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ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU Access IC Lab Overview & 103-1 Undergraduate Projects 吳安宇教授 Date: 2014/6/25 Lab homepage: http://access.ee.ntu.edu.tw/index_ch.htm (slide 會放在網頁)

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Page 1: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB

Graduate Institute of Electronics Engineering, NTU

Access IC Lab Overview &

103-1 Undergraduate Projects

吳安宇教授

Date: 2014/6/25

Lab homepage: http://access.ee.ntu.edu.tw/index_ch.htm

(slide 會放在網頁)

Page 2: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P2

Access Lab Profile/Overview

Location: EE building II (Rm. 232, 14坪)

Manpower: 6 Ph.D. students

13 MS students

Equipment:

3 Sun Blade 2000 Workstations

2 Sun Ultra 60 Workstations

24 PC and 6 Notebooks for students

Page 3: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P3

有關指導教授 99年度「中國電機工程學會傑出電機工程教授獎」

96年8月1日借調工研院系統晶片中心副主任

95年度台大共同教育委員會 - 「教學優良獎」

95年度第七屆旺宏金矽獎-半導體設計與應用大賽:「指導教授獎」(應用組、設計組)

94年8月1日升等教授

94年度國科會「吳大猷先生紀念獎」(微電子學門唯一提名)

94年度「國立臺灣大學傅斯年獎(肯定 SCI 學術期刊論文發表之學術貢獻)」

93年度「中國電機工程學會優秀青年電機工程師獎」

93年度「中國工程師學會工程論文獎」

93年度第四屆旺宏金矽獎-半導體設計與應用大賽:「最佳指導教授獎」

92年度「旺宏電子青年教授講座」

86、87、88、89年度國科會甲等研究獎勵共四次

88年度教育部「VLSI與系統設計」教育改進計畫佳作 (課程:可程式性信號處理器專題)

國科會「微電子學門」計畫複審委員

教育部 SOC 聯盟「系統晶片設計實驗」總主持人

第 15 屆 VLSI/CAD Symposium 議程主席

我國 IA 旗鑑產品推行小組規格起草委員

經濟部技術處「業界開發產業技術計畫」審查委員

經濟部工業局「審核係屬科技事業暨產品或技術開發成功且具市場性意見書評估委員會」專案委員

Associate Editor:IEEE Transactions on VLSI Systems

Associate Editor:EURASIP Journal on Applied Signal Processing

Technical Program Committee Member of Major IEEE International Conferences: ICIP, SiPS, AP-ASIC, ISCAS, ISPACS, ICME, APCCAS, and ASIC/SOC.

Page 4: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P4

指導學生獲獎 第一屆全國SOC系統晶片設計比賽

軟硬體發展平台組 「優等獎 」

SoC晶片組 「優等獎」

94年度中國工程師學會全國大學部工程論文競賽

電資組「特優 」

94年度台灣積體電路設計學會「博士論文獎」

94 & 95學年度電子所年度「最佳碩士論文獎」

2010 IEEE VLSI-DAT 「最佳會議論文獎」

100年度大專學生研究計畫研究創作獎

旺宏金矽獎-半導體設計與應用大賽:

第四屆「優等獎」及「新手獎」

第五屆設計組-設計組「最佳創意獎」

第七屆設計組-應用組「銅牌獎」、設計組「優勝」、

設計組「銅牌獎」、設計組「最佳創意獎」

第八屆設計組「優勝獎」x2

第九屆設計組「金獎」、設計組「最佳創意獎」、設

計組「銅獎」

2004,2005,2007,2008,2009,2010 國家晶片系統設

計中心「優良晶片」設計

2007鳳凰盃IC設計競賽數位IC組 「優等獎」

大學院校積體電路設計競賽:

94,95,96,98學年度研究所組標準單元設計 「佳作」

99 學年度研究所組標準單元設計 「特優」「佳作」

100 學年度研究所組標準單元設計 「優等」「佳作」

101 學年度研究所組標準單元設計 「特優」「優等」

Page 5: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P5

From 3C to ICS

Computer

Content/

Consumer Communication

3C

VLSI

DSP Communication

& Networking

Access

lab.

