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EEE328
Digital Signal Processing
Ankara University
Faculty of Engineering
Electrical and Electronics Engineering Department
Ankara University Electrical and Electronics Eng. Dept. EEE328
Sampling of Continuous-Time Signals
EEE328 Digital Signal Processing
Lecture 9
Ankara University Electrical and Electronics Eng. Dept. EEE328
Agenda
• Sampling
• Continuous-Time to Discrete-Time (C/D) Converter
Ankara University Electrical and Electronics Eng. Dept. EEE328
Periodic Sampling
𝑥 𝑛 = 𝑥𝑐 𝑛𝑇 , −∞ < 𝑛 < ∞
T: sampling period
Ankara University Electrical and Electronics Eng. Dept. EEE328
xc(t)
T
x[t]=xc(nT)
Ideal Continuous-Time to Discrete-Time (C/D) Converter
Sampling with Periodic Impulse Train
Ankara University Electrical and Electronics Eng. Dept. EEE328
Conversion from
impulse train to
discrete-time
sequence
xc(t) xs(t)
s(t)
C/D Converter
x[n]=xc(nT)
Frequency Domain Representation of Sampling
𝑠 𝑡 = ෍
𝑛=−∞
∞
𝛿(𝑡 − 𝑛𝑇)
𝑥𝑠 𝑡 = 𝑥𝑐 𝑡 𝑠 𝑡 = 𝑥𝑐(𝑡) ෍
𝑛=−∞
∞
𝛿(𝑡 − 𝑛𝑇)
𝑥𝑠 𝑡 = ෍
𝑛=−∞
∞
𝑥𝑐(𝑛𝑇)𝛿(𝑡 − 𝑛𝑇)
Ankara University Electrical and Electronics Eng. Dept. EEE328
Frequency Domain Representation of Sampling
𝑆 𝑗Ω =
2𝜋
𝑇
෍
𝑘=−∞
∞
𝛿(Ω − 𝑘Ω𝑠)
𝑋𝑠 𝑗Ω =
1
2𝜋
𝑋𝑐 𝑗Ω ∗ 𝑆 𝑗Ω
𝑋𝑠 𝑗Ω =
1
𝑇
෍
𝑘=−∞
∞
𝑋𝑐(𝑗 Ω − 𝑘Ω𝑠 )
Ω𝑠 − Ω𝑁 > Ω𝑁
Ω𝑠 > 2Ω𝑁
Ankara University Electrical and Electronics Eng. Dept. EEE328
Frequency Domain Representation of Sampling
Ankara University Electrical and Electronics Eng. Dept. EEE328
𝑋𝑐(𝑗Ω)
1
Ω𝑁
−Ω𝑁 Ω
Ω
𝑆(𝑗Ω) 2𝜋
𝑇
Ω𝑠 2Ω𝑠
−2Ω𝑠 −Ω𝑠 0
… …
Frequency Domain Representation of Sampling
Ankara University Electrical and Electronics Eng. Dept. EEE328
𝑋𝑐(𝑗Ω)
1
Ω𝑁
−Ω𝑁 Ω
Ω
1
𝑇
Ω𝑠 2Ω𝑠
−2Ω𝑠 −Ω𝑠 0
…
𝑋𝑠(𝑗Ω)
Ω𝑁
−Ω𝑁
Ω𝑠 −Ω𝑁
Ω𝑠 > 2Ω𝑁
Frequency Domain Representation of Sampling
Ankara University Electrical and Electronics Eng. Dept. EEE328
𝑋𝑐(𝑗Ω)
1
Ω𝑁
−Ω𝑁 Ω
Ω
1
𝑇
−2Ω𝑠 −Ω𝑠 0
…
𝑋𝑠(𝑗Ω)
Ω𝑁
−Ω𝑁 Ω𝑠 2Ω𝑠
Ω𝑠 ≯ 2Ω𝑁 Aliasing
References
• Signals & Systems, Second Edition, A. V. Oppenheim, A. S. Willsky with S. H.
