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    EECS 2602

    Signals and Systems in Continuous Time

    Winter 2016

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    Instructor: John Lam

    Office: Lassonde Building 1012G

    E-mail: johnlam@se!yor"u!a

    Office hours: #onday $%$0&m ' (%$0&m) *riday 11am ' 12&m

    2

    EECE 2602 -- Signals and Systems in Continuous Time

    2

    Contat in+ormation

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    Course website:http://www.eecs.yorku.ca/coursearchi!e/20"#-"6/$/2602/

    $$

    Grading% "0 marked assignments &"' each( 10, in total)

    % * la+s in total &,' each( 12, in total)

    % , in-class uies &6' each( 1-, in total)

    % idterm test &20,)

    % inal e1am &(0,)

    % a+s +egin ne1t onday &3an "") and riday &3an "#)

    EECE 2602 -- Signals and Systems in Continuous Time

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    ((

    Course ./er/ie% 4ntroduction

    % Continuous time &CT) signals and systems% 5roperties o CT signals

    % Signal representations% Comple1 num+ers( comple1 signals

    % ourier series

    % inear Systems 7nalysis% inear time-in!ariant &T4) systems% Con!olution% aplace Transorm% ourier 7nalysis

    % 7pplications% CT ilter design and characteristics% 8C circuit analysis% inear eed+ack systems

    EECE 2602 -- Signals and Systems in Continuous Time

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    Course Shedule% $eek " 9 ,:

    % 5roperties o CT signals( comple1 signals( classiication o systems LB1% 3ui4 1 5Wee" $

    % $eek * 9 6:% inear time-in!ariant &T4) systems( impulse response( con!olution LB2

    % 3ui4 2 5Wee" 6

    % $eek 9 ;:% ourier analysis( reuency response o a system LB$% #idterm 5Wee" -

    % $eek < 9 "":% aplace transorm( transer unction o linear systems( ilter design LB(% 3ui4 $ 5Wee" 11

    % $eek "2:% inear eed+ack and control% 8e!iew

    EECE 2602 -- Signals and Systems in Continuous Time

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    66

    EECE 2602 -- Signals and Systems in Continuous Time

    Wee" 1 ' 7ntrodution to signals5Te8t9oo"% Ch! 1

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    ::

    EECE 2602 -- Signals and Systems in Continuous Time

    7ntrodution ' Signals% $hat is a =Signal>?

    % Con!ey inormation a+out time-!arying physical phenomena.

    % E1ample in electrical engineering: current or !oltage signal

    % athematically speaking( signalsare modeled as unction o one or more

    independent !aria+les. E1amples o independent !aria+les used to represent

    signals are time( reuency.

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    --

    EECE 2602 -- Signals and Systems in Continuous Time

    7ntrodution ' Systems% $hat is a =System>?

    % athematically speaking( a system is deined as an entity that processes a set

    o signals and produces another set o signals

    % 7lso called ;Single

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    ==

    EECE 2602 -- Signals and Systems in Continuous Time

    7ntrodution ' Signals and Systems

    E1ample: image signal

    E1ample: electrical signal

    Signal System

    Signal System

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    1010

    EECE 2602 -- Signals and Systems in Continuous Time

    Continuous

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    1111

    EECE 2602 -- Signals and Systems in Continuous Time

    >isreteT signals% 4 a signal is deined only at discrete !alues o time &i.e. data points o the signal

    are not continuously connected)( it is called a discrete-time &@T) signal.

    % E1amples:

    % @T signals will +e discussed in your ,rdyear signal course

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    1212

    EECE 2602 -- Signals and Systems in Continuous Time

    Ty&es o+ CT signals% 7 signal is usually descri+ed +ased on the ollowing properties:

    ". 5eriodic or aperiodic

    2. E!en or odd

    ,. Signal operations: time-shited or time-scaled

    *. Com+ination o elementary signals

    #. Energy and power signal

    6. Comple1 signals

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    1$1$

    EECE 2602 -- Signals and Systems in Continuous Time

    Ty&es o+ CT signals% 7 signal is usually descri+ed +ased on the ollowing properties:

    ". 5eriodic or aperiodic

    2. E!en or odd

    ,. Signal operations: time-shited or time-scaled

    *. Com+ination o elementary signals

    #. Energy or power signal

    6. Comple1 signals

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    1(1(

    ?eriodi signals% 7 CT signalx&t) is periodic i:

    % The smallest positi!e !alue o T0that satisies the periodicity condition is reerred

    to as the undamental period ox&t)

    ( ) ( )0Ttxtx +=

    EECE 2602 -- Signals and Systems in Continuous Time

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    11

    ?eriodi signals

    % AA amplitude

    % f0A undamental reuency BertD

    % A phase shit BradiansD% 2f0A undamental angular reuency &0) Bradians/secD

    % T0A "/ f0 A undamental period BsecD

    % 7 typical e1ample o a periodic signal is a sinusoidal unction represented +y:

    ( ) ( ) += tfAtx 02sin

    EECE 2602 -- Signals and Systems in Continuous Time

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    1616

    ?eriodi signals

    % 7 typical e1ample o a periodic signal is a sinusoidal unction represented +y:

    ( ) ( ) += tfAtx 02sin

    0

    0

    2

    =T% The undamental period o a sinusoidal unction is also gi!en +y:

    % 0 = 2f0A undamental angular reuency Bradians/secD

    % T0A "/ f0 A undamental period BsecD

    EECE 2602 -- Signals and Systems in Continuous Time

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    1:1:

    ?eriodi signals

    % E1ample: $hat is the undamental period o the ollowing CT signal:

    ( ) ( )ttx 3cos5.0=

    undamental period:

    3

    2

    3

    22

    00

    ===

    T

    % 7ll the sine( cosine( tangent signals are periodic signals.

    EECE 2602 -- Signals and Systems in Continuous Time

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    1-1-

    ?eriodi signals

    % E1ample: $hat is the undamental period o the ollowing CT signal:

    ( ) ( )

    =otherwise

    tttx

    0

    2/32/3cos

    % This is FT a periodic signal.

    -4 -3 -2 -1 0 1 2 3 4-1

    -0.8

    -0.6

    -0.4

    -0.2

    0

    0.2

    0.4

    0.6

    0.8

    1

    EECE 2602 -- Signals and Systems in Continuous Time

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    1=1=

    ?eriodi signals

    % E1ample: $hat is the undamental period o the ollowing CT signal:

    ( ) ( ) ( )tttx 4sin2sin +=

    % 4 we let : ( ) ( )( ) ( )ttx

    ttx

    4sin2sin

    2

    1

    ==

    % undamental angular reuency ox"&t) is: 2rad/s

    % undamental angular reuency ox2&t) is: *rad/s

    % The angular reuency ox2&t) is 2 times the angular reuency ox"&t). $e

    calledx2&t) the 2ndharmonic ox"&t)

    7n general) a signalxm5t ith an angular +reueny that is mtimes the

    angular +reueny o+ o+x5t! We alledxm5t themthharmoni o+x5t

    EECE 2602 -- Signals and Systems in Continuous Time

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    2020

    Linear om9ination o+ to signals

    % 7 signal g&t) that is a linear com+ination o two periodic signals(x"&t) withundamental period T"andx2&t) with undamental period T2as ollows:

    is periodic i and only i :

    ( ) ( ) ( )tbxtaxtg 21 +=

    % The undamental period o g&t) is gi!en +y nT"

    A mT2

    pro!ided that the !alues

    o mand nare chosen such that the greatest common di!isor +etween mand

    nis ".

    numberrationaln

    m

    T

    T==

    2

    1

    EECE 2602 -- Signals and Systems in Continuous Time

    C S S C

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    2121

    % E1ample: $hat is the undamental period o the ollowing CT signal:

    ( ) ( ) ( )tttx 4sin2sin +=

    % 4 we let : ( ) ( )( ) ( )ttx

    ttx

    4sin2sin

    2

    1

    ==

    2142122

    2

    1

    ====

    TT

    So: ( which is a rational num+er

    The undamental period is nT"A "&") A " or mT2A 2&"/2) A "

    2

    2

    1 =T

    T

    Linear om9ination o+ to signals

    EECE 2602 -- Signals and Systems in Continuous Time

    EECE 2602 Si l d S t i C ti Ti

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    2222

    EECE 2602 -- Signals and Systems in Continuous Time

    % Graphical representation ox&t) in 7T7H:

    -2 -1.5 -1 -0.5 0 0.5 1 1.5 2-2

    -1.5

    -1

    -0.5

    0

    0.5

    1

    1.5

    25eriod A "

    ( ) ( ) ( )tttx 4sin2sin +=

    Linear om9ination o+ to signals

    EECE 2602 Si l d S t i C ti Ti

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    2$2$

    EECE 2602 -- Signals and Systems in Continuous Time

    Ty&es o+ CT signals

    % 7 signal is usually descri+ed +ased on the ollowing properties:

    ". 5eriodic or aperiodic

    2. E!en or odd

    ,. Signal operations: time-shited or time-scaled

    *. Com+ination o elementary signals

    #. Energy or power signal

    6. Comple1 signals

    EECE 2602 Signals and S stems in Contin o s Time

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    2(2(

    EECE 2602 -- Signals and Systems in Continuous Time

    .dd and e/en signals

    % 7 CT signalxeven&t) is said to +e an e!en signal i :

    ( ) ( )txtx eveneven = Symmetrical a+out the y-a1is

    EECE 2602 Signals and Systems in Continuous Time

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    22

    EECE 2602 -- Signals and Systems in Continuous Time

    .dd and e/en signals

    % 7 CT signalxodd&t) is said to +e an odd signal i :

    ( ) ( )txtx oddodd = Symmetrical a+out thex-a1is

    EECE 2602 Signals and Systems in Continuous Time

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    2626

    ?ro&erties o+ odd and e/en signals

    EECE 2602 -- Signals and Systems in Continuous Time

    EECE 2602 Signals and Systems in Continuous Time

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    2:2:

