1 EEET 0485 Digital Signal Processing EEET 0485

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1 EEET 0485 Digital Signal Processing การประมวลผลสญญาณดจตอล ผศ. ดร. พระพล ยวภษตานนท ภาควชาวศวกรรมอเลกทรอนกส EEET 0485

1 EEET 0485 Digital Signal Processing การประมวลผลสญญาณดจตอล ผศ. ดร. พระพล ยวภษตานนท ภาควชาวศวกรรมอเลกทรอนกส EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -1

Course Outline • • Introduction and Applications of DSP Discrete-time signals and systems Discrete-time

Course Outline • • Introduction and Applications of DSP Discrete-time signals and systems Discrete-time Fourier Transform (DTFT) Z-transform Discrete Fourier Transform (DFT) Finite Impulse Response (FIR) filter Infinite Impulse Response (IIR) filter Multi-rate signal processing EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -2

Textbooks • ตำราหลก • ตำราประกอบ EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon

Textbooks • ตำราหลก • ตำราประกอบ EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -3

Course Website • http: //embedsigproc. wordpress. com/dsp-lecture-page/ EEET 0485 Digital Signal Processing Asst. Prof.

Course Website • http: //embedsigproc. wordpress. com/dsp-lecture-page/ EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -5

DSP Applications • • • Communications Biomedical Imaging Robotics Industry Entertainment Military EEET 0485

DSP Applications • • • Communications Biomedical Imaging Robotics Industry Entertainment Military EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -8

Transmitted and Received Sine Radar Signal • สญญาณสงไป 1 รปคลน • สญญาณทรบไดโดยไมม Noise �������

Transmitted and Received Sine Radar Signal • สญญาณสงไป 1 รปคลน • สญญาณทรบไดโดยไมม Noise ������� ������� (������������ EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -10

Detected Radar Signal No Noise • เราใช Correlation ในการกำหนดระยะทางจากการสะทอนของสญญาณเรดาร กรณไมม Noise A B EEET

Detected Radar Signal No Noise • เราใช Correlation ในการกำหนดระยะทางจากการสะทอนของสญญาณเรดาร กรณไมม Noise A B EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -12

Detected Radar Signal With Noise • ผลลพธของการทำ Correlation คอ การทราบวาตำแหนงสงสดคอตำแหนง Noise A delay กรณไมม

Detected Radar Signal With Noise • ผลลพธของการทำ Correlation คอ การทราบวาตำแหนงสงสดคอตำแหนง Noise A delay กรณไมม C B EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -14

Image Processing: X-Ray Imaging EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP

Image Processing: X-Ray Imaging EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -16

Computer Tomography Computed Tomography, Thorsten M. Buzug EEET 0485 Digital Signal Processing Asst. Prof.

Computer Tomography Computed Tomography, Thorsten M. Buzug EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -17

CT Scanner Development Computed Tomography, Thorsten M. Buzug EEET 0485 Digital Signal Processing Asst.

CT Scanner Development Computed Tomography, Thorsten M. Buzug EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -18

Modern CT Imaging Computed Tomography, Thorsten M. Buzug EEET 0485 Digital Signal Processing Asst.

Modern CT Imaging Computed Tomography, Thorsten M. Buzug EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -19

Magnetic Resonance Imaging (MRI) • เปนเครองมอสำหรบถายภาพอวยวะภายในของมนษยโดยไ มตองอาศยการผาตด EEET 0485 Digital Signal Processing Asst. Prof.

Magnetic Resonance Imaging (MRI) • เปนเครองมอสำหรบถายภาพอวยวะภายในของมนษยโดยไ มตองอาศยการผาตด EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -20

MRI Principle EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -21

MRI Principle EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -21

Basic of MRI EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1

Basic of MRI EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -22

Ultrasound Imaging EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -23

Ultrasound Imaging EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -23

Ultrasound Transducer EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -24

Ultrasound Transducer EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -24

2 -D Ultrasound Imaging EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP

2 -D Ultrasound Imaging EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -25

3 -D Ultrasound Scanner EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP

3 -D Ultrasound Scanner EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -26

3 -D Ultrasound Imaging EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP

3 -D Ultrasound Imaging EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -27

Image Processing: Geographical EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1

Image Processing: Geographical EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -28

Image Processing: Restoration EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1

Image Processing: Restoration EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -29

Image Processing: Resampling EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1

Image Processing: Resampling EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -30

Pattern recognition EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -31

Pattern recognition EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -31

Image Processing: Fault Detection EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP

Image Processing: Fault Detection EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -32

Classification EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon Classification, Parameter Estimation and

Classification EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon Classification, Parameter Estimation and State Estimation, F. van der Heijden Et al. DSP 1 -33

Classification Process EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -34

Classification Process EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -34

Classification Probability EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -35

Classification Probability EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -35

Quality Inspection EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -36

Quality Inspection EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -36

Speech Processing “Speak & Spell” • ใชชพ TMS 5110 ของ TI ( Texas Instrumnet)

Speech Processing “Speak & Spell” • ใชชพ TMS 5110 ของ TI ( Texas Instrumnet) ซงเปน Speech/ Voice synthesizer • การสงเคราะหเสยงพดจะใชหลกการ ทเรยกวา linear predictive coding (LPC) Memory Card เพมรปแบบเสยง EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -37 E. T.

Microphone Array MULTIRATE STATISTICAL SIGNAL PROCESSING, Omid S. Jahromi EEET 0485 Digital Signal Processing

Microphone Array MULTIRATE STATISTICAL SIGNAL PROCESSING, Omid S. Jahromi EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -39

DSP in Robotics EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1

DSP in Robotics EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -40

Robot Localisation Probabilistics Robots Sebastian THRUN Wolfram BURGARD Dieter FOX EEET 0485 Digital Signal

Robot Localisation Probabilistics Robots Sebastian THRUN Wolfram BURGARD Dieter FOX EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -41

Rhino: Guide Tour Robot Probabilistics Robots Sebastian THRUN Wolfram BURGARD Dieter FOX EEET 0485

Rhino: Guide Tour Robot Probabilistics Robots Sebastian THRUN Wolfram BURGARD Dieter FOX EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -42

Robot Mapping Probabilistics Robots Sebastian THRUN Wolfram BURGARD Dieter FOX EEET 0485 Digital Signal

Robot Mapping Probabilistics Robots Sebastian THRUN Wolfram BURGARD Dieter FOX EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -43

Artificial Neural Networks EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1

Artificial Neural Networks EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -44

ANN in Finance EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1

ANN in Finance EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -45

Mobile Communications • ระบบโทรศพทเคลอนท • สญญาณวงผาน Channel • เรยก channel แบบมหลายๆ เสนทางวา Multipath channel

Mobile Communications • ระบบโทรศพทเคลอนท • สญญาณวงผาน Channel • เรยก channel แบบมหลายๆ เสนทางวา Multipath channel 1 EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon 2 DSP 1 -46

โมเดลของชองการสอสารสญญาณ • เราโมเดลชองทางสอสารดวยระบบ FIR Multipath Channel (FIR) EEET 0485 Digital Signal Processing Asst. Prof.

โมเดลของชองการสอสารสญญาณ • เราโมเดลชองทางสอสารดวยระบบ FIR Multipath Channel (FIR) EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -47

Equalisation • ตวปรบแตงสญญาณทำหนาท Multipath Channel “ดด ”สญญาณกลบคน Equaliser EEET 0485 Digital Signal Processing Asst.

Equalisation • ตวปรบแตงสญญาณทำหนาท Multipath Channel “ดด ”สญญาณกลบคน Equaliser EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -48

วงจรปรบแตงสญญาณ EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon (Equaliser) DSP 1 -49

วงจรปรบแตงสญญาณ EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon (Equaliser) DSP 1 -49

Training bits for GSM EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP

Training bits for GSM EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -50

การปรบตวของอควอไลเซอร EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -51

การปรบตวของอควอไลเซอร EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -51

Seismographic Earthquake EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -52

Seismographic Earthquake EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -52

สญญาณเอคโคในระบบโทรศพท EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -54

สญญาณเอคโคในระบบโทรศพท EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -54

วงจรกรองแบบ FIR (Finite impulse respose) สญญาณรบ x[k] z-1 h[0] h[1] z-1 h[2] h[3] S

วงจรกรองแบบ FIR (Finite impulse respose) สญญาณรบ x[k] z-1 h[0] h[1] z-1 h[2] h[3] S EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon z-1 h[4] y[k] DSP 1 -55

เครองกำจดเอคโค (Echo Canceller) EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1

เครองกำจดเอคโค (Echo Canceller) EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -56

Continuous-Time vs. Discrete-Time Signals EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP

Continuous-Time vs. Discrete-Time Signals EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -58

Sampled Signal Input Sampled Output EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon

Sampled Signal Input Sampled Output EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -59

สญญาณแบบอนๆ EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -60

สญญาณแบบอนๆ EEET 0485 Digital Signal Processing Asst. Prof. Peerapol Yuvapoositanon DSP 1 -60