腦機介面系統
Brain-Computer Interface
| 節 | 週五 |
|---|---|
3 10:10–11:00 | 腦機介面系統 EC329 3 節連堂 |
4 11:10–12:00 | |
N 12:20–13:10 |
* 根據陽明交大上課時間表所列
Course outline: This course explores state-of-the-art brain-sensing methodology and its application to neuroscience, neurology, and human-machine interaction. Lectures will be given on the relevant topics including the background to brain function, sensing technology, signal processing, machine learning methods, and applications of brain-computer interfacing (BCI) in various domains. Course objectives: 1. Understand the background to conduct research in neuromonitoring and BCI. 2. Understand the literature in the field of BCI. 3. Understand and use engineering approaches in BCI. 4. Be able to apply tools required for real-time BCI systems. 5. Understand the domains and contexts in which BCIs are effective. 6. Understand the open questions and challenges in real-world applications of BCI.
Basic programming in Python.
- This course only accepts online enrollment. - All registered students and waitlist students should appear in the first class (in person @EC329 or online @https://meet.google.com/juu-ahgp-awc). Students fail to participate in the first meeting may be withdrawn from the class as a 'no show'. - As the experimental equipment is limited, there will be no additional enrollment. - No show in class may lead to loss in grades. - Every student taking this course is required to fill out a pre-course survey (link: https://forms.gle/8ADXeC9CAYBYqjHt6) by 12:00, Feb 17, 2023. ***** Course operation may be subject to change due to unforeseen causes. *****
Participation 10%; Homework 45%; Project 25%; Competition 20% (subject to change based on the needs of the class)
| 週次 | 主題 |
|---|---|
| 第 1 週 | Course introduction |
| 第 2 週 | Introduction to BCI |
| 第 3 週 | Neuromonitoring |
| 第 4 週 | EEG acquisition |
| 第 5 週 | EEG processing |
| 第 6 週 | EEG feature extraction 1 |
| 第 7 週 | EEG feature extraction 2 |
| 第 8 週 | Machine learning for BCI 1 |
| 第 9 週 | Machine learning for BCI 2 |
| 第 10 週 | Lab: Mind-controlled car |
| 第 11 週 | Fundamental neurophysiology |
| 第 12 週 | Invited talk |
| 第 13 週 | Neuromodulation |
| 第 14 週 | Challenges and Ethical issues in BCI applications |
| 第 15 週 | Project presentation |
| 第 16 週 | Final Competition |
| 第 17 週 | TBD |
| 第 18 週 | TBD |
Literature reading; Online resources.
- 地點
- EC240, Engineering Building III, Guang-Fu Campus
- 時間
- By appointment.
- 聯絡方式
- Chun-Shu Wei (wei@nycu.edu.tw)