神經工程
Neural Engineering
| 節 | 週四 |
|---|---|
2 09:00–09:50 | 神經工程 EF253（光復） 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.
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無備註
Notebook/PC,Presentation, Matlab,EEGLAB toolbox, PRtools etc
Show up (10%), Midterm Exam (30%), Literature Report (20%), Homework (20%), Final Project (30%)
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to Neural Engineering / EEG 9/13 |
| 第 2 週 | Introduction to Brain Computer Interface 9/20 |
| 第 3 週 | Cellular Mechanisms and Cognition 9/27 |
| 第 4 週 | Neuroanatomy and Development I 10/4 |
| 第 5 週 | Neuroanatomy and Development II 10/11 |
| 第 6 週 | The Methods of Cognitive Neuroscience 10/18 |
| 第 7 週 | Midterm Exam 10/25 |
| 第 8 週 | EEG Basics and Data Acquisition EEG Signal Processing: Artifact Removal / Noise Rejection 11/1 |
| 第 9 週 | Independent Component Analysis (ICA) 11/8 |
| 第 10 週 | Time-Frequency Analysis / Event Related Spectrum Perturbation (ERSP) Multi-subjects Group Analysis / Component Clustering 11/15 |
| 第 11 週 | Literature Survey Report 11/22 |
| 第 12 週 | Pattern Recognition / Classifier Design 11/29 |
| 第 13 週 | Evaluation Methods and Confusion Matrix 12/6 |
| 第 14 週 | Feature Selection 12/13 |
| 第 15 週 | Feature Extraction 12/20 |
| 第 16 週 | SSVEP-based BCI Developments 12/27 |
| 第 17 週 | Motor Imaginary-based BCI Developments 1/3 |
| 第 18 週 | Final Project Report 1/10 |
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