of 44
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Ver.
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t
f(t) = etu(t)
12
t
f(t 1) = e(t1)u(t 1)
12
t
f(t + 1) =e(t+1)u(t + 1)
12
t
f(3t) =e3tu(3t) = e3tu(t)
12
t
f(3 t) = e(3t)u(3 t)
12
u(at+b)
a >0
a
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t
u(t)
t
u(2 t)
t
u(3t + 2)
t
2u(3 t)
t
u(t 1)
t
u(2
t)
t
u(t)
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f3(t) = cos 3t (t 2) = cos 6 (t 2) =(t 2)
f4(t) =u(t)u(2 t)(t 3) = 0
f5(t) = sin 3t(u(t 1) u(t 2))
f6(t) =e
3|t|u(t) =e3tu(t)
t
f6(t)
12
t
f1(t)
f2(t)
f3(t)
t
f5(t)
12
12
0
(t 3)sin (t 2) dt= sin (3 2) = sin .
0
t
3 1
(t3 + t2 1) dt=
0
1
3(t 3)
(t3 + t2 1) dt=
=3
0
(t
3)(t3 + t2
1) dt= 3(33 + 32
1) = 105.
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0
e3t(r
t) dr= e3t
0
(r
t) dr= e3tu(t).
0
(t3 + 2t2 20)(t 2)dt= (1)1 ddt
(t3 + 2t2 20)t=2
=(3t2 + 4t)t=2
=20.
0
(t3)sin (t4) dt= (1)2 d2
dt2sin (t 4)
t=3
=2 sin (t 4)t=3
= 2 sin .
0
(t)sin2t
2t
dt= (
1)1
d
dt
sin2t
2t
t=0
=
4t cos2t 2sin2t
4t2
t=0
=0
0
.
L Hopital
2cos2t 2t sin2t 2cos2t4t
t=0
= sin2t
2
t=0
= 0.
f(t) = 10 sin 5t u(t)
I=
t2t1
f2(t) dt=
t2t1
100 sin2 5t u2(t) dt= 100
t20
1 cos 10t2
dt=
50 t2
0dt 50 t2
0cos 10tdt= 50t2 5010sin 10t|t20 =
50t2 5
sin 10t2.
f(t)
limt2
I= limt2
50t2 5
sin 10t2
=.
limt2
1
t2I= lim
t2
1
t2 50t2 5
sin 10t2
= 50 limt2
5sin10t2t2
= 50
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I= t2t1
f2(t) dt= t2t1
100e10t cos2 5tdt
= 100
t2t1
e10t
2 dt + 100
t2t1
e10t cos10t
2 dt=
50
10 e10t|t2t1+ 50e10t
10cos10t + 10 sin10t100 + 1002
t2t1
=
5
e10t2
sin 10t2 cos10t2
1 + 2 1
e10t1
sin 10t1 cos10t1
1 + 2 1
.
limt2t1
I=
e10t1
limt2t1
1
t2 t1 I= limt2=t1=t1
2tI=
limt e10t
2t =
f(t) = 10e5tu(t)
f(t)
f(t)
Wf =
f
2(t) dt
Wg =
g2(t) dt=
a2f2(bt) dt= a2
f2(bt) dt.
bt= udt = du
b
b >0
Wg = a2
f2(u)du
b
=a2
b
f2(u) du= a2
b
Wf
b
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Pg = limT
12T TT
g2(t) dt= limT
12T TT
a2f2(bt) dt= a2 limT
12T TT
f2(bt) dt.
bt= udt = du
b
Pg = a2 limT
1
2T
bTbT
f2(u)du
b =a2 lim
bT
1
2bT
bTbT
f2(u) du= a2Pf.
W1+2
f1(t)
f2(t)
W1+2=
t2t1
|f1(t) + f2(t)|2 dt= t2t1
(f1(t) + f2(t))(f1(t) + f2(t)) dt=
t2t1
[f1(t)f1 (t) + f1(t)f
2 (t) + f2(t)f
1 (t) + f2(t)f
2 (t)] dt=
t1t2f1(t)f
1 (t) dt +
t2t1
f1(t)f2 (t) dt +
t2t1
f2(t)f1 (t) dt +
t2t1
f2(t)f2 (t) dt
f1(t)
f2(t)
f1(t), f2(t)= t2t1
f1(t)f2 (t) dt= 0
f1(t), f2(t)
=
t2
t1
f1(t)f2 (t) dt
= t2
t1
f1 (t)f2(t)dt= 0.
W1+2=
t2t1
f1(t)f1 (t) dt +
t2t1
f2(t)f2 (t) dt=
t2t1
|f1(t)|2 dt + t2t1
|f2(t)|2 dt= W1+ W2.
P1+2= 1
t
W1+2= 1
t
W1+ 1
t
W2= P1+ P2
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e(t)
f(t)
f(t) =
n ann(t)
e(t) =f(t) n ann(t)
a1= 1
I=
t2t1
(f(t) a11(t))1(t) dt= 0.
