SlideShare a Scribd company logo
DSP_FOEHU - Lec 03 - Sampling of Continuous Time Signals
DSP_FOEHU - Lec 03 - Sampling of Continuous Time Signals
DSP_FOEHU - Lec 03 - Sampling of Continuous Time Signals
DSP_FOEHU - Lec 03 - Sampling of Continuous Time Signals
DSP_FOEHU - Lec 03 - Sampling of Continuous Time Signals
max2sf f
1 2
( ) ,sjn t
s s
n ns s
t nT e
T T
n
ss
n
ss nTtnTxnTttxtx
2s m m s mf f f f f
Ts is called the Nyquist interval: It is the longest time interval that can be used for sampling a
bandlimited signal and still allow reconstruction of the signal at the receiver without distortion
Sampling Theorem: A finite energy function x(t) can be completely
reconstructed from its sampled value x(nTs) with
provided that =>
2 ( )
sin
2
( ) ( )
( )
s
s
s s
n s
f t nT
T
x t T x nT
t nT
( ) sin (2 ( ))s s s s
n
T x nT c f t nT
1 1
2
s
s m
T
f f
( ) s
p
n
t nT
x t
( ) ( ) ( )s px t x t x t
2
( ) sj nf t
n
n
x t c e
( ) [ ( ) ( )]s pX f x t x t
2
[ ( ) ]sj nf t
n
n
c x t e
[ ]n s
n
c X f nf
'( ) ( ) ( )x t x t t
( ) '( )* ( )sx t x t p t
( )* ( ) ( ) ( )* ( ) ( )s
n
p t x t t p t x t t nT
( ) [ ( )]s sX f x t
( ) ( ) ( )s
n
P f x t t nT
1
( ) ( )* ( )s
ns
P f X f f nf
T
1
( ) ( )s
ns
P f X f nf
T
( ) 3cos(50 ) 100sin(300 ) cos(100 )x t t t t
( ) 3cos2000 5sin6000 cos12000ax t t t t
DSP_FOEHU - Lec 03 - Sampling of Continuous Time Signals

More Related Content

PDF
DSP_FOEHU - Lec 09 - Fast Fourier Transform
Amr E. Mohamed
 
PDF
DSP_2018_FOEHU - Lec 08 - The Discrete Fourier Transform
Amr E. Mohamed
 
PDF
DSP_FOEHU - Lec 08 - The Discrete Fourier Transform
Amr E. Mohamed
 
PDF
DSP_FOEHU - MATLAB 04 - The Discrete Fourier Transform (DFT)
Amr E. Mohamed
 
PDF
DSP_2018_FOEHU - Lec 02 - Sampling of Continuous Time Signals
Amr E. Mohamed
 
PDF
DSP_2018_FOEHU - Lec 06 - FIR Filter Design
Amr E. Mohamed
 
PDF
DSP 08 _ Sheet Eight
Amr E. Mohamed
 
PDF
Dsp U Lec10 DFT And FFT
taha25
 
DSP_FOEHU - Lec 09 - Fast Fourier Transform
Amr E. Mohamed
 
DSP_2018_FOEHU - Lec 08 - The Discrete Fourier Transform
Amr E. Mohamed
 
DSP_FOEHU - Lec 08 - The Discrete Fourier Transform
Amr E. Mohamed
 
DSP_FOEHU - MATLAB 04 - The Discrete Fourier Transform (DFT)
Amr E. Mohamed
 
DSP_2018_FOEHU - Lec 02 - Sampling of Continuous Time Signals
Amr E. Mohamed
 
DSP_2018_FOEHU - Lec 06 - FIR Filter Design
Amr E. Mohamed
 
DSP 08 _ Sheet Eight
Amr E. Mohamed
 
Dsp U Lec10 DFT And FFT
taha25
 

What's hot (20)

PDF
Chapter5 - The Discrete-Time Fourier Transform
Attaporn Ninsuwan
 
PDF
Dsp 2018 foehu - lec 10 - multi-rate digital signal processing
Amr E. Mohamed
 
