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Page 1: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

The Laplace Transform

Li Huifeng

Tel:82339276

Email:[email protected]

Page 2: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Module objectives

• When you have completed this module you should be able to: – Apply the Laplace transform to differential

equations. – Solve linear differential equations. – Apply the main theorems of the Laplace

transform. – Know how useful this techniques is to handle

dynamical systems

Page 3: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Subsections

• Definition

• Correspondences of the Laplace transform

• Main theorems of the Laplace transform

• The inverse Laplace transform

• Solving linear differential equations using the Laplace transform

Page 4: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

How to understand LT

• The Laplace transform is conceptually similar to multiplication via logarithms

• log(axb) = log(a) + log(b)

• To multiply a by b– Compute logarithms of a and b– Add these logarithms – Inverse logarithm of sum gives product of a and

b.

Page 5: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Linear differential equation

Time domain solution

Laplace Solution

Laplace transformed Equation

Convolution

Time Domain

Laplace Domain

Laplace Transform

Inverse Laplace Transform

Algebraic manipulation

t

o

t

o

dftfdtfftftf )()()()()()( 212121

Page 6: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Page 7: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Definition函数 f(t), t 为实变量,如果线性积分

存在,则称其为函数 f(t) 的拉普拉斯变换。变换后的函数是复变量 s 的函数,记作 F(s)或 L[f(t)] ,即:

称 F(s)为 f(t) 的变换函数或象函数,而 f(t)为 F(s)的原函数。

为复变量)jwsdtetf st

()(0

0

)()()]([ dtetfsFtfL st

Page 8: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Correspondences of the Laplace transform

• Table 2.1: Corresponding elements of the Laplace transform or Textbook Page 21

)]([)(

)]([)(

)()(

1 sFLtf

tfLsF

sFtf

Page 9: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

几种典型函数的拉氏变换

t

1. 1(t)单位阶跃函数

0t0

0t1)t(1)t(f

其拉氏变换为:

s

1dte1)s(F)]t(f[L

0

st

f(t)

0

其数学表达式为:

Page 10: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

t

2. 单位斜坡函数

0t

0t

0

t)t(1t)t(f

其拉氏变换为:

20

st

s

1dtet)s(F)]t(f[L

f(t)

0

其数学表达式为:

Page 11: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

3. 等加速函数

0t

0t

0

t2

1)t(f

2

其拉氏变换为:

30

st2

s

1dtet

2

1)s(F)]t(f[L

其数学表达式为:

Page 12: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Page 13: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

4. 指数函数

0t

0t

0

e)t(f

t

其拉氏变换为:

s

1dtee)s(F)]t(f[L

0

stt

其数学表达式为:

Page 14: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

5. 正弦函数

0t

0t

0

wtsin)t(f

其拉氏变换为:

220

st

ws

wdtewtsin)s(F)]t(f[L

其数学表达式为:

Page 15: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

6. 余弦函数

0t0

0twtcos)t(f

其拉氏变换为:

220

st

ws

sdtewtcos)s(F)]t(f[L

其数学表达式为:

Page 16: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

7. 单位脉冲函数

0t

0t0)t()t(f

其拉氏变换为:

其数学表达式为:

1)s(F)]t(f[L

1dt)t(定义:

t

)(t

0

Page 17: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

)(

1)(sincos)(

jssFtjtetf tj

)(

1)(sincos)(

jssFtjtetf tj

Page 18: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Euler equation

2cos

tjtj eet

j

eet

tjtj

2sin

Page 19: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

)(cos

22

s

st

)(sin

22

s

t

Equating real & imaginary parts yields:

Page 20: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

))((cos

22

s

ste t

))((sin

22

ste t

Page 21: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

典型函数的拉氏变换形式

Page 22: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Main theorems of the Laplace transform

① Superposition theorem( 叠加定理 ):

)()()}()({ 22112211 sFasFatfatfaL

各函数和的拉氏变换=各函数拉氏变换的和

Page 23: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

② Similarity theorem: ( 比例尺改变 )

0)(1

)}({ aa

sF

aatfL

Page 24: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

③ Real Shifting theorem( 延时定理 ):

0)()}({ asFeatfL as

Page 25: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

提示: f(t) 相当于 t· 1(t) 在时间上延迟了一个值。

)(tf

t0

)(1 tt )(1)( tt

的拉氏变换。求 )t(1)t()t(f

)](1)[()( ttLsF

ses

2

1

解:

例 1

Page 26: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

④ Complex Shifting theorem( 衰减定理) :

0)()}({ aasFtfeL at

Page 27: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

的拉氏变换。求 wtsine)t(f at

]sin[)( wteLsF at

22)( was

w

解:

例 2

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The Laplace Transform

⑤ Derivative theorem:

)0(f)0(fs)0(fs)s(Fs]dt

)t(fd[L

)0(f)0(sf)s(Fs]dt

)t(fd[L

)0(f)s(sF]dt

)t(df[L

)1n('2n1nn

n

n

'2

2

2

拉氏变换将原函数求导数的运算转换为“象函数乘 s 后减初值”的代数运算。

Page 29: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

⑥ Complex differentiation theorem: ( 不要求掌握 )

k

kkk

ds

sFdtftL

)()1()}({

Page 30: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

⑦ Integral theorem:

)0(fs

1)0(f

s

1)s(F

s

1]dt)t(f[L

)0(fs

1)0(f

s

1)s(F

s

1]dt)t(f[L

)0(fs

1)s(F

s

1]dt)t(f[L

)n()1(

nn

n

)2()1(

22

2

)1(

拉氏变换将原函数求积分的运算转换为“象函数除以 s 后加初值”的代数运算。

Page 31: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

⑧ Initial value theorems:

)0()(lim)(lim0

ftfssFts

Page 32: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Given:

22 5)1(

)2()(

s

ssF

Find f(0)

1)26(2

2lim

2512

2lim

5)1(

)2(lim)(lim)0(

2222

222

2

2

22

sssss

ssss

ss

ss

s

ssssFf

ss s

s

解:

Page 33: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

⑨ final value theorems:

)()(lim)(lim0

ftfssFts

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The Laplace Transform

Given:

ttesFnotes

ssF t 3cos)(

3)2(

3)2()( 21

22

22

Find )(f .

03)2(

3)2(lim)(lim)(

22

22

s

ssssFf

0s0s

解:

Page 35: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

⑩ Convolution in the time domain: ( 不要求掌握 )

t

o

t

o

dftfdtfftftf )()()()()()( 212121

)()()}()({ 2121 sFsFtftfL

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The Laplace Transform

⑪ Convolution in the frequency domain: ( 不要求掌握 )

jc

jc

dppsFpFj

tftfL )()(2

1)}()({ 2121

拉氏变换性质的证明

Page 37: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

The inverse Laplace transform

j

j

ts1 dte)s(Fj2

1)t(f)]s(F[L

定义: 由象函数 F(s) 求其原函数 f(t) 的运算

称为拉氏反变换。

Page 38: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Partial Fraction Expansion思路: 将 F(s) 分解成一些简单的有理分式函数之和,

然后由拉氏变换表一一查出对应的反变换函数,即得所求的原函数 f(t) 。

)}({)}({)}({)}({

)()()()(

12

11

11

21

sFLsFLsFLsFL

sFsFsFsF

n

n

)()()()( 21 tftftftf n

Page 39: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

。为正数,且均为实数,及式中,

的一般形式为:

nmn,m

b,b,ba,a,a

asasas

bsbsbsb

)s(A

)s(B)s(F

)s(F

m10n21

n1n

1n

1

n

m1m

1m

1

m

0

Page 40: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

将 F(s) 的分母多项式 A(s) 进行因式分解,即写为:

A(s) = (s - s1)(s - s2)…(s - sn)

式中, s1, s2, …sn为 A(s) = 0 的根。

分两种情况讨论:1.A(s) = 0 无重根2.A(s) = 0 有重根

Page 41: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

1. A(s)=0 无重根情况

n

n

i

i

ss

C

ss

C

ss

C

ss

CsF

2

2

1

1)(

可将 F(s) 换写为 n 个部分分式之和,每个分式的分母都是 A(s) 的一个因式。

n

i i

i

ss

CsF

1

)(

关键问题 : 确定每个部分分式中的待定常数 Ci 。

Page 42: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

确定待定常数 Ci

)()(lim sFssC issii

iss

i sA

sBC

)(

)('

Page 43: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

n

i i

i

ss

CLtfsFL

1

11 ][)()]([

n

i

ts

iieC

1

代入 Ci 即可求得 f(t):

Page 44: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

34

2)(

)(

2

ss

ssF

sF 的拉氏反变换求

确定待定系数

所以

例 3

Page 45: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

要点:

明确四个步骤,语言表述清晰

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The Laplace Transform

分子分母同阶的例子:

所以

例 4

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The Laplace Transform

分母有复数根的例子:

例 5

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The Laplace Transform

求 Ci

所以 欧拉方程

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The Laplace Transform

欧拉方程

Page 50: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Page 51: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

2. A(s)=0 有重根情况

:)(

,,, 211

和可展成如下部分分式之则为单根。阶重根,为设

sF

sssms nmm

)()(

)()()()(

1

1

1

1

1

1

1

1

n

n

m

m

m

m

m

m

ss

C

ss

C

ss

C

ss

C

ss

CsF

Page 52: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

确定待定常数 Ci

)()(lim 11

sFssC m

ssm

)]()[(lim 111

sFssds

dC m

ssm

)]()[(lim

!

11

1

sFssds

d

jC m

j

j

ssjm

)]()[(lim)!1(

111

)1(

11

sFssds

d

mC m

m

m

ss

Page 53: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

)3()1(

2)(

)(

2

sss

ssF

sF 的原函数。求例 6

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The Laplace Transform

Page 55: Introduction to Automatic Control The Laplace Transform Li Huifeng Tel:82339276 Email:Lihuifeng@buaa.edu.cn

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The Laplace Transform

Solving linear differential equations using the Laplace

transform

Linear differential equation

Time domain solution

Laplace Solution

Laplace transformed Equation

Convolution

Time Domain

Laplace Domain

Laplace Transform

Inverse