9221-x（SCI检索）
2.Yang Li, Paolo Avesani and Emanuele Olivetti (2012): Modeling and Analysis of Time-varying Mechanism With Applications to Neuroimaging Data, Advances in Automobile Engineering, Editorial, 2012, 1:3.
3.Yang Li, Hua-Liang Wei, Stephen A. Billings and Xiao-Feng Liao (2012): Time-Varying Linear and Non-linear Parametric Model for Granger Causality Analysis, Physical Review E 001900 (SCI检索、EI检索)
4.Yang Li, Hua-Liang Wei, Stephen A. Billings and Sarrigiannis, P. (2011): Time-varying model identification for time-frequency feature extraction from EEG data. Journal of Neuroscience Methods 196, 151-158 （SCI检索）
5.Yang Li, Hua-Liang Wei and Stephen A. Billings (2011): Identification of time-varying systems using multi- wavelet basis functions. IEEE Transactions on Control Systems Technology 19, 656-663 （SCI检索、EI检索）
6.Yang Li, (2011): Some less conservative criteria for impulsive synchronization of a hyper -chaotic Lorenz system based on small impulsive signals. Nonlinear Analysis: Real World Applications 11, 713-719 （SCI检索、EI检索）
7.Yang Li, Kwok-Wo Wong, Xiao-Feng Liao and Chuan-Dong Li (2009): On impulsive control for synchronization and its application to the nuclear spin generator system. Nonlinear Analysis: Real World Applications 10, 1712-1716 （SCI检索、EI检索）
8.Yang Li, Kwok-Wo Wong and Zhong Zhang (2009): Less Conservative Conditions for Asymptotic Stability of the nuclear spin generator via Impulsive Control. Dynamics of Continuous, Discrete and Impulsive Systems Series A: Mathematical Analysis 16, 183-191
9.Zhi-Jun Peng, Yang Li, Xiao-Feng Liao and Chuan-Dong Li (2008): Impulsive synchronization of Lu chaotic system based on small impulsive signal. International Journal of Theoretical Physics 47, 797-804 (Corresponding author) （SCI检索）
10.Yang Li, Xiao-Feng Liao, Chuan-Dong Li and Yong Wang (2007): On impulsive control for synchronization and its application to Massumoto-Chua-Kobayashi (MCK) circuit. Communications in Theoretical Physics 48, 275-278 （SCI检索）
11.Yang Li, Xiao-Feng Liao, Chuan-Dong Li, Ting-Wen Huang and De-Gang Yang (2007): Impulsive synchronization and parameter mismatch of the three-variable auto-catalator model. Physics Letters A 366, 52-60 （SCI检索）
12.Yang Li, Xiao-Feng Liao, Chuan-Dong Li and Guo Chen (2007): Impulsive synchronization of laser plasma system. Communications in Theoretical Physics 47, 1067-1072 （SCI检索）
13.Yang Li, Xiao-Feng Liao, Chuan-Dong Li and Guo Chen (2006): Impulsive control for synchronization of nonlinear Rosser chaotic systems. Chinese Physics 15, 2890-2893 （SCI检索、EI检索）
14.Fei Chen, Xiao-Feng Liao, Kwok-Wo Wong, Qi Han, and Yang Li (2012): Period distribution analysis of some linear maps, Communications in nonlinear science and numerical simulation, 17, 3848-3856（SCI检索、EI检索）
15.Yong Wang, Kwok-Wo Wong, Chang-bing Li, and Yang Li (2012): A novel method to design S-box based on chaotic map and genetic algorithm. Physics Letters A,376, 827-833 （SCI检索）
国际会议论文：
1.Chong-Yaw Wee, Yang Li, Biao Jie, Zi-wen Peng, and Dinggang Shen, Identification of MCI Using Optimal Sparse MAR Modeled Effective Connectivity Networks", MICCAI 2013, Nagoya, Japan, Sep. 22-26, 2013 (EI检索、ISTP检索) (共同第一作者，医学图像处理和辅助诊断领域顶级会议).
2.Yang Li, Hua-Liang Wei and Stephen A. Billings (2011): A time-varying model for EEG Granger Causality analysis. The 4th Biennial Neuroscience Conference, G?ttingen, Germany, 25th – 28th May, 2011
3.Yang Li, Hua-Liang Wei, Stephen A. Billings, Balikhin, M. A. and Walker, S. A. (2009): A Time-Varying Model for Disturbance Storm-Time (Dst) Index Analysis. 9th UK CARE Annual General Meeting, Proceeding, Manchester, United Kingdom, September 2009.
欢迎具有数学、信号处理、模式识别与生物医学工程等相关专业背景的人员报读实验室的博士、硕士研究生。