I=
t2t1
f(t)1(t) dt a1 t2t1
21(t) dt=
0
4
sin t dt 2
4
sin t dt a1 2
0
16
2sin2 t dt=
= 4
cos t|0 + cos t|2
16a1
2
20
1 cos2t2
dt=
16
16a1
2
20
1
2dt
20
cos2t
2 dt
=
16
16a1
.
I = 0 a1 = 1 e(t)
1(t)
I=
t2t1
(f(t) a11(t))1(t) dta1=1
=
t2t1
(f(t) 1(t))1(t) dt= t2t1
e(t)1(t) dt= 0.
f(t) =a00(t) + a11(t) + a22(t)
an=f(t), n(t)
a0=f(t), 0(t)=
f(t)1(t) dt=
10
sin tdt= 1
cos t
10
= 2
a1= f(t), 1(t)=
f(t)1(t) dt=
12
0sin tdt
11
2
sin tdt=
1
cos t|
1
2
0
cos t
|11
2=1
(0
1
(
1
0)) = 0.
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a2 = f(t), 2(t)=
f(t)2(t) dt=
14
0sin tdt
34
1
4
sin tdt +
13
4
sin tdt=
1
cos t| 140 cos t|
34
1
4
+ cos t|134
=2
2 1 .
Wf
Wf =
|f(t)|2 dt= 1
0sin2 tdt=
10
1 sin2t2
dt=1
2
Wf
Wf =
n= |an|
2
=
4
2 + 0 +
4
2 (
2 1)
2
=
8
2 (
2 2)
2 = 1 W
f
Wf=.0503585%
sin5
(t ) d=sin5t
t
sin 5( 3) 3 d =
sin5u
u du= 2
0
sin5u
u du= 2
2 =,
sin 5(t3)t3 (t 3)
sin 5( 3) 3
sin 5(t )t d
( 3) sin 5(t )t d=
sin5(t 3)t 3
f(t) g(t) =
f()g(t ) d =
e3u()e5(t)u(t ) d =
e5t
0
e2u(t
) d.
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t 0
e5t
0e2u(t ) d =e5t
t
0e2d =e5t
e2
2
t0
=e5te2t 1
2 =
e3t e5t2
.
f(t) g(t) = e3t e5t
2 u(t).
f(t) =A
tu(t) 2 t 12u t 12) + (t 1)u(t 1)
f(t) g(t) =
f(t )g() d=B 2
1f(t ) d=
AB
21
(t )u(t ) 2
t 12
u
t 1
2
)+
(t
1)u(t
1) d=
AB
21
(t )u(t ) d 2 2
1
t 1
2
u
t 1
2
d+ 2
1(t 1 )u(t 1 ) d
.
I(t)
f(t)
g(t) =AB I(t)
2It 1
2+ I(t
1) .
I(t) =
21
(t )u(t ) d = t1t2
u() d=
t1
u() d t2
u() d=
t 12
r(t
1)
t 2
2
r(t
2).
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f(t) g(t) =AB t 12
r(t 1) t 22
r(t 2) 2t 322
r
t 32t 52
2 r
t 52
+
+t 2
2 r(t 2) t 3
2 r(t 3)
=
AB
(t 1)2
2 u(t 1)
t 3
2
2u
t 3
2
+
+
t 5
2
2u
t 5
2
(t 3)
2
2 u(t 3)
=
f(t) g(t) =
(t1)2
2 , 1
t
32
12(t2)24 , 32 t 52(t3)2
2 , 5
2 t30,
3
2 5
2 t
f(t) g(t)
1
8
14
f(t), g(t)= 0 (1, 3) f(t) g(t)= 0 (2, 6) f(t) g(t)|t=2= 0
f(t) g(t)|t=3
f(t) = A(t 1)[u(t 1) u(t 2)] +A(t+3)[u(t 2) u(t 3)] g(t) =B [u(t 1) u(t 3)]
f(t) g(t)|t=3=
f()g(3 ) d=
A( 1)[u( 1) u( 2)]B[u(3 1) u(3 3)] d
+
A(+ 3)[u( 2) u( 3)]B[u(3 1) u(3 3)] d=
AB 2
1
(
1)[u(2
)
u(
)] d+ 3
2
(
+ 3)[u(2
)
u(
)] d=
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Fourier
AB
21
( 1)(1 0) d+ 3
2(+ 3)(0 0) d
= AB
21
( 1) d=
AB2
.
Fourier
F n
f(t)
f(t) =
+n=
Fnejnt, Fn= 1
T T
0f(t)ejnt dt,
An= 2|Fn|, n = arctan
j(Fn Fn)Fn+ Fn
.
Fn
f(t )
Fn= 1
T
T0
f(t )ejnt dt,
t=ut = u+
dt= du
Fn= 1
T
T
f(u)ejn(u+) du= ejn
1
T
T
f(u)ejnudu= ejnFn.