3C Access IC Lab Focus

ICS: Integrated Circuits and Systems

Page 6: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P6

Topics

Basic Part

I. Fast Fourier Transform (FFT) Project - from

algorithms to circuit implementation and analysis

Research Part

I. 感知運算–利用壓縮感知技術實現類神經訊號處理

(Neuronal Signal Processing System)

II. 具錯誤恢復機制之多核心系統設計

(Error-Resilient Multi-core System)

III. 生醫訊號處理–早期預測急性中風病患預後

(Early Prediction of Function Outcome in Stroke Patients)

Page 7: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P7

IC Design and Implementation

Idea

Design

Page 8: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P8

FFT- From Algorithm to Architecture

Fixed-Point Analysis

Algorithm Level Architecture Level

Architecture

Mapping

>> Y=fft(X);

Page 9: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P9

Goal of Project

Architecture design & fixed-point analysis

Front-end digital IC design flow

Behavioral modeling: C or Matlab

Hardware Description Language (HDL): Verilog

Design Issue:

Speed, Area, and Power tradeoff

Different Architectures of FFT

Pipelined FFT

Memory-based FFT

Applications

ADSL/OFDM/UWB Systems

Biomedical Applications

Page 10: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P10

FFT Project

適合對象:

對Digital IC Design有興趣的同學

未來想加入Access IC實驗室的同學

條件:

Switch Logic Circuits, VLSI Design, and Signal and System

一顆充滿熱情的心

內容:

學習DSP Architecture Mapping, Design, and Verification

學習Behavioral Modeling and Fixed-Point Analysis: C or Matlab

熟悉Digital IC Front-end Design Flow: Verilog Coding Synthesis

Page 11: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P11

Schedule

周次 類別 內容 Homework

1 專題說明會

2 課程教學

Introduction to Digital Design Flow & FFT Algorithm HW1:

Complex Multipiler

4 課程教學 DSP in VLSI Design: pipelining, retiming, unfolding, folding HW2:

FIFO

6 課程教學 FFT Architecture: Pipelined & Memory-based HW3:

Up Down Counter

8 課程教學 Fixed-Point Analysis(Matlab) HW4:

Folding

9 期中考周 Break

11 課程教學 Synthesis

13 Paper討論 研讀近年來重要期刊及會議論文

15 Paper討論 研讀近年來重要期刊及會議論文

16 Mentor討論 期末報告討論

17 Mentor討論 期末報告討論

18 期末考周 Final Presentation

FFT Architecture Analysis and Implementation

Page 12: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P12

Topics

Basic Part

I. Fast Fourier Transform (FFT) Project - from

algorithms to circuit implementation and analysis

Research Part

I. 感知運算–利用壓縮感知技術實現類神經訊號處理

(Neuronal Signal Processing System)

II. 具錯誤恢復機制之多核心系統設計

(Error-Resilient Multi-core System)

III. 生醫訊號處理–早期預測急性中風病患預後

(Early Prediction of Function Outcome in Stroke Patients)

Page 13: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P13

Compressive Sensing - Applications

(a) 傳統影像訊號處理過程; (b)壓縮感知基本想法

過重建的演算法從少量的取樣還原原始訊號[6]。

(a)

(b)

Page 14: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P14

Neuronal Information Processing to

Compressive Sensing

Page 15: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P15

Neuron-like Image Processor

Image quality

Lens

Photo-sensitive cells

Pixel

Nowadays

Get more data (not information) as possible

Compressive sensing: Neuron-like Image Processor (NIP)

Measure what should be measured!

Lens > Photo-sensitive cell >> Pixel

Original 2500KB Compressed 148KB (6%)

Page 16: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P16

Project Goal

Measurement matrix construction

Information acquirement

Efficient reconstruction algorithm

and VLSI design

Page 17: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P17

Compressive Sensing System

適合對象:

對前瞻信息獲得演算法、類神經訊號處理有興趣的同學

未來想加入實驗室的同學

條件:

一顆充滿熱情的心

內容:

學習線性規劃最佳會求解

學習random sampling問題的求解

學習underdetermined問題的求解

熟悉Matlab基本應用

Page 18: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P18

Schedule

周次 類別 內容 Lab

2 專題說明會

4 Compressive Sensing

課程教學

Introduction to Compressive Sensing

System-part1

6 Compressive Sensing

課程教學

Reconstruction Algorithm: Linear

Programming and Greedy Algorithm

8 Compressive Sensing

課程教學

Reconstruction Algorithm: Linear

Programming and Greedy Algorithm

Lab1: Reconstruction

Simulation

9 期中考周 Break

11 Compressive Sensing

應用

Sampling Algorithm: Guanssian Random

Sampling Matrix and Deterministic

Sampling Matrix

13 Compressive Sensing

應用

Application:

Single Pixel Camera

Lab2: Single Pixel

Camera

14 Mentor討論 決定期末題目方向

15 Mentor討論 期末報告討論

16 Mentor討論 期末報告討論

17 Mentor討論 期末報告討論

18 期末考周 Final Presentation

Page 19: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P19

Topics

Basic Part

I. Fast Fourier Transform (FFT) Project - from

algorithms to circuit implementation and analysis

Research Part

I. 感知運算–利用壓縮感知技術實現類神經訊號處理

(Neuronal Signal Processing System)

II. 具錯誤恢復機制之多核心系統設計

(Error-Resilient Multi-core System)

III. 生醫訊號處理–早期預測急性中風病患預後

(Early Prediction of Function Outcome in Stroke Patients)

Page 20: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P20

Challenge of Reliable Green Computing

Circuits and Systems

Page 21: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P21

Why Error Resilient?

Statistical Error Resiliency (2013, SIPS, Shanbhag) [2]

Robustness (1000x) Energy efficiency (3x-6x)

Logic level error resiliency (LLER): NMR, Cascaded NMR

Micro-architecture error resiliency (MLER): ERSA

System level error resiliency (SLER): ANT, Soft-NMR, SSNoC, LP

[2]

2009~ 2011~

NMR: N-modular redundancy

ERSA: Error-resilient system

architecture

ANT: Algorithmic noise tolerance

SSNoC: Stochastic sensor

network-on-chip

LP: Likelihood processing

Page 22: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P22

Advantage of

System Level Error Resilient

No worst-case protection but error resiliency (2013, ICASSP, Shanbhag) [2]

Stochastic applications

Energy efficient

Inherent resiliency to errors (2012, ERSA) [1]

Iterative computation

Probabilistic representation

Input from the real world

Cognitive resilience

Recognition, mining, and synthesis (RMS) applications, media

processing, immersive computing [2]

Evaluation through BER, probability of detection, PSNR

Admit approximate error correct/compensation

Page 23: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P23

Error Resilient with Temporal-Redundancy :

Enhanced-ERSA (E2RSA)

綠運算設計及可適性方法(1)主動式設計,(2)可延展性,(3)記憶

體存取,(4)可調可靠度,(5)與通訊方法結合和(6)系統化方法。

ERSA: Error-Resilient System Architecture

Achieve error resilient by Re-computing or Re-scheduling to other core

SRC: Super Reliable Core

RRC: Relaxed Reliable Core

Page 24: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P24

Error Resilient with Spatial-Redundancy

[2]

N-Modular Redundancy (NMR) ANT

Stochastic Sensor Network-on-Chip (SSNoC) Soft NMR [6]

Algorithmic Noise Tolerance (ANT)

Page 25: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P25

Likelihood Processing

Replication

Spatio-temporal correlation

ANT, SSNoC-like NMR-like

Estimation

[6]

Page 26: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P26

CERES Project Topics in Access IC Lab

Asymmetric reliability in multi-core architectures

Cores with different reliability:SRC、RRC

Error handling and error-resilient algorithms

Application-specific enhancements

Combination of Spatial and Temporal Redundancy

SR

C

RR

C

SRC

Privet

e SRC

Mana

ged RRC

-k

Priv

ate

...

... ...

RR

C

RR

C

Memor

y

block

SR

C

RR

C

SRC

Privet

e SRC

Mana

ged RRC

-k

Priv

ate

...

... ...

RR

C

RR

C

No complete

HW/SW fault

tolerant

mechanisms

Passive

error

detection

Scalability

Hardware

error

model

Reliability

Memory

access

2 1

4 5

3

How to detect

and control

system errors?

Topic C

Prof. Yang

Prof. Li

Topic B

Topic A

Page 27: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

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P31

Schedule

周次 類別 內容 Lab

2 專題說明會

4 ER課程教學

Introduction to Spatial and Temporal

Redundancy

6 ER課程教學 A.1:Algorithmic Error Resilience Lab 1: LDPC Error-Resilience

8 ER課程教學 A.2 Communication-inspired error

detection and compensation

Lab 2: Image Error-Resilience

9 期中考周 Break

10 ER課程教學 B. Heterogeneous NoC / C. Approximate

Computing

Lab 3: Multi-core Tool Practice

11 ER課程討論 How to combine and utilize Spatial and

Temporal Redundancy

12 Mentor討論 決定期末題目方向

1.Algorithm Level

2.Architecture Level

14 Mentor討論 期末報告討論

15 Mentor討論 期末報告討論

16 Mentor討論 期末報告討論

17 Mentor討論 期末報告討論

18 期末考周 Final Presentation

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P32

Topics

Basic Part

I. Fast Fourier Transform (FFT) Project - from

algorithms to circuit implementation and analysis

Research Part

I. 感知運算–利用壓縮感知技術實現類神經訊號處理

(Neuronal Signal Processing System)

