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1 1 Signals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department http://shannon.etc.upt.ro/teaching/ss-pi All universities from Romania want to be among the 500 top universities 2 QS ranking for year 2019: https://www.topuniversities.com/universit y-rankings/world-university- rankings/2019 This is just one ranking …

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Page 2: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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UPT in QS /

2019

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An important factor

in ranking is the

number of scientific

papers and their

impact (number of

citations)!

Page 3: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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https://scholar.google.ro/citations?user=BbMzjt8AAAAJ Citations in Google Scholar

database

Citations in ISI database

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https://publons.com/researcher/2697802/corina-nafornita/

https://publons.com/institution/386897/

Page 5: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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The recitations are similar,

But the lab works are only done by

simulations

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As you can see there is a lot of theory in the course

Page 6: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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There are two important quizzes with many

restrictions…

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The final exam is similar to

ours

Page 7: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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Students have to present reports for the

lab, to be submitted to the teaching

assistant …

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Same course

at Stanford

Page 8: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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The course at EPFL Lausanne

https://people.epfl.ch/martin.vetterli?lang=en

Page 9: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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http://lcav.epfl.ch/Martin_Vetterli/books

The book is free to download.

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University of Toronto course

http://www.comm.utoronto.ca/~dkundur/course/signals-and-systems/

Page 10: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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University of Toronto

http://www.comm.utoronto.ca/~dkundur/course/ece-362-digital-signal-processing/

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Useful Java Applets.

Page 11: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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Cost reduction has favoured equipping cars with radar

sensors to prevent accidents.

But this involves signal processing of advanced level

and solving estimation and detection problems.

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Car with radar sensors of 24GHz & 77 GHz

Page 12: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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Architecture of frequency-modulated continuous wave (FMCW)

radar. Two antennas are used: transmit and receive. The received

signal is multiplied by the emitted signal, obtaining signals with

beat frequencies given by the Doppler effect (corresponding to

each target). After sampling and A/D conversion, frequency

analysis is performed, using the FFT algorithm.

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Commonly used FMCW signals are chirp like. The

instantaneous frequency varies linearly in time

(increasing or decreasing)

Time representation of

chirp signal Instantaneous frequency of

chirp signals

Page 13: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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We can use rapid chirp of duration up to 100 microsec. The beat

frequency is

2v 2 2SW SWB

CPI CPI

B R B Rf

cT cT

2R 2v 2vexp 2 ; m=0, 1, ... ,M-1

c cch ch chy mT a mT j mT

exp 2 Tx t a t j f t

If the emitted signal is

then the received signal is

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A double frequency analysis, using the FFT algorithm, leads to the

estimation of the range R and velocity, v of the target

Page 14: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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Speed (m/s)

Range (

mete

rs)

Range-Speed Response Pattern

-200 -100 0 100 2000

20

40

60

80

100

120

140

160

180

200

Pow

er

(dB

)

-110

-100

-90

-80

-70

-60

-50

-40

-30

-20

Here is an example with 9 detected targets at different ranges

having different velocities

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COURSE OBJECTIVES

This course is found in electrical and computer engineering curricula, the concepts and techniques that form the core of the subject are of fundamental importance in all engineering disciplines.

Our approach has been guided by the continuing developments in technologies for signal and system design and implementation, which made it increasingly important for a student to have equal familiarity with techniques suitable for analyzing and synthesizing both continuous-time and discrete-time systems.

Significant emphasis will be placed both

on time domain analysis of systems through the operation of convolution

and

on frequency domain analysis of systems using the Fourier transforms.

Page 15: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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COURSE TOPICS

1-Introduction.

2-Convolution.

3-Spectral Analysis for Analog Periodic

Signals (Fourier series)

4-The Continuous-Time Fourier Transform

5-Fourier Analysis of Discrete-time Signals

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TEXTBOOKS/REFERENCES

1. Corina Nafornita, Signals and Systems, vol. 1, 2009, & Corina Nafornita

and Alexandru Isar, Signals and Systems, vol. 2, ed. Politehnica, 2016,

Table of contents

http://shannon.etc.upt.ro/teaching/ss-pi/Signals_Systems_TOC.pdf

http://shannon.etc.upt.ro/teaching/ss-pi/Signals_Systems2_TOC.pdf

2. Alan V. Oppenheim, Alan S. Willsky with S. Hamid Nawab, Signals &

Systems, Second Edition, Prentice Hall, Upper Saddle River, New Jersey,

1997.

3. Simon Haykin, Barry Van Veen, Signals and Systems, 2nd edition, John

Wiley & Sons, 2003

Page 16: Signals and systemsSignals and systems Faculty of Electronics, Telecommunications and Information Technologies Communications Department ... Alan V. Oppenheim, Alan S. Willsky with

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• Exam weight in final mark: 2/3

• Activity weight in final mark

(lab+recitations): 1/3

• Teaching materials can be found here: http://shannon.etc.upt.ro/teaching/ss-pi/ or on intranet

• Please bring our own tables printed on

paper for all activities (including exam). http://shannon.etc.upt.ro/teaching/sp-pi/Tables/Tables-

transforms.pdf

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