2015/11/28 system arch 2008 (fire tom wada) 1 outline periodic signal fourier series introduction...

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22/03/25 System Arch 2008 (Fire Tom Wada) 1 OUTLINE Periodic Signal Fourier series introduction Sinusoids Orthogonality Integration vs inner product

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23/04/18System Arch 2008 (Fire Tom

Wada) 1

OUTLINE

Periodic Signal Fourier series introduction Sinusoids Orthogonality Integration vs inner product

23/04/18System Arch 2008 (Fire Tom

Wada) 2

Consider any wave is sum of simple sin and cosine Periodic Tc

)(tf10 a

)cos(31 ta )sin(11 tb )2cos(22 ta )2sin(22 tb )3cos(13 ta )3sin(13 tb

)4cos(24 ta )4sin(24 tb

23/04/18System Arch 2008 (Fire Tom

Wada) 3

Periodic signal is composed of DC + same frequency sinusoid + multiple frequency sinusoids

)4sin(2)4cos(2

)3sin(1)3cos(1

)2sin(2)2cos(2

)sin(1)cos(3

1

)(

tt

tt

tt

tt

tf

Frequency = 0 Hz

cc Tf

122

Basic frequency fc=1/Tc

2 x fc

3 x fc

4 x fc

23/04/18System Arch 2008 (Fire Tom

Wada) 4

Spectrum of periodic signal

frequency f (Hz)

0 fc 2 ・fc

3 ・fc

4 ・fc

5 ・fc

-fc-2 ・fc

-3 ・fc

-4 ・fc

-5 ・fc

There are only n * fc (n=integer) frequencies!

23/04/18System Arch 2008 (Fire Tom

Wada) 5

Another example (even rectangular pulse)

23/04/18System Arch 2008 (Fire Tom

Wada) 6

Increase the number of sum (1)

N=1 N=2

N=3 N=10

23/04/18System Arch 2008 (Fire Tom

Wada) 7

Increase the number of sum (2)

N=20 N=50

N=100 N=200

23/04/18System Arch 2008 (Fire Tom

Wada) 8

Fourier

Jean Baptiste Joseph, Baron de FrourierFrance, 1778/Mar/21 – 1830/May/16

Fourier Series paper is written in 1807

Even discontinue function (such asrectangular pulse) can be composedof many sinusoids.

Nobody believed the paper at that time.

23/04/18System Arch 2008 (Fire Tom

Wada) 9

Fourier Series

If f(t) ‘s period is Tc…c

c Tf

122

10

10

))2

sin()2

cos(()(

))sin()cos(()(

n cn

cn

nnn

tT

nbtT

naatf

tnbtnaatf

If we use complex exponential…,

tjn

nn ectf

)(

23/04/18System Arch 2008 (Fire Tom

Wada) 10

Anyway, when you see the periodic signal,Please think it is just sum of sinusoids!!!

23/04/18System Arch 2008 (Fire Tom

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How we can divide f(t) into sinusoids?

FilterPass

nω (Hz)

)sin()cos( tnbtna nn

•Filter is used

•an and bn

23/04/18System Arch 2008 (Fire Tom

Wada) 12

If we integrate in [ 0 to Tc] Tc

dttfcT

0

)(

0

0

0 aTdta c

Tc

0)1cos(

0

1 dttaTc

0)1sin(

0

1 dttbTc

0)2cos(

0

2 dttaTc

0)1sin(

0

1 dttbTc

0

0

)( aTdttf c

Tc

23/04/18System Arch 2008 (Fire Tom

Wada) 13

If we integrate in [ 0 to Tc] (2)

Tc

)1cos( t cT

dt0

dtttfcT

)1cos()(0

0

21cTa

00

0

0

0

00

•a1 can be computed

23/04/18System Arch 2008 (Fire Tom

Wada) 14

If we integrate in [ 0 to Tc] (3)

Tc

)1sin( t cT

dt0

dtttfcT

)1cos()(0

0

21cTb

0

0

0

0

0

00

•b1 can be computed

23/04/18System Arch 2008 (Fire Tom

Wada) 15

By changing multiplier, each coefficient computedTc

)sin(

)cos(

tn

or

tn

cT

dt0

One coefficient

23/04/18System Arch 2008 (Fire Tom

Wada) 16

Sinusoidal Orthogonality

m,n: integer, Tc=1/f0

0)2sin()2cos(

)(0

)(2)2sin()2sin(

)(0

)(2)2cos()2cos(

0 00

0 00

0 00

c

c

c

T

T c

T c

dttnftmf

nm

nmT

dttnftmf

nm

nmT

dttnftmf

Orthogonal

Orthogonal

Orthogonal

23/04/18System Arch 2008 (Fire Tom

Wada) 17

Another Orthogonality (1)

Vector inner product

)2,5( B

)5,2(Α

cos

0255)2(

BA

Orthogonal

Θ = 90 degree

23/04/18System Arch 2008 (Fire Tom

Wada) 18

Another Orthogonality (2) n dimensional vector

nn

n

n

bababa

abb

aaa

2211

21

21

),,,(

),,,(

B

Α

0BΑIF

THEN A and B are Orthogonal.

23/04/18System Arch 2008 (Fire Tom

Wada) 19

is same as the N dim inner product

111100

1

0

0

1

00

0 00

)2cos()2cos(

)2cos()2cos(

)2cos()2cos(

,

NN

N

i

N

ic

T

yxyxyx

N

in

N

im

TN

infT

N

imf

dttnftmf

sampledissignalIfc

cT

dt0

Freq=nω(Hz) sinusoids are Orthogonal each other (n=integer)

23/04/18System Arch 2008 (Fire Tom

Wada) 20

Fourier Series Summary

c

c

c

T

cn

T

cn

T

c

n cn

cn

nnn

dttntfT

b

dttntfT

a

dttfT

a

tT

nbtT

naatf

tnbtnaatf

0

0

0

0

10

10

)sin()(2

)cos()(2

)(1

))2

sin()2

cos(()(

))sin()cos(()(

23/04/18System Arch 2008 (Fire Tom

Wada) 21

Complex form Fourier Series

dtetfT

c

ectf

tjnT

cn

tjn

nn

c

0)(

1

)(

)(0

)(0

)(

0

nm

nmTdte

dtee

cT tmnj

tjmT tjn

c

c

Orthogonal

23/04/18System Arch 2008 (Fire Tom

Wada) 22

HW2

[2-1]Compute the complex form Fourier Series coefficient cn for f(x).

[2-2]Draw the Spectrum of f(t) when T0=0.04sec.

2.30

00

0

2

11

2

101

)(TtT

Tttf