PPTX
Matched filter detection
SURYA DEEPAK
 
PDF
DSP_FOEHU - Lec 10 - FIR Filter Design
Amr E. Mohamed
 
PPTX
The discrete fourier transform (dsp) 4
HIMANSHU DIWAKAR
 
PDF
DSP_FOEHU - Lec 07 - Digital Filters
Amr E. Mohamed
 
PPT
Lecture9
babak danyal
 
PPTX
SAMPLING & RECONSTRUCTION OF DISCRETE TIME SIGNAL
karan sati
 
PPTX
Dft,fft,windowing
Abhishek Verma
 
PPTX
Impulse Response ppt
shubhajitCHATTERJEE2
 
PPTX
D ecimation and interpolation
Suchi Verma
 
PPSX
Chapter 2 signals and spectra,
nahrain university
 
PDF
Solved problems
Mulugeta Ashango
 
PPT
Lecture13
INDHULEKSHMI M.C
 
DOCX
signal and system Lecture 2
iqbal ahmad
 
PDF
Fourier series 1
Faiza Saher
 
PDF
Signal & system
Ghulam Shabbir
 
PDF
Fast Fourier Transform
op205
 
PPT
Matched filter
srkrishna341
 
Chapter5 - The Discrete-Time Fourier Transform
Attaporn Ninsuwan
 
Dsp 2018 foehu - lec 10 - multi-rate digital signal processing
Amr E. Mohamed
 
Matched filter detection
SURYA DEEPAK
 
DSP_FOEHU - Lec 10 - FIR Filter Design
Amr E. Mohamed
 
The discrete fourier transform (dsp) 4
HIMANSHU DIWAKAR
 
DSP_FOEHU - Lec 07 - Digital Filters
Amr E. Mohamed
 
Lecture9
babak danyal
 
SAMPLING & RECONSTRUCTION OF DISCRETE TIME SIGNAL
karan sati
 
Dft,fft,windowing
Abhishek Verma
 
Impulse Response ppt
shubhajitCHATTERJEE2
 
D ecimation and interpolation
Suchi Verma
 
Chapter 2 signals and spectra,
nahrain university
 
Solved problems
Mulugeta Ashango
 
Lecture13
INDHULEKSHMI M.C
 
signal and system Lecture 2
iqbal ahmad
 
Fourier series 1
Faiza Saher
 
Signal & system
Ghulam Shabbir
 
Fast Fourier Transform
op205
 
Matched filter
srkrishna341
 
Ad

Similar to DSP_FOEHU - Lec 03 - Sampling of Continuous Time Signals (20)

PDF
Digital Signal Processing[ECEG-3171]-Ch1_L05
Rediet Moges
 
PDF
DSP Lab 1-6.pdf
SaiSumanthK1
 
PPTX
Note and assignment mis3 5.3
RoshanTushar1
 
PPT
Ray : modeling dynamic systems
Houw Liong The
 
PPT
002 ray modeling dynamic systems
Institute of Technology Telkom
 
PPT
002 ray modeling dynamic systems
Institute of Technology Telkom
 
PDF
Presentation Sampling adn Reconstruction.pdf
werom2
 
PDF
DSP-Lec 02-Sampling and Reconstruction.pdf
MinhNht581331
 
PDF
233_Sample-Chapter.pdf
Sampathkumar477190
 
PDF
233_Sample-Chapter (1).pdf
ssuser4dafea
 
PPTX
Digital Signal Processing chapter02.pptx
MuhammadAdeel91907
 
PDF
LINEAR SYSTEMS
JazzieJao1
 
PPTX
Detection & Estimation in digital communication.pptx
dpprasad3
 
PPTX
Pulse Modulation ppt
sanjeev2419
 
PPTX
PPT Chapter-1-V1.pptx__26715_1_1539251776000.pptx.pptx
idrissaeed
 
PDF
Characterization of the Wireless Channel
Suraj Katwal
 
PDF
Baseband transmission
Punk Pankaj
 
PDF
Lecture1
srirenga
 
PDF
Sampling and Reconstruction DSP Material.pdf
alldspmaterial
 
Digital Signal Processing[ECEG-3171]-Ch1_L05
Rediet Moges
 
DSP Lab 1-6.pdf
SaiSumanthK1
 
Note and assignment mis3 5.3
RoshanTushar1
 
Ray : modeling dynamic systems
Houw Liong The
 
002 ray modeling dynamic systems
Institute of Technology Telkom
 
002 ray modeling dynamic systems
Institute of Technology Telkom
 
Presentation Sampling adn Reconstruction.pdf
werom2
 
DSP-Lec 02-Sampling and Reconstruction.pdf
MinhNht581331
 
233_Sample-Chapter.pdf
Sampathkumar477190
 
233_Sample-Chapter (1).pdf
ssuser4dafea
 
Digital Signal Processing chapter02.pptx
MuhammadAdeel91907
 
LINEAR SYSTEMS
JazzieJao1
 
Detection & Estimation in digital communication.pptx
dpprasad3
 
Pulse Modulation ppt
sanjeev2419
 
PPT Chapter-1-V1.pptx__26715_1_1539251776000.pptx.pptx
idrissaeed
 
Characterization of the Wireless Channel
Suraj Katwal
 
Baseband transmission
Punk Pankaj
 
Lecture1
srirenga
 
Sampling and Reconstruction DSP Material.pdf
alldspmaterial
 
Ad

More from Amr E. Mohamed (20)

