神經工程
Neuroengineering
| 節 | 週一 |
|---|---|
3 10:10–11:00 | 神經工程 YEA205（陽明） 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
Applying engineering to neuroscience including such diverse areas as neural tissue engineering, models of neural function, and neural interface technology. Focuses mainly in the context of neural interfaces and prosthetics, from basic neural physiology and models of neural mechanisms to advanced neural interfaces currently in development or produced commercially.
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‧Learn about some of the goals of neural engineering and who is involved (in research and uses) ‧ Learn about many of the features of the nervous system and body that neural engineering must consider ‧ Be able to describe what neural engineering is and what a neural engineering system might include or not include, and why, to someone not in the class
40% - weekly homework (8) 20% - midterm project/ exam 10% - lab reports (3) 10% - class participation and attendance 20% - final project
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Class overview (lecture), biophysics review and introduction NE 2021/09/13 |
| 第 2 週 | 中秋節 2021/09/20 |
| 第 3 週 | Cells of the Nervous System(1) Membrane potentials, Hodgkin-Huxley, Cable Equation 2021/09/27 |
| 第 4 週 | Cells of the Nervous System(2) Membrane potentials, Hodgkin-Huxley, Cable Equation 2021/10/04 |
| 第 5 週 | Action potentials 2021/10/11 |
| 第 6 週 | Action Potential Propagation 2021/10/18 |
| 第 7 週 | Volume conductor models, modeling neural recording 2021/10/25 |
| 第 8 週 | Modeling neural stimulation, electrode impedance models 2021/11/01 |
| 第 9 週 | Principal components, clustering algorithms 2021/11/08 |
| 第 10 週 | Midterm project/exam 2021/11/15 |
| 第 11 週 | Machine learning classifiers: Spike sorting, clustering algorithms 2021/11/22 |
| 第 12 週 | Classification based brain machine interfaces (Naive Bayes, LDA, logistic regression, SVM) 2021/11/29 |
| 第 13 週 | Continuous brain machine interfaces (Linear regression, Kalman filters) 2021/12/06 |
| 第 14 週 | Neural networks for neural decoding (1) 2021/12/13 |
| 第 15 週 | Neural networks for neural decoding (2) 2021/12/20 |
| 第 16 週 | State of the art in neuroprosthetics research 2021/12/27 |
| 第 17 週 | Neuromodulation 2022/01/03 |
| 第 18 週 | Final project 2022/01/10 |
Ref: From Neuron to Brain 5th
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