An
An= 2|Fn|= 2|ejnFn|= 2|ejn||Fn|= 2|Fn| An= An
n
n = arctan
j(Fn Fn)Fn+ F
n
=arctan
j(ejnFn ejnFn)
ejnFn+ ejnFn
n=arctan
j(ej2n
Fn Fn)e2jnFn+ Fn
.
g(t)
g(t) = 3 cos(52t)+5cos(62t)
Fourier
g(t) =a0
2
+
n=1
ancos nt +
n=1
bnsin nt
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= 2
g(t)
bn= 0n N
an= 0,
n
N
{5, 6
}
a5= 3
a6= 5.
An=
a2n+ b2n=
a2n=|an|,nN
An=
3,
n= 5
5,
n= 6
0,
n=arctanbnan
= 0,nN.
g(t) = 3 cos 10t +5cos12t
g(t)
g(t) = 4 sin(1 1t) + 10 sin(3 1t)
Fourier
= 1
g(t)
an= 0nN
bn= 0,n N {1, 3}, b1= 4 b3= 10
An=
a2
n+ b2
n=
b2
n=|bn|,nN
An=
4,
n= 1
10,
n= 30,
n=arctanbnan
=
2 ,
n= 1, 3
0,
g(t) = 4sin t+ 10 sin3t
fe(t) = 12 [f(t) + f(t)]fe(t) = 12 [f(t) + f((t))] = 12 [f(t) + f(t)] =fe(t)
fo(t) = 1
2 [f(t) f(t)] fo(t) = 12 [f(t) f((t))] = 12 [f(t) f(t)] =fo(t)
ue(t) = 12 [u(t) + u(t)] = 12 ,tR
uo(t) = 12 [u(t) u(t)] =
12 ,
t 0
f(t) = cos 3t
fe(t) = cos 3t
fo(t) = 0
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Fourier
n
An
3 cos 10t+ 5cos12t
n
n
2
2
3 cos 10t+ 5cos12t
n
An
4 sin t+ 10 sin 3t
n
n
2
2
4 sin t+ 10 sin 3t
fT(t) =
A sin t, 0t0, t2
T = 2
= 2T
= 1
a0= 2
T
T0
fT(t) dt= A
0
sin t dt=2A
an= 2
T T
0
fT(t)cos ntdt=A
0
sin t cos ntdt
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0
sin mt cos ntdt=
0, m + n
2mm2n2
, m + n
,
an=
0, n
2A
1n21
, n
bn= 2
T
T0
fT(t)sin ntdt=A
0
sin t sin ntdt
0sin mt sin ntdt =
0,
m=n
2
,
m= n,
bn= 0, n= 1A
2
, n= 1
f(t) =A
+
A
2 sin t A
cos2t
1 3 +cos4t
3 5 + . . .
An
n
An= 2|Fn|= 212 (anjbn)
=
A
, n= 0A2 , n= 1A
(n1)(n+1) , n= 2, N {1}
n=arctanbnan
=
2 , n= 1, n= 2, N {1}
0, n
T = 3
0, T2
fT2
(t) =A
u(t) u
t 1
2
2A(t 1)
u
t 1
2
u(t 1)
bn= 0,nN dc
a02
= 2
T
T2
0fT
2
(t) dt= 2A
T
12
0dt +
4A
T
11
2
(t 1) dt= AT
+4A
T
t2
2 t
1
1
2
=3A
2T =
A
2
an=2
T
T2
0fT
2
(t)cos ntdt=2A
T
12
0cos ntdt +
4A
T
11
2
(t 1)cos ntdt= . . .=
2A
n
sinn
2
2
n0
sinn
6
+ cosn
6
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Fourier
sin n2
n
sin n2 = 1
n
4 + 1
sin n2 =1
n
4 + 3
f(t) =A
22A
n=1
1
2n 1cos n 2
(2n 1)0 sin(2n 1)
6 + cos
(2n 1)6
cos(2n 1)0t
An=|an|= 2A
1
n
cosn6 3nsin n6
n= 0
cosn
6 3
nsin
n
6
T = 2
0, T2
fT2
(t) =Aet
5 [u(t) u(t )] dc
an
n N bn
bn=4
T
T2
0fT
2
(t)sin n0t dt= 2A
0
et
5 sin ntdt=2A
et
5
15sin nt + n cos nt
1
25 + n2
0
= 50A
(1 + 25n2) (e
5
n cos n n) = 50An
(1 + 25n2)
1 (1)n
e
5
n
f(t) =50A
n=1
(1 (1)ne5 ) n1 + 25n2
sin nt,
An=|bn|= 50A
(1 (1)ne5 n1 + 25n2
)
n= 0,nN.
