校際選修

115-1 選課時程

進行中

  • 初選第一階段 6/15/2026
  • 初選第二階段 6/22/2026
  • 校際選修 8/24/2026
  • 初選第三階段 8/31/2026
  • 開學後加退選 9/7/2026
  • 逾期加退選 9/21/2026
選課資源

腦機介面系統

Brain-Computer Interface

學期
112-1
學分
3 學分
當期課號
535517
永久課號
CSIC30100
開課單位
資訊科學與工程研究所
授課教師
魏群樹
校區
光復
類別
選修
上課時間表
週五
3
10:10–11:00
腦機介面系統
EC329
2 節連堂
4
11:10–12:00

* 根據陽明交大上課時間表所列

概述

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.

先修科目

Basic programming in Python.

教學方式

- All registered students and waitlist students should attend the first class. Limited additional enrollment will be available at the end of the first class. Students fail to participate in the first meeting may be withdrawn from the class as a 'no show'. - No show in class may lead to loss in grades. ***** Course operation may be subject to change due to unforeseen causes. *****

評分方式

Participation 10%; Homework 60%; Competition 30% (subject to change based on the needs of the class)

週次計畫
週次主題
第 1 週Course introduction
第 2 週Introduction to BCI (video)
第 3 週Mid-autumn Festival
第 4 週Neuromonitoring and EEG acquisition (video)
第 5 週HW1 presentation
第 6 週Lab1: EEG recording
第 7 週EEG preprocessing
第 8 週EEG feature extraction
第 9 週Machine learning for BCI 1
第 10 週Machine learning for BCI 2
第 11 週Lab 2: car demo
第 12 週Fundamental Neurophysiology
第 13 週Invited talk
第 14 週Neuromodulation
第 15 週Challenges and Ethical issues in BCI application
第 16 週Lab 3: Final car competition
第 17 週TBD
第 18 週TBD
教科書

Literature reading; Online resources.

Office Hours
地點
EC240, Engineering Building III, Guang-Fu Campus
時間
By appointment.
聯絡方式
Chun-Shu Wei (wei@nycu.edu.tw)