神經工程
Neural Engineering
| 節 | 週四 |
|---|---|
2 09:00–09:50 | 神經工程 EF253 3 節連堂 |
3 10:10–11:00 | |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
First, I will teach the basic knowledge of neuroscience including neuron/cells and brain anatomy. Second, let you understand the cognitive neuroscience related to human cognition and understand how to do the experiment design. Finally, we will perform the EEG signal processing and how to develop the BCI system.
Notebook/PC,Presentation, Matlab,EEGLAB toolbox, PRtools etc
Show up (10%), Midterm Exam (30%), Literature Report (20%), Homework (20%), Final Project (30%)
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to Neural Engineering / EEG |
| 第 2 週 | Introduction to Brain Computer Interface |
| 第 3 週 | Cellular Mechanisms and Cognition |
| 第 4 週 | Neuroanatomy and Development I |
| 第 5 週 | Neuroanatomy and Development II |
| 第 6 週 | The Methods of Cognitive Neuroscience |
| 第 7 週 | Midterm Exam |
| 第 8 週 | EEG Basics and Data Acquisition EEG Signal Processing: Artifact Removal / Noise Rejection |
| 第 9 週 | Independent Component Analysis (ICA) |
| 第 10 週 | Time-Frequency Analysis / Event Related Spectrum Perturbation (ERSP) Multi-subjects Group Analysis / Component Clustering |
| 第 11 週 | Literature Survey Report |
| 第 12 週 | Pattern Recognition / Classifier Design |
| 第 13 週 | Evaluation Methods and Confusion Matrix |
| 第 14 週 | Feature Selection |
| 第 15 週 | Feature Extraction |
| 第 16 週 | SSVEP-based BCI Developments |
| 第 17 週 | Motor Imaginary-based BCI Developments |
| 第 18 週 | Final Project Report |
1. Cognitive Neuroscience, Second Edition, by MiChaelS. Gazzaniga, RiChardB. Ivry, George R. Mangun 2. EEGLab toolbox, http://sccn.ucsd.edu/eeglab/ A. Delorme and S. Makeig, “EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis,” Journal of Neuroscience Methods, vol. 134, pp. 9-21, 2004. 3. Brain Computer Interfaces principles and practice, by Jonathan Wolpaw (EDT); Elizabeth Winter Wolpaw (EDT), 2012.
- 地點
- 工程六館EF 553室
- 時間
- Wednesday 10:00am – 12:00pm
- 聯絡方式
- lwko@mail.nctu.edu.tw, office number: 56950