Pn
Pn=a20
4 +
1
2
n
k=1
(a2k+ b2k)
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n
An
14
12
34
A = 1
n
n
2
2
n
An
A = 1
n
n
2
2
n
An
14
12
34
A = 1
n
n
2
2
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Fourier
P
P= WT
= 1T
T2T
2
|fT(t)|2 dt
fT(t)
P = 2
T2
0
4t2
T2 dt=
1
3
P2 =
a20
4 +
1
2
2
k=1(a
2
k+ b
2
k)
ak = 0,k N
bn= 22
T
T2
0
2t
T sin ntdt= 2
cos n
n =
2(1)nn
b2n= 4
2n2
P2= 1
2(b21+ b
22) =
1
2 4
42+
1
42= 5
22
P2P
=5
22
13
= 15
22 = 75.9%
An= 2|Fn|= 2
1
|2n|ejarctan n
2
= 1
|n|
n= arctanj(Fn Fn)
Fn+ Fn=arctan
j2|n|
ejarctan
n
2 ejarctan n2
12|n|
ejarctan
n
2 + ejarctan n
2
= arctanj
j tan
arctan
n
2
=arctann
2
|F3|2 + |F3|2|F4|2 + |F4|2 =
2|F23 |2|F24 |
=191
16
=16
9
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n
An
18
14
38
1
2
n
n
2
2
f(t) = 2 cos 1t cos 2t= cos(1 2)t + cos(1+ 2)t
F() = FT {f(t)}=FT {cos(1 2)t} + FT {cos(1+ 2)t}
[(+ (1 2)) + ( (1 2))] + [(+ (1+ 2)) + ( (1+ 2))]
f(t) = 2 cos 1t cos 1t
F() =2 1
2FT {cos 1t} F T {cos 2t}
1
[(+ 1) + ( 1)] [(+ 2) + ( 2)]
[(+ 1+ 2) + (+ 1 2) + ( 1+ 2) + ( 1 2)]
f(t) =g(t)cos2 1t= g(t)
1 + cos 21t
2
=
1
2g(t) + g(t)
cos21t
2
F() =1
2FT {g(t)} + 1
2FT {g(t)} 1
2FT {cos21t}
1
2G() +
1
4G() [(+ 21) + ( 21)]
1
2
G() +1
4
[G(+ 21) + G(
21)]
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Fourier
f(t) =g(t)cos2 1t= g(t)cos 1t cos 1t
F() = 1
2FT {g(t)} F T {cos 1t cos 1t}
F() =1
4G() [(+ 21) + 2() + ( 21)]
1
4 (G(+ 21) + 2G() + G( 21))
f(t) = g(at+b)
h(t) = g(at)
h(t)
Fourier
H() =FT {g(at)}= 1|a|G
a
f(t) =g(at + b) =h
t + ba
F()
F() =FT
h
t + ba
= e+j
b
a H() = e+j
a b
|a| G
a
sin 0t= cos
0t 2
FT {sin 0t}= FT
cos
0t 2
=
1
0ej
0
2 F
0
,
F() =FT {cos t}
FT {sin 0t}= 10
ej
0
2
0+ 1
+
0 1
=
1
0e
j 0
2 [0(+ 0) + 0( 0)] =
ej0
0
2 (+ 0) + ej
0
0
2 ( 0)
=
cos
2+j sin
2
(+ 0) +
cos
2j sin
2
( 0)
=
j [(+ 0)
(
0)]
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FT {cos 0t cos 0t}= 12
FT {cos 0t} F T {cos 0t}=1
2[(+ 0) + ( 0)] [(+ 0) + ( 0)] =
2[(+ 20) + () + () + ( 20)] =
2[(+ 20) + 2() + ( 20)]
F()
2
0
0
F() = 2(+ 0) + 2( 0) Fourier (t)
FT {t(t)}= Sinc
2
FT {2(t)}= 2Sinc
2
FTSinc
t= 22()
FT1 {2()}=
Sinc
t
f(t) = FT1 {F()}=FT1 {2(+ 0)} + FT1 {2( 0)}ej0t FT1 {2()} + ej0t FT1 {2()}
ej0t + ej0t
Sinc
t
=
2
cos 0t Sinc
t
f(t) = FT1{F()}= 12
+
F()ejt d= 1
2
0+0
ejt d+ 1
2
0+0
ejt d
1
2
1
jt
ejt
0+0
+ ejt0+0
=
1
2jt
ej(0)t ej(0+)t + ej(0+)t ej(0)t
=
1
2jt(2j sin(0+ )t 2j sin(0 )t) =
1
t(sin 0t cos t + sin t cos 0t sin 0t cos t + sin t cos 0t) = 2
tcos 0t sin t =
2
cos 0tsin t
t
=2
cos 0t Sinc
t
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Fourier