Nawab, Prentice Hall, 1997
• Discrete-Time Signal Processing, Second Edition, A. V. Oppenheim, R. W. Schafer
with J. R. Buck, Prentice Hall, 1999
Ankara University Electrical and Electronics Eng. Dept. EEE328

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EEE 328 09.pdf

  • 1. EEE328 Digital Signal Processing Ankara University Faculty of Engineering Electrical and Electronics Engineering Department Ankara University Electrical and Electronics Eng. Dept. EEE328
  • 2. Sampling of Continuous-Time Signals EEE328 Digital Signal Processing Lecture 9 Ankara University Electrical and Electronics Eng. Dept. EEE328
  • 3. Agenda • Sampling • Continuous-Time to Discrete-Time (C/D) Converter Ankara University Electrical and Electronics Eng. Dept. EEE328
  • 4. Periodic Sampling 𝑥 𝑛 = 𝑥𝑐 𝑛𝑇 , −∞ < 𝑛 < ∞ T: sampling period Ankara University Electrical and Electronics Eng. Dept. EEE328 xc(t) T x[t]=xc(nT) Ideal Continuous-Time to Discrete-Time (C/D) Converter
  • 5. Sampling with Periodic Impulse Train Ankara University Electrical and Electronics Eng. Dept. EEE328 Conversion from impulse train to discrete-time sequence xc(t) xs(t) s(t) C/D Converter x[n]=xc(nT)
  • 6. Frequency Domain Representation of Sampling 𝑠 𝑡 = ෍ 𝑛=−∞ ∞ 𝛿(𝑡 − 𝑛𝑇) 𝑥𝑠 𝑡 = 𝑥𝑐 𝑡 𝑠 𝑡 = 𝑥𝑐(𝑡) ෍ 𝑛=−∞ ∞ 𝛿(𝑡 − 𝑛𝑇) 𝑥𝑠 𝑡 = ෍ 𝑛=−∞ ∞ 𝑥𝑐(𝑛𝑇)𝛿(𝑡 − 𝑛𝑇) Ankara University Electrical and Electronics Eng. Dept. EEE328
  • 7. Frequency Domain Representation of Sampling 𝑆 𝑗Ω = 2𝜋 𝑇 ෍ 𝑘=−∞ ∞ 𝛿(Ω − 𝑘Ω𝑠) 𝑋𝑠 𝑗Ω = 1 2𝜋 𝑋𝑐 𝑗Ω ∗ 𝑆 𝑗Ω 𝑋𝑠 𝑗Ω = 1 𝑇 ෍ 𝑘=−∞ ∞ 𝑋𝑐(𝑗 Ω − 𝑘Ω𝑠 ) Ω𝑠 − Ω𝑁 > Ω𝑁 Ω𝑠 > 2Ω𝑁 Ankara University Electrical and Electronics Eng. Dept. EEE328
  • 8. Frequency Domain Representation of Sampling Ankara University Electrical and Electronics Eng. Dept. EEE328 𝑋𝑐(𝑗Ω) 1 Ω𝑁 −Ω𝑁 Ω Ω 𝑆(𝑗Ω) 2𝜋 𝑇 Ω𝑠 2Ω𝑠 −2Ω𝑠 −Ω𝑠 0 … …
  • 9. Frequency Domain Representation of Sampling Ankara University Electrical and Electronics Eng. Dept. EEE328 𝑋𝑐(𝑗Ω) 1 Ω𝑁 −Ω𝑁 Ω Ω 1 𝑇 Ω𝑠 2Ω𝑠 −2Ω𝑠 −Ω𝑠 0 … 𝑋𝑠(𝑗Ω) Ω𝑁 −Ω𝑁 Ω𝑠 −Ω𝑁 Ω𝑠 > 2Ω𝑁
  • 10. Frequency Domain Representation of Sampling Ankara University Electrical and Electronics Eng. Dept. EEE328 𝑋𝑐(𝑗Ω) 1 Ω𝑁 −Ω𝑁 Ω Ω 1 𝑇 −2Ω𝑠 −Ω𝑠 0 … 𝑋𝑠(𝑗Ω) Ω𝑁 −Ω𝑁 Ω𝑠 2Ω𝑠 Ω𝑠 ≯ 2Ω𝑁 Aliasing
  • 11. References • Signals & Systems, Second Edition, A. V. Oppenheim, A. S. Willsky with S. H. Nawab, Prentice Hall, 1997 • Discrete-Time Signal Processing, Second Edition, A. V. Oppenheim, R. W. Schafer with J. R. Buck, Prentice Hall, 1999 Ankara University Electrical and Electronics Eng. Dept. EEE328