PDF
Dcs lec03 - z-analysis of discrete time control systems
Amr E. Mohamed
 
PDF
Dcs lec02 - z-transform
Amr E. Mohamed
 
PDF
Dcs lec01 - introduction to discrete-time control systems
Amr E. Mohamed
 
PDF
DDSP_2018_FOEHU - Lec 10 - Digital Signal Processing Applications
Amr E. Mohamed
 
PDF
DSP_2018_FOEHU - Lec 07 - IIR Filter Design
Amr E. Mohamed
 
PDF
SE2018_Lec 17_ Coding
Amr E. Mohamed
 
PDF
SE2018_Lec-22_-Continuous-Integration-Tools
Amr E. Mohamed
 
PDF
SE2018_Lec 21_ Software Configuration Management (SCM)
Amr E. Mohamed
 
PDF
SE2018_Lec 18_ Design Principles and Design Patterns
Amr E. Mohamed
 
PDF
Selenium - Introduction
Amr E. Mohamed
 
PPTX
SE2018_Lec 20_ Test-Driven Development (TDD)
Amr E. Mohamed
 
PDF
SE2018_Lec 19_ Software Testing
Amr E. Mohamed
 
PDF
DSP_2018_FOEHU - Lec 05 - Digital Filters
Amr E. Mohamed
 
PDF
DSP_2018_FOEHU - Lec 04 - The z-Transform
Amr E. Mohamed
 
PDF
DSP_2018_FOEHU - Lec 03 - Discrete-Time Signals and Systems
Amr E. Mohamed
 
PDF
SE2018_Lec 15_ Software Design
Amr E. Mohamed
 
PDF
DSP_2018_FOEHU - Lec 1 - Introduction to Digital Signal Processing
Amr E. Mohamed
 
PDF
DSP_2018_FOEHU - Lec 0 - Course Outlines
Amr E. Mohamed
 
PDF
SE2018_Lec 14_ Process Modeling and Data Flow Diagram.pptx
Amr E. Mohamed
 
PDF
SE18_Lec 13_ Project Planning
Amr E. Mohamed
 
Dcs lec03 - z-analysis of discrete time control systems
Amr E. Mohamed
 
Dcs lec02 - z-transform
Amr E. Mohamed
 
Dcs lec01 - introduction to discrete-time control systems
Amr E. Mohamed
 
DDSP_2018_FOEHU - Lec 10 - Digital Signal Processing Applications
Amr E. Mohamed
 
DSP_2018_FOEHU - Lec 07 - IIR Filter Design
Amr E. Mohamed
 
SE2018_Lec 17_ Coding
Amr E. Mohamed
 
SE2018_Lec-22_-Continuous-Integration-Tools
Amr E. Mohamed
 
SE2018_Lec 21_ Software Configuration Management (SCM)
Amr E. Mohamed
 
SE2018_Lec 18_ Design Principles and Design Patterns
Amr E. Mohamed
 
Selenium - Introduction
Amr E. Mohamed
 
SE2018_Lec 20_ Test-Driven Development (TDD)
Amr E. Mohamed
 
SE2018_Lec 19_ Software Testing
Amr E. Mohamed
 
DSP_2018_FOEHU - Lec 05 - Digital Filters
Amr E. Mohamed
 
DSP_2018_FOEHU - Lec 04 - The z-Transform
Amr E. Mohamed
 
DSP_2018_FOEHU - Lec 03 - Discrete-Time Signals and Systems
Amr E. Mohamed
 
SE2018_Lec 15_ Software Design
Amr E. Mohamed
 
DSP_2018_FOEHU - Lec 1 - Introduction to Digital Signal Processing
Amr E. Mohamed
 
DSP_2018_FOEHU - Lec 0 - Course Outlines
Amr E. Mohamed
 
SE2018_Lec 14_ Process Modeling and Data Flow Diagram.pptx
Amr E. Mohamed
 
SE18_Lec 13_ Project Planning
Amr E. Mohamed
 

Recently uploaded (20)

PDF
Introduction to Ship Engine Room Systems.pdf
Mahmoud Moghtaderi
 
PDF
dse_final_merit_2025_26 gtgfffffcjjjuuyy
rushabhjain127
 
PDF
Packaging Tips for Stainless Steel Tubes and Pipes
heavymetalsandtubes
 
PDF
FLEX-LNG-Company-Presentation-Nov-2017.pdf
jbloggzs
 
PPTX
22PCOAM21 Data Quality Session 3 Data Quality.pptx
Guru Nanak Technical Institutions
 