F() =FT {ej(t)}=FT {cos (t) +j sin (t)}=F() =FT {cos (t)} +j FT {sin (t)}
FT {ej(t)}=FT {(ej(t))}= F()F() =FT {cos (t)} j FT {sin (t)}
2 FT {cos (t)}= F() + F() FT {cos (t)}= F() + F()
2
2j FT {sin (t)}= F() F() FT {sin (t)}= F() F()
2j
f(t)R f(t) =f(t)F() =F()
f1(t) +jf2(t) = 1
0
F()ejt d
(f1(t) +jf2(t)) =f1(t) jf2(t) =
1
0
F()ejt d
=
1
0
F()ejt d
2f1(t) = 1
0F()ejt d+
1
0F()ejtd
=ud =du
f1(t) = 1
2
0
F()ejt d+
0
F(u)ejut(du)
=
1
2
0
F()ejt d+
0
F()ejutd
=
1
2
F()ejt d=
FT1
{F()
}= f(t)
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2jf2(t) =
1
0 F()ejt
d 1
0 F
()ejt
d
=ud =du
f2(t) = 1
2j
0
F()ejt d
0F(u)ejut(du)
=
1
2j
0
F()ejt d 0
F()ejut d
=
1
2j
F()sgn()ejt d= 1
jFT1 {F()sgn()}=
1
jFT1 {F()} F T 1 {sgn()}=1
j f(t) FT1 {sgn()}
FT {sgn(t)}= 2j
FT
2
jt
= 2 sgn() =2 sgn FT1 {sgn }= 1
jt
f2(t) = 1
jf(t)
1
jt
=
1
f() 1
t d
FT {f(at)ej0t}= 12
FT {f(at)}FT{ej0t}= 12
1
|a|F
a
2(0) = 1|a|F
0
a
FT1
1
(j + 1)(j + 2)
= (et e2t)u(t)
Laplace
LT {(2et
+ t)u(t)}=LT {2et
u(t)} + LT {tu(t)}= 2 LT {et
u(t)} + 1s2 =
2s+1 +
1s2
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Laplace
LT {u(t 2)}= e2s LT {u(t)}= e2s
s
f(t) =etu(1
t)
Laplace
Laplace
f(t)u(t)
f(t)u(t) =etu(1 t)u(t) =et(u(t) u(t 1))
LT {f(t)u(t)}= LT {etu(t)} L T {e1e(t1)u(t 1)}= 1s
s=s+1
e1 LT {e(t1)u(t 1)}=
1
s + 1 e1es LT {etu(t)}= 1
s + 1 e(s+1)
1
s
s=s+1
= 1
s + 1e
(s+1)
s + 1 =
1 e(s+1)s + 1
.
LT {f(t)u(t)}= LT {et(u(t) u(t 1))}=LT {(u(t) u(t 1))}|s=s+1=
1
s e
s
s
s=s+1
=
1 e(s+1)s + 1
.
(t 1)u(t) =tu(t) u(t)
LT {(t 1)u(t)}= LT {tu(t)} L T {u(t)}= 1s2
1s
=1 s
s2 =
es LT {tu(t)}= 1 ss2
es.
x(t) = tu(t) LT {x(t)}= X(s) = 1
s2
y(t) =atu(at) =x(at)
a >0
Laplace
Y(s) = 1
aX
s
a=
a
s2
z(t) =y
t b
a
= x
a
t b
a
= x(at b) = (at b)u(at b).
Z(s) =eb
asY(s) =
aeb
as
s2 .
Laplace
(at b)u(t)
LT {(at
b)u(t)
}= a
LT {tu(t)
} L T {bu(t)
}=
a
s2
b
s
=as b
s2
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LT
dydt
= s LT {y(t)} y(0).
LT {et(tu(t))}=LT {tu(t)}|s=s+1= 1
s2
s=s+1
= 1
(s + 1)2,
LT
d
dt(tetu(t))
= s LTtetu(t) tetu(t)
t=0
= s
(s + 1)2.
x(t) =
0
u(t ) d= tu(t) u(t)
X(s) =LT {tu(t) u(t)}=LT {tu(t)}LT{u(t)}= 1s2
1
s =
1
s3
x(t)
x(t) =u(t) u(t 0.5) T = 1 Laplace
X(s) =LT {u(t)} L T {u(t 0.5)}= 1s e
0.5s
s =
1 e0.5ss
X(s) = X(s) 1
1 eTs = 1 e0.5ss(1 es) .
X(s) = 1
s2+4s+4= 1
(s+2)2 x(t) =LT1{X(s)}=LT1
1
(s+2)2= te2tu(t)
X(s) = s3+3s+2(s+1)3
= s3+3s2+3s+1
(s+1)3 + 3s
2+1(s+1)3
= 1 + 3s2+1
(s+1)3
3s2+1(s+1)3
= As+1+
B(s+1)2
+ C(s+1)3
=. . .= 3s+1 +
6(s+1)2
+ 2(s+1)3
X(s) =1 + 3s + 1
+ 6
(s + 1)2+
2(s + 1)3
x(t) =(t) 3etu(t) + 6tetu(t) 2 t2
2etu(t)
(t) (t2 6t + 3)etu(t).
