仿神經形態積體電路與系統
Neuromorphic Integrated Circuits and Systems
| 節 | 週一 |
|---|---|
N 12:20–13:10 | 仿神經形態積體電路與系統 EE220（光復） 3 節連堂 |
5 13:20–14:10 | |
6 14:20–15:10 |
* 根據陽明交大上課時間表所列
Upon completion of this course, students will be able to: Bridge Neuroscience and Silicon Physics Understand the physical isomorphism between biological ion channels and subthreshold MOSFETs to design "bio-plausible" circuits. Master Low-Power Analog Design Acquire proficiency in designing subthreshold current-mode circuits to implement silicon neurons and neuromorphic circuits with ultra-low power consumption. Connect Algorithms to Hardware Analyze the evolution from traditional deep learning architectures and computing-in-memory paradigms to event-driven spiking neural networks. Design Bio-Inspired Sensory Systems Develop integrated neuromorphic systems, such as Silicon Retinas, Silicon Cochlea, and tactile interfaces, to address perception and control challenges in robotics.
Microelectronics, Analog Circuit Design, Artificial Intelligence
無備註
Lectures with Projects and Paper Presentations
Homework Assignments 30% Projects 25% Final Exam 25% Paper Presentation 10% Class Participation 10%
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to AI History and Challenges 時數：[2026-02-23]彭盛裕(3.00) |
| 第 2 週 | AI Landscape and Neuromorphic Engineering Basics 時數：[2026-03-02]彭盛裕(3.00) |
| 第 3 週 | Recap on MOS FET Bulk-Referenced Models 時數：[2026-03-09]彭盛裕(3.00) |
| 第 4 週 | Subthreshold MOS & Current-mode Circuits 時數：[2026-03-16]彭盛裕(3.00) |
| 第 5 週 | Translinear & Log-domain Filters 時數：[2026-03-23]彭盛裕(3.00) |
| 第 6 週 | AI Accelerators: Digital vs. Mixed-Signal 時數：[2026-03-30]彭盛裕(3.00) |
| 第 7 週 | National Holiday 時數：[2026-04-06]彭盛裕(0.00) |
| 第 8 週 | AI Accelerators: Digital vs. Mixed-Signal 時數：[2026-04-13]彭盛裕(3.00) |
| 第 9 週 | Emerging Memories & Computing-In-Memories 時數：[2026-04-20]彭盛裕(3.00) |
| 第 10 週 | Silicon Neuron Circuits & AER & Large-scale Architectures 時數：[2026-04-27]彭盛裕(3.00) |
| 第 11 週 | Synaptic Circuits & Plasticity & SNN Algorithms 時數：[2026-05-04]彭盛裕(3.00) |
| 第 12 週 | Visual Pathway & Silicon Retina 時數：[2026-05-11]彭盛裕(3.00) |
| 第 13 週 | Auditory Pathway & Silicon Cochlea /Tactile, Olfactory & Sensor Fusion 時數：[2026-05-18]彭盛裕(3.00) |
| 第 14 週 | Invited Talks/Paper Discussion 時數：[2026-05-25]彭盛裕(3.00) |
| 第 15 週 | Final Project Presentation 時數：[2026-06-01]彭盛裕(3.00) |
| 第 16 週 | Final Exam 時數：[2026-06-08]彭盛裕(3.00) |
Analog VLSI: Circuits and Principles Authors: Liu, Kramer, Indiveri, Delbruck, and Douglas Publisher: Massachusetts Institute of Technology Year: 2002 Event-Based Neuromorphic Systems Authors: Shih-Chii Liu, Tobi Delbruck, Giacomo Indiveri, Adrian Whatley, Rodney Douglas Publisher: John Wiley & Sons Year: 2015
- 地點
- EE-222B
- 時間
- Monday 11:10am to 12:00pm
- 聯絡方式
- speng@nycu.edu.tw