PDF
EVS+PRESENTATIONS EVS+PRESENTATIONS like
saiyedaqib429
 
PPTX
Introduction of deep learning in cse.pptx
fizarcse
 
PDF
top-5-use-cases-for-splunk-security-analytics.pdf
yaghutialireza
 
PDF
LEAP-1B presedntation xxxxxxxxxxxxxxxxxxxxxxxxxxxxx
hatem173148
 
PPTX
Inventory management chapter in automation and robotics.
atisht0104
 
PPTX
easa module 3 funtamental electronics.pptx
tryanothert7
 
PDF
The Effect of Artifact Removal from EEG Signals on the Detection of Epileptic...
Partho Prosad
 
PDF
Biodegradable Plastics: Innovations and Market Potential (www.kiu.ac.ug)
publication11
 
PPTX
Information Retrieval and Extraction - Module 7
premSankar19
 
PDF
settlement FOR FOUNDATION ENGINEERS.pdf
Endalkazene
 
PDF
67243-Cooling and Heating & Calculation.pdf
DHAKA POLYTECHNIC
 
PDF
Top 10 read articles In Managing Information Technology.pdf
IJMIT JOURNAL
 
PPTX
database slide on modern techniques for optimizing database queries.pptx
aky52024
 
PPTX
Module2 Data Base Design- ER and NF.pptx
gomathisankariv2
 
PPT
1. SYSTEMS, ROLES, AND DEVELOPMENT METHODOLOGIES.ppt
zilow058
 
Introduction to Ship Engine Room Systems.pdf
Mahmoud Moghtaderi
 
dse_final_merit_2025_26 gtgfffffcjjjuuyy
rushabhjain127
 
Packaging Tips for Stainless Steel Tubes and Pipes
heavymetalsandtubes
 
FLEX-LNG-Company-Presentation-Nov-2017.pdf
jbloggzs
 
22PCOAM21 Data Quality Session 3 Data Quality.pptx
Guru Nanak Technical Institutions
 
EVS+PRESENTATIONS EVS+PRESENTATIONS like
saiyedaqib429
 
Introduction of deep learning in cse.pptx
fizarcse
 
top-5-use-cases-for-splunk-security-analytics.pdf
yaghutialireza
 
LEAP-1B presedntation xxxxxxxxxxxxxxxxxxxxxxxxxxxxx
hatem173148
 
Inventory management chapter in automation and robotics.
atisht0104
 
easa module 3 funtamental electronics.pptx
tryanothert7
 
The Effect of Artifact Removal from EEG Signals on the Detection of Epileptic...
Partho Prosad
 
Biodegradable Plastics: Innovations and Market Potential (www.kiu.ac.ug)
publication11
 
Information Retrieval and Extraction - Module 7
premSankar19
 
settlement FOR FOUNDATION ENGINEERS.pdf
Endalkazene
 
67243-Cooling and Heating & Calculation.pdf
DHAKA POLYTECHNIC
 
Top 10 read articles In Managing Information Technology.pdf
IJMIT JOURNAL
 
database slide on modern techniques for optimizing database queries.pptx
aky52024
 
Module2 Data Base Design- ER and NF.pptx
gomathisankariv2
 
1. SYSTEMS, ROLES, AND DEVELOPMENT METHODOLOGIES.ppt
zilow058
 

DSP_FOEHU - Lec 03 - Sampling of Continuous Time Signals

  • 7. 1 2 ( ) ,sjn t s s n ns s t nT e T T n ss n ss nTtnTxnTttxtx
  • 8. 2s m m s mf f f f f
  • 9. Ts is called the Nyquist interval: It is the longest time interval that can be used for sampling a bandlimited signal and still allow reconstruction of the signal at the receiver without distortion
  • 10. Sampling Theorem: A finite energy function x(t) can be completely reconstructed from its sampled value x(nTs) with provided that => 2 ( ) sin 2 ( ) ( ) ( ) s s s s n s f t nT T x t T x nT t nT ( ) sin (2 ( ))s s s s n T x nT c f t nT 1 1 2 s s m T f f ( ) s p n t nT x t
  • 11. ( ) ( ) ( )s px t x t x t 2 ( ) sj nf t n n x t c e ( ) [ ( ) ( )]s pX f x t x t 2 [ ( ) ]sj nf t n n c x t e [ ]n s n c X f nf
  • 12. '( ) ( ) ( )x t x t t ( ) '( )* ( )sx t x t p t ( )* ( ) ( ) ( )* ( ) ( )s n p t x t t p t x t t nT
  • 13. ( ) [ ( )]s sX f x t ( ) ( ) ( )s n P f x t t nT 1 ( ) ( )* ( )s ns P f X f f nf T 1 ( ) ( )s ns P f X f nf T
  • 14. ( ) 3cos(50 ) 100sin(300 ) cos(100 )x t t t t ( ) 3cos2000 5sin6000 cos12000ax t t t t