LT 1sn= tn1(n1)! u(t)
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t, , s
X(s) = 1e4s
3s3+2s2 = 1
s2(3s+2) e4s
s2(3s+2)
1
s2(3s + 2) =
A
s+
B
s2+
C
(3s + 2)=
(3A + C)s2 + (2A + 3B)s + 2B
s2(3s + 2) =3
4s+
1
s2+
9
4(3s + 2)
t, , s
f(t)
f(t) =g(t) + k(t)
g(t)
Fourier
f(t)
g(t)
FT {f(t)}= F() =FR() +jFI()
FT {g(t)}= G() =GR() +jGI()
FT {f(t)}=FT {g(t) + k(t)}= G() + k= GR() + k+jGI() =FR() +jFI()
FR() =GR() + k
FI() =GI()
g(t)
Hilbert
GR() = 1
GI()
d
GI() =1
GR()
d
FR() = 1
GI()
d+ k= 1
FI()
d+ k,
FI() =
1
GR()
d=
1
FR() k
d.
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Hilbert
R() = 1
I()
d= 1
0
I()
d+1
0
I()
d
=d=d
R() =1
0
I()+
d+ 1
0
I()
d
I()
R() =1
0
I()
+ d+
1
0
I()
d= 1
0
I()
I()
+
d=
2
0
I()
2 2d
Hilbert
I() =1
R()
d=1
0
R()
d1
0
R()
d
=d=d
I() = 1
0
R()+
d 1
0
R()
d
R()
I() =1
0
R()
+ , d1
0
R()
d=1
0
R()
+ +
R()
d=2
0
R()
2 2d
Hilbert
I() =1
R()
d=1
() 1
d=1
X() =R() +jI() =()
j
1
=() + 1
j
=
FT {u(t)
}
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t, , s
Paley-Wiener
|ln A()|1 + 2
d 0
0
> 0: A()< M ea ln A()< ln M a
A(0)< 1ln A()< 0
ln A()> a ln M | ln A()|> a ln M.
| ln A()|1 + 2
d=
0
| ln A()|1 + 2
d+
0
| ln A()|1 + 2
d= +
0
| ln A()|1 + 2
d > 0
a
1 + 2d
0
ln M
1 + 2d =
a
2ln(2 + 1)
0
ln Marctan |0 =.
A(0)1
A()
1
> 1: A()< 1ln A()< 0.
ln A()> a ln M | ln A()|> a ln M, > 1
| ln A()|1 + 2
d=
1
| ln A()|1 + 2
d+
1
| ln A()|1 + 2
d= +
1
| ln A()|1 + 2
d >
1
a
1 + 2d
1
ln M
1 + 2d =
a
2ln(2 + 1)
1 ln Marctan |1 =.
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()
a() =
ln A()
()
Hilbert
a() =a(0) 2
()
(2 2)d
()
1(22)
a() =a(0) 22
0
()
(2 2)d= a(0) 220
c
1
(2 2)d=
a(0) 220
1
22 ln 1
2
2
c
=a(0) +0
ln 1
2
2c
A() =ea() =ea(0)
0
ln
122c=ea(0)e
ln
122c
0
=A(0)eln
22c
0
Sinc
FT {Sa(t)}=FTSinc t= 2(),
Sa(t)
[, ] rad/sec
4
3
2
2
3
4
t
Sa(t) = sintt
14
14
12
34
2()
Sa50t
[50, 50] rad/s 502 , 502
=
25
, 25
Hz
fs = 2fm
fs = 50 Hz
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t, , s
Sa2(t)
Fourier
[ , + ] = [2, 2] Sa2 50t [100, 100] rad/s 1002, 1002 = 50, 50 Hz fs = 2fm fs = 100 Hz
Sa50t+ Sa25t
[50, 50] rad/s 502 , 502 = 25, 25 Hz
Sa25t
Sa50t
Sa25t
Fourier
fs = 2fm
fs= 50
Hz
Fourier X()
x(t) = e3|t|
X() = 69+2
|| > c
x(t)
c
c
W =
|x(t)|2 dt= 2
0|x(t)|2 dt= 2
0
e6t dt=26
e6t
0 =
1
3
Wc = 1
2
cc
|X()|2 dt= 2 12
c0
|X()|2 dt= 1
c0
36
(9 + 2)2dt =
36
2 32 (2 + 32)+ 1
2 33arctan
3
c0
= 2
c
2c + 32
+1
3arctan
c3
WcW
t
e3|t|
12
c c
X()
23
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x(t)
xs(t)
p(t)
2Ts Ts Ts 2Ts t
p(t)1
WcW =
2
c2c+3
2 + 13arctan
c3
13 =
2
c3
c3
2 + 1 + arctan
c
3
WcW
c
c Wc/W
rad/s
rad/s
rad/s
p(t)
1
Ts
Fourier
p(t) =
n=
Pnejnst,