II. 具錯誤恢復機制之多核心系統設計

(Error-Resilient Multi-core System)

III. 生醫訊號處理–早期預測急性中風病患預後

(Early Prediction of Function Outcome in Stroke Patients)

Page 29: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P33

Introduction of Stroke (中風)

Stroke is the leading cause of death and disability.

Types

Ischemic strokes: lack of blood flow

Hemorrhagic strokes: leakage of blood

Early prediction of stroke outcome can help in

providing effective treatment.

Ischemic Hemorrhagic

EKG

ABP

PPG Multi-Modal

Signal

Processing

Vital Sign

Monitor Early Prediction

of Outcome

New

Index

Page 30: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P34

Biophysiological Signals

Vital sign monitor displays patients’ biophysiological

signals

Electrocardiogram (EKG)

Oxygen Saturation (SpO2)

Arterial blood pressure (ABP)

Respiration

Electroencephalography (EEG)

Advantage

Real-time & continuous

Safe

Portable

Inexpensive

EKG

ABP EKG

SpO2

Page 31: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P35

Flow Chart of Our Study

Pre-

processing

Feature

Extraction

Statistical

Analysis

Data

Collection

Filtering

Denoise

Motion artifact

Eye blink

Line noise

Power noise

Detrend

Baseline wander

Time Frequency

Analysis

Power spectrum

Short time

fourier transform

Modified Multiscale

Entropy (MSE)

0 2 4 6 8 10 12 14 16 18 20

0.8

1

1.2

1.4

1.6

1.8

2

Scale

Sam

ple

Entr

opy

mRS 0-2

mRS 3-5

mRS 6

EKG

SpO2

ABP

Respiration

EEG

0 100 200 300 400 500 600 700 800 900 1000-20

0

20

40

0 100 200 300 400 500 600 700 800 900 1000

-20

0

20

Signal denoise and detrend

noisy signal

trend

mRS ≤ 2

Good outcome

mRS ≥ 3

Poor spectrum

mRS = 6

Death

Page 32: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

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P36

Early Prediction of Function Outcome

in Stroke Patients

適合對象:

對生醫訊號處理有興趣的同學

未來想加入實驗室的同學

條件:

一顆充滿熱情的心

內容:

學習生醫訊號去雜訊處理

學習生醫訊號Feature Extraction

學習classifier

熟悉Matlab基本應用

Page 33: Access IC Lab Overview & 103-1 Undergraduate Projectsaccess.ee.ntu.edu.tw/course/20140625_Introduction to... · 2014-06-25 · ACCESS IC LAB Graduate Institute of Electronics Engineering,

ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

P37

Schedule 周次 類別 內容 Lab

2 專題說明會

4 生醫信號前處理 Preprocessing, peak detection, signal

integration evaluation.

6 生醫信號前處理 Time-Frequency Analysis

Modern Spectrum Analysis

Principle Component Analysis

Independent Component Analysis

8 生醫信號前處理 Empirical Mode Decomposition Lab1: EKG signal

preprocessing

9 期中考周 Break

10 生醫信號Feature

Extraction

Multiscale Entropy

12 生醫信號Feature

Extraction

Linear and Non-linear Classifier Lab2: EKG feature

extraction

14 Mentor討論 決定期末題目方向

15 Mentor討論 期末報告討論

16 Mentor討論 期末報告討論

17 Mentor討論 期末報告討論

18 期末考周 Final Presentation

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ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

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Contact Information

Feel free to contact with 吳安宇教授 Office: 電機二館441室,Phone:(02) 3366-3641

Email: [email protected]

直接連絡 Access IC Lab 學長 實驗室: 電機二館,Room 232 (EE2-232)

Phone: (02)3366-3700, ext.232

林祐民 (博士班): [email protected]

Lab Website http://access.ee.ntu.edu.tw/index_ch.htm

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ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU

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Access Lab 花東

創意研究研討會

小蒙牛送舊迎新

ACCESS IC LAB