神經工程

Neuroengineering

學期

113-1

學分

3 學分

當期課號

535314

永久課號

EECN30153

開課單位

電控工程研究所

授課教師

柯立偉

校區

光復

類別

選修

上課時間表

節	週五
5 13:20–14:10	神經工程 EE209 3 節連堂
6 14:20–15:10
7 15:30–16:20

* 根據陽明交大上課時間表所列

概述

First, I will teach basic neuroscience knowledge, including neuron/cells and brain anatomy. Second, it will help you understand cognitive neuroscience related to human cognition and how to design the experiment. Finally, we will perform the EEG signal processing and try to observe the neural markers of the designed experiment.

教學方式

Notebook/PC, Presentation, Matlab, Python, EEGLAB toolbox, QOCA AIM, etc. 陽明交大開放式課程(NYCU OCW course): 普通生物學(二) 影片連結:https://ocw.nctu.edu.tw/course_detail-v.php?bgid=4&gid=0&nid=540 教材連結:https://drive.google.com/drive/folders/1bU88Ers0d_0Cj9rYCMHmyu9ovuAn-smM Online EEGLab Workshop: https://eeglab.org/workshops/Online_EEGLAB_Workshop.html 醫療科技展2024.12.05-12.08 https://expo.taiwan-healthcare.org/zh/

評分方式

1學期作業 Including literature report, BCI design, final project 2.考試狀況期中考,神經工程最新論文報告,醫療科技展參訪心得報告,期末專題 3.評量方法出席率(10%),期中考(30%),神經工程論文報告(20%),醫療科技展參訪心得報告(10%) 期末專題(含書面和簡報)(40%)

週次計畫

週次	主題
第 1 週	Introduction to Neural Engineering
第 2 週	Introduction to Brain Computer Interface Cellular Mechanisms and Cognition
第 3 週	Neuroanatomy and Development I (CNS)
第 4 週	Neuroanatomy and Development II (PNS)
第 5 週	Methods of Cognitive Neuroscience
第 6 週	Midterm Exam
第 7 週	Neural Engineering related Topic Paper Selection EEG Basics and Data Acquisition via using NYCU BCI
第 8 週	EEG Signal Processing: Artifact Removal / Noise Rejection Artifact Subspace Reconstruction (ASR) Independent Component Analysis (ICA)
第 9 週	Time-Frequency Analysis / Event Related Spectrum Perturbation (ERSP) Multi-subjects Group Analysis / Component Clustering
第 10 週	Neural Engineering related Paper Report
第 11 週	Neural Engineering related Paper Report
第 12 週	Pattern Recognition / Classifier Design Feature Selection / Feature Extraction
第 13 週	Evaluation Methods and Confusion Matrix
第 14 週	Healthcare Expo Visit and Report
第 15 週	Neurotechnology for Neurological Diseases Applications
第 16 週	Final Project Report

教科書

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.

Office Hours

地點: 工程五館808室
時間: Every Friday 9:00– 12:00 pm
聯絡方式: lwko@nycu.edu.tw