s = 2Ts
Pn=
1
Ts Ts2Ts
2
p(t)ejnst
dt=
1
Ts 2
2
1
ejnst
dt=
1
TsSinc
n
Ts
FourierXs()
xs(t) =x(t)p(t)
Xs() =
xs(t)ejt dt=
x(t)p(t)ejt dt=
x(t)ejt
n=
Pnejnst dt=
n=
Pn
x(t)ejtejnst dt=
n=
Pn
x(t)ej(ns)t dt=
n=
PnX( ns) =
1
Ts
n=
Sincn
TsX( ns)
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t, , s
Xs()
xs(t) = x(t)n=n=
(t
kTs)
H()
0 0
X()
100 1000 0
Xs()
0
2a
Xf()
2a= 20
2a > 20
2a < 20
Parseval
=
|x(t) y(t)|2 dt= 12
|X() Y()|2 dt=1
2
|X() Y()|2 d+
|X() Y()|2 d+
|X() Y()|2 d
Y() = 0
||>
= 1
2
|X()
|2 d+
|X()
Y()
|2 d+
+
|X()
|2 d
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100 1000 0
Xs() H()
100 100
Xf,1()
100 1000 0
Xs() H()
100 100
Xf,2()
100 1000 0
Xs() H()
100 100
Xf,3()
X() =Y()
||<
h(t) =LT1{H(s)}=LT1Y(s)X(s)
y(t)
x(t) =(t)
d2y
dt2 + 2
dy
dt + y(t) =x(t)
s2Y(s)
sy(0)
dy
dtt=0
+ 2(sY(s)
y(0)) + Y(s) =X(s)
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(s2 + 2s + 1)Y(s) =X(s)
Y(s)
X(s) =H(s) =
1
(s + 1)2
h(t) =LT1{H(s)}= tetu(t)
x(t) =u(t)X(s) =LT {x(t)}=LT {u(t)}= 1s
Y(s) = 1
(s + 1)2X(s) =
1
s(s + 1)2
1
s(s + 1)2 =
A
s +
B
s + 1+
C
(s + 1)2 =. . .=
1
s 1
s + 1 1
(s + 1)2
y(t) = LT1{Y(s)}=LT1
1
s 1
s + 1 1
(s + 1)2
=
LT1
1
s
LT1
1
s + 1
LT1
1
(s + 1)2
=
u(t) etu(t) tetu(t) = (1 et tet)u(t)
yss(t)
steady state
yss(t) = limt y(t) = limt(1 et
tet
)u(t) =u(t)
yt(t)
transient
yt(t) =y(t) yss(t) =(1 + t)etu(t)
y(t) =
t(x() x( t0)) d
Y() = 1
jX() + X(0)() 1
jX()ejt0 X(0)ej0t0() =
1j
(1 ejt0)X()
Y()
X()=H() =
1 ejt0j
h(t)
x(t) =(t)
h(t) =
t
[() ( t0)] d = t
() d t
( t0) d=
u(t)
u(t
t0) = t0 t
t0
2
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h(t) = FT1
{H()}=FT11 e
jt0
j
=FT1ejt0
j FT1e
jt0
j
=1
2sgn t 1
2sgn(t t0)
t0 t
12sgn(t)
12
1
2
t0 t
12sgn(t)
12
12
+ t0 t
h(t) =u(t)
u(t
t0)
12
12
H() =H4()H3() (1 + H2()) H1(),
H1() = FT
d
dt
sin 0t
2t
= j
02
FT
sin 0t
0t
= j
02
FT
Sinc0
t
=
j02
020() =
j
2 20(),
H2() =ej 2
0
,
H3() = FT
sin30t
t
=
30
FT
sin30t
30t
=
30
FT
Sinc
30
t
=
30
30
60() =
60(),
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H4() = FT {u(t)}= () + 1j
.
H() =
() +
1
j
60()
1 + e
j 20
j
2 20()
6020 = 20
f(t)(t t0) =f(t0)
H() =()
1 + ej 2
0j
2 20() +
1
j
1 + e
j 20
j
2 20() =
()1 + ej2
00j0
2
20(0) +1
2
20() +1
2
ej 2
0
20() =
1
220() +
1
2ej 2
0
20()
h(t) = FT1{H()}= 12
202
Sinc
0
t
+ Sinc
0
t 2
0
=
02
Sinc
0
t
+ Sinc0
t 2
x(t) =x1(t) + x2(t) = sin 20t + cos0t
2
FT {x(t)}=X() =X1() + X2() =j [(+ 20) (+ 20)] +
(+
02
) + (+0
2 )
.
Y() =X()H() =X1()H() + X2()H().
X1()H() = 0
X2()H() =
2+ 0
2+
0
2 1 + ej 20 20() =
2
1 + e
j 20
0
2
20
02
+0
2
+
1 + ej 2
0
0
2
20
02
+0
2
=
2
(1 + ej) 1
+
02
+ (1 + ej ) 1
0
2
=
2
(1 1)
+
02
+ (1 1)
0
2
= 0.