    ?ro&erties o+ odd and e/en signals

    *. 7 CT odd signal is always ero at tA 0

    #. 4ntegration o a CT odd signal within the limits:

    6. 4ntegration o a CT e!en signal within the limits:

    ( ) 0=T

    Todd dttx

    ( ) ( ) =

    T

    even

    T

    T

    even dttxdttx

    0

    2

    EECE 2602 -- Signals and Systems in Continuous Time

    EECE 2602 Signals and Systems in Continuous Time

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    2-2-

    .dd and e/en signals

    % 4 a signalx&t) is classiied in the =neither odd nor e!en> category( the signal can+e e1pressed as a sum o e!en and odd signals:

    where

    and

    ( ) ( ) ( )txtxtx oddeven +=

    ( ) ( ) ( )[ ]txtxtxeven += 21

    ( ) ( ) ( )[ ]txtxtxodd =2

    1

    EECE 2602 -- Signals and Systems in Continuous Time

    EECE 2602 Signals and Systems in Continuous Time

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    2=2=

    ?eriodi signals

    % E1ample: 4s the pre!ious e1ample CT signal odd or e!en( or neither o them?

    ( ) ( ) ( )tttx 4sin2sin +=

    EECE 2602 -- Signals and Systems in Continuous Time

    % E1ample: 4s the ollowing CT signal odd or e!en( or neither o them?

    ( ) ( ) ( )[ ]14cos2sin = ttty

    EECE 2602 -- Signals and Systems in Continuous Time

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    $0$0

    Ty&es o+ CT signals

    % 7 signal is usually descri+ed +ased on the ollowing properties:

    ". 5eriodic or aperiodic

    2. E!en or odd

    ,. Signal operations: time-shited or time-scaled

    *. Com+ination o elementary signals

    #. Energy or power signal

    6. Comple1 signals

    EECE 2602 -- Signals and Systems in Continuous Time

    EECE 2602 -- Signals and Systems in Continuous Time

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    $1$1

    Signal o&erations

    % Time shiting:

    Consider a CT signalx2&t) o+tained +y shiting another signalx&t) +y Ttime units(

    the time-shited signalx2&t) is e1pressed as:( ) ( )Ttxtx +=2

    EECE 2602 -- Signals and Systems in Continuous Time

    EECE 2602 -- Signals and Systems in Continuous Time

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    $2$2

    Signal o&erations

    % Time scaling:

    7 CT signalx&t) scaled +y a actor cin the time domain is denoted +yx&ct).

    4 cI"( the signal is compressed +y a actor o c.

    4 0 J c J "( the signal is e1panded.

    EECE 2602 Signals and Systems in Continuous Time

    EECE 2602 -- Signals and Systems in Continuous Time

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    $$$$

    Signal o&erations

    % E1ample: Consider the ollowing CT signalx&t)

    a. Sketchx&t)

    +. $hat is the undamental period?

    ( )

    +=

    4sin1

    ttx

    EECE 2602 Signals and Systems in Continuous Time

    EECE 2602 -- Signals and Systems in Continuous Time

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    $($(

    Signal o&erations

    0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 1.9 2 2.1 2.2 2.3 2.4 2.5-1

    -0.5

    0

    0.5

    1

    1.5

    2

    time

    amplitude

    % Graphical representation in 7T7H:

    ( )

    +=4

    sin1 ttx

    5eriod A 2

    EECE 2602 Signals and Systems in Continuous Time

    EECE 2602 -- Signals and Systems in Continuous Time

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    $$

    Ty&es o+ CT signals

    % 7 signal is usually descri+ed +ased on the ollowing properties:

    ". 5eriodic or aperiodic

    2. E!en or odd

    ,. Signal operations: time-shited or time-scaled

    *. Com+ination o elementary signals

    #. Energy or power signal

    6. Comple1 signals

    EECE 2602 Signals and Systems in Continuous Time

    EECE 2602 -- Signals and Systems in Continuous Time

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    $6$6

    Elementary signals

    % Elementary signals are used reuently to represent more complicated signals.

    % E1amples o these signals are:

    ") Knit-step unction

    2) 8ectangular unction

    ,) 8amp unction

    *) Signum &or sign) unction

    #) Sinc unction

    C 60 S g a s a d Syste s Co t uous e

    EECE 2602 -- Signals and Systems in Continuous Time

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    $:$:

    Elementary signals

    % Knit step unction u&t):

    u&t) is piecewise continuous with a discontinuity at tA 0

    ( )

    =

    2/0

    2/1

    t

    ttrect

    g y

    EECE 2602 -- Signals and Systems in Continuous Time

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    $= $=

    Elementary signals

    % Signum or sign unction sgn&t):

    ( )

    =01

    00

    01

    sgn

    t

    t

    t

    t

    g y

    EECE 2602 -- Signals and Systems in Continuous Time

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    (0 (0

    Elementary signals

    % 7 ramp unction r&t):

    7 ramp unction can +e e1pressed as a unction o the unit step unction u&t):

    ( )