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双向多维脑机接口关键技术及其应用研究
  • 项目名称：双向多维脑机接口关键技术及其应用研究
  • 项目类别：重大研究计划
  • 批准号：91120305
  • 申请代码：F030706
  • 项目来源：国家自然科学基金
  • 研究期限：2012-01-01-2015-12-31
  • 项目负责人：李远清
  • 负责人职称：教授
  • 依托单位：华南理工大学
  • 批准年度：2011
中文摘要：

本项目将研究以信号稀疏表示、张量分析、多变量模式分析与解码为核心的脑信号分析算法，为脑机接口系统研究提供算法支持；将整合不同脑信号范式或不同脑信号，建立多模态混合脑机接口，实现脑机接口多维多功能目标控制；研究神经反馈，设计基于神经反馈的脑机接口用户训练模式，及在线脑机接口系统自适应算法，提高用户和脑机接口系统间的交互自适应能力；建立基于神经反馈的双向脑机接口，优化设计残疾人运动康复训练范式和效果评估体系，该评估体系包括EEG-fMRI混合脑机接口的参与；开发面向应用的脑机接口系统，包括脑机接口鼠标与网络浏览器、脑机接口虚拟车控制、整合无人驾驶技术的脑机接口残疾人轮椅、基于虚拟环境的脑机接口残疾人运动康复训练系统、脑机接口残疾人上肢运动康复机器人训练系统。

中文主题词： 多模态脑机接口；神经反馈；脑机协调控制；运动康复；意识障碍
英文摘要：

Multimodal brain computer interfaces；neurofeedback；shared control；rehabilitation；disorder of consciousness

英文主题词： Multimodal brain computer interfaces；neurofeedback；shared control；rehabilitation；disorder of consciousness
结论摘要：

脑机接口的研究是目前国际上的前沿热点，涉及脑科学、医学、数学、计算机科学、信号处理、自动控制、传感器等多个学科领域，具有重要科学意义与应用前景。脑机接口在残疾人的神经功能辅助与康复、脑科学研究、增强人机接口等方面具有重要应用。本项目首先以信号稀疏表示、张量分析、多变量模式分析与解码为基础，建立了系列脑信号分析算法，为脑机接口系统研究提供了算法支持；进一步整合不同脑信号范式或不同脑信号，建立了多种多模态混合脑机接口，包括基于运动想象与P300的脑机接口，基于P300和SSVEP的脑机接口，视听觉脑机接口等等，实现了脑机接口多维多功能目标控制；建立了神经反馈构建方法，设计了基于神经反馈的脑机接口用户训练模式，及在线脑机接口系统自适应算法，提高了用户和脑机接口系统间的交互自适应能力；建立了基于神经反馈的双向脑机接口，设计了残疾人运动康复训练范式，并用于中风病人的康复训练，取得了显著效果；开发了系列面向应用的脑机接口系统，包括脑机接口鼠标与网络浏览器、整合无人驾驶技术的脑机接口残疾人轮椅、基于虚拟环境的脑机接口残疾人运动康复训练系统、面向意识障碍病人的意识检测与临床诊断脑机接口系统等。这些成果丰富了脑机接口的基础理论与关键技术，并将促进了脑机接口技术的应用。

成果综合统计
成果类型
数量
  • 期刊论文
  • 会议论文
  • 专利
  • 获奖
  • 著作
  • 75
  • 34
  • 0
  • 6
  • 0
期刊论文
Design principles of the sparse coding network and the role of "sister cells" in t
A Hybrid Brain-Computer Interface-Based Mail Client
Simple methods for property protection in video surveillance
Detecting number processing and mental calculation in patients with disorders of consciousness using
Control of a Wheelchair in an Indoor Environment Based on a Brain-Computer Interface and Automated N
Grouped Automatic Relevance Determination and Its Application in Channel Selection for P300 BCIs
Channel selection by Rayleigh coefficient maximization based genetic algorithm for classifying singl
Sparse Representation for Brain Signal Processing
Multilinear and nonlinear generalizations of partial least squares: an overview of recent advances
Detecting awareness in patients with disorders of consciousness using a hybrid brain–computer interf
Spectral–Spatial Classification of Hyperspectral Images via Spatial Translation-Invariant Wavelet-B
A tensor-based scheme for stroke patients’ motor imagery EEG analysis in BCI-FES rehabilitation trai
Energy-Efficient ECG Compression on Wireless Biosensors via Minimal Coherence Sensing and Weighted M
Kernelization of Tensor-Based Models for Multiway Data Analysis
Higher Order Partial Least Squares (HOPLS): A Generalized Multilinear Regression Method
Feature learning from incomplete EEG with denoising autoencoder
Multimodal BCIs: TargetDetection, Multi-dimensional Control, and Awareness Evaluation in Patients wi
Selective AudiovisualSemantic Integration Enabled by Feature-Selective Attention
A Boosting-Based Spatial-Spectral Model forStroke Patients' EEG Analysis in Rehabilitation T
Enhanced Motor Imagery Training Using a Hybrid BCI With Feedback
RSTFC: A Novel Algorithm for Spatio-Temporal Filtering and Classification of Single-Trial EEG
Uncorrelated Multiway Discriminant Analysis of EEG Motor Imagery Classification
A brain computer interface-based explorer
Bayesian estimation of ERP components from multicondition and multichannel EEG
STRAPS: A Fully Data-Driven Spatio-Temporally Regularized Algorithm for M/EEG Patch Source Imaging
Neurophysiological substrates of stroke patients with motor imagery-based Brain-Computer Interface t
Statistically Adaptive Image Denoising Based on Overcomplete Topographic Sparse Coding
Semisupervised Sparse Multilinear Discriminant Analysis
A Novel Audiovisual Brain-Computer Interface and Its Application in Awareness Detection
Content Based Image Search for Clothing Recommendations in E-Commerce
基于马尔科夫切换过程的运动想象信号分类
Probabilistic common spatial patterns for multichannel EEG analysis
A comparison study of two P300 speller paradigms for brain-computer interface
A Hybrid BCI System Combining P300 and SSVEP and Its Application to Wheelchair Control
Higher-Order Partial Least Squares (HOPLS): A Generalized Multi-Linear Regression Method
Active training paradigm for motor imagery BCI
An Online Semi-supervised Brain-Computer Interface
A Sparse Representation-Based Algorithm for Pattern Localization in Brain Imaging Data Analysis
Sparse Representation for Brain Signal Processing [A tutorial on methods and applications
Recoverability Analysis for Modified Compressive Sensing with Partially Known Support
Detecting awareness in patients with disorders of consciousness using a hybrid brain-computer interf
Bayesian Robust Tensor Factorization forIncomplete Multiway Data
Discriminative Analysis of Parkinson's Disease Based on Whole-Brain Functional Connectivity
基于事件关联电位脑机接口的电视遥控异步系统
经皮神经电刺激在脑卒中后肩手综合征的应用
运动想象结合任务导向训练对慢性期脑卒中患者上肢功能影响的随机对照研究
经颅直流电刺激结合任务导向性训练改善脑卒中患者上肢运动功能的静息态fMRI研究
基于镜像神经元理论的动作观察在脑卒中后肩手综合征疼痛康复中的应用
基于FAST和BRIEF的图像匹配算法
室内环境中脑控轮椅的路径跟踪控制
经颅直流电刺激结合任务导向性训练对慢性期脑卒中患者上肢及手功能障碍的影响
会议论文
Sketch Recognition with Natural Correction and Editing
Celebrity Face Image Retrieval Using MultipleFeatures
Image Denoising with Rectified Linear Units
Real Time Crowd Counting with Human Detection and HumanTracking
A frequency boosting method for motor imagery EEG classification in BCI-FES rehabilitation training
Guess What You Draw: Interactive Contour-based Image Retrieval on a Million-Scale Database, (Demo pa
Free Hand-Drawn Sketch Segmentation
Query-Adaptive Shape Topic Mining for Hand-Drawn Sketch Recognition
Sketch2Tag: Automatic Hand-Drawn Sketch Recognition (Demo paper)
A Multi-Class Brain-Computer Interface UsingLarge Margin Nearest Neighbor Classification
Offline sketch parsing via shapeness estimation
Control of a Simulated Wheelchair Based on A Hybrid Brain Computer Interface
An Iterative Method for Classifying Stroke Subjects' Motor Imagery EEG Data in the BCI-FES Reha
Spatio-temporally regularized common spatial patterns (STR-CSP) for single-trial EEG classification
基于P300的脑机接口家电集成控制
Sonification for EEG Frequency Spectrum andEEG-Based EmotionFeatures
Causal neurofeedback based BCI-FES rehabilitation for post-stroke patients
Classification of Stroke Patients’ Motor ImageryEEG withAutoencoders in BCI-FES Rehabilitation Train
Image denoising based on overcomplete topographic sparse coding
Uncorrelated multilinear nearest feature line analysis
Single-trial discrimination of EEG signals for stroke patients: A general multi-way analysis
A competitive brain computer interface: Multi-person car racing system
Sketch-based Image Retrieval on a Large Scale Database
Combining ERPs and EEG Spectral Features for Decoding Intended Movement Direction
Tensor-based feature extraction method for ECG
Spectral power estimation for unevenly spaced motor imagery data
Gaussian mixture modeling in stroke patients'rehabilitation EEG data analysis
A Brain-computer Interface controlled Mail Client
Common spatial-spectral boosting pattern for brain-computer interface
Motion Deblurring Using Super-Sparsity
An intelligent wheelchair based on automated navigation and BCI techniques
A tensor-variate gaussian process for classification of multidimensional structured data
Kernel-based tensor partial least squares for reconstruction of limb movements
SmartVisio: Interactive Sketch Recognition with Natural Correction and Editing
获奖
CAA优秀博士生导师
第二届中国脑机接口比赛字符输入组第三名
2013年广东省优秀博士学位论文
CAA优秀博士学位论文奖
第二届中国脑机接口比赛机器人控制组第一名
第二届中国脑机接口比赛视频展示组第二名
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