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h1(t) = 10e
tu(t)
H1(s) = 10
s+1
H1(s)
sp =1
H1() = H1(s)|s=j = 10
1 +j.
y1(t)
x1(t) = (t)
h(t)
x2(t) =u(t)
Y2() =X2()H() = 10
1 +j
() +
1
j
= 10() +
10
(1 +j)j =
10() + 10j
101 +j
y2(t) =10u(t) 10etu(t) = 10(1 et)u(t).
x(t) H1()
H2()
y(t)
t
y1(t) =etu(t)
t
y2(t) = 10(1 et)u(t)
s
Y(s) =H1(s)(X(s) + H2(s)Y(s))
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Y(s)X(s) =H(s) = H1(s)1 H1(s)H2(s) =
10
1+s1 10k1+s
= 10s + 1 10k .
H(s)
sp = 10k 1
k 0.1
H()
H() = H(s)|s=j = 10
1 10k+j .
y1(t)
h(t) =FT1{H()}=FT1{H()}= 10e(110k)tu(t),
y2(t)
y2(t) = FT1{H()X2()}=FT1
10
1 10k+j1
j
=
10
1 10kFT1
1
j 1
1 10k+j
= 10
1 10k (u(t) e(110k)tu(t)) =
10
1
10k
(1 e(110k)t)u(t).
d2ydt2
+ 3dydt
+ 2y(t) = 1 + t
y(0) = 0 dydt
t=0
= 1
Laplace
s2Y(s) sy(0) dydt
t=0
+ 3sY(s) 3y(0) + 2Y(s) =1s
+ 1
s2
(s2 + 3s + 2)Y(s) 1 = s + 1s2
(s + 1)(s + 2)Y(s) = s + 1
s2 + 1
Y(s) = 1
s2(s + 2)+
1
(s + 1)(s + 2)
1
s2(s + 2)+
1
(s + 1)(s + 2)=
A
s +
B
s2+
C
s + 2+
D
s + 1+
E
s + 2=...
=14
1
s+
1
2
1
s2+
1
4
1
s + 2+
1
s + 1 1
s + 2
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x(t) H1()
H2()
y(t)
t
y1(t) = 10e11tu(t)
y2(t) = 1011
(1 e11t)u(t)
k = 1
t
2.5 1025 102
7.5 102103
y1(t) = 10e9tu(t)
y2(t) = 109
(e9t 1)u(t)
k = 1
y(t) = LT1{Y(s)}=14
u(t) +1
2tu(t) +
1
4e2tu(t) + etu(t) e2tu(t) =
1
4(2t 1) +
et 3
4e2t
u(t)
d2y
dt2 + 2n
dy
dt + 2ny(t) =
2nx(t)
s2Y(s) + 2nsY(s) + 2nY(s) =
2nX(s)
Y(s)
X(s)=
2ns2 + 2ns + 2n
422n 42n= 42n(2 1)
2 1> 02 >1
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y(t) =x(t) h1(t) h2(t)Y() =X()H1()H2(),
X() =FT {(t 1)}= ej ,
H1() =
FT {etu(t)
}=
1
1 +j
, H2() =
FT {e2tu(t)
}=
1
2 +j
.
Y() =ej 1
1 +j
1
2 +j
Wo
Parseval
W
= 1
2
ej
(1 +j)(2 +j)
2
d= 2 1
2
0
1
(1 + 2)(4 + 2)d =
1
1
3
0
1
1 + 2d 1
1
3
0
1
4 + 2d =
1
3
arctan 1
2arctan
2
0 =1
3
2 0 1
2
2 0
=
1
12.
[0, 10]
W10= 1
2
1010
fracej (1 +j)(2 +j)2 d= 2 12
100
1
(1 + 2)(4 + 2)d =
1
3
arctan 1
2arctan
2
10
0
= 1
3
arctan 10 1
2arctan5
W10W
=1
3
arctan 10 12arctan 5
1
12
= 4
arctan 10 1
2arctan 5
= 99.88%.
W
y(t) =x(t) h1(t) h2(t) =
( 1)e(t)u(t ) d
h2(t) =
t
(
1)e(t) d
h2(t)
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t
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h(t)
h(t) =e3|t| sin5t= e3|t| sin5tu(t) + e3|t| sin5tu(t) =e3t sin5tu(t) + e3t sin5tu(t).
f(t) =e3t sin5tu(t)
h(t) =f(t) f(t)
f(t)
Laplace
LT {f(t)}= F(s) = 5s2 + 6s + 34
Fourier
FT {f(t)}= F() = F(s)|s=j = 534 2 +j6
FT {f(t)}= F() FT {f(t)}= F()
H() =F() F() = 534 2 +j
5
34 2 j
Y() =X1() X2()y(t) = 12
x1(t)x2(t),
x1(t) =FT1
1
a +j
= eatu(t)
x2(t) =FT1
6
9 + 2
= e3|t|.
y(t) = 1
2eatu(t)e3|t| =
1
2eate3tu(t) =
1
2e(a+3)tu(t).
y(t) =x(t)cos2(103t) = x(t)
2 +
x(t) cos(2 103t)2
Y() = FT {y(t)}= 12
X() +1
2
1
2X() [(+ 2 103t) + ( 2 103t)]
=1
2X() +
1
4[X(+ 2000) + X( 2000)].
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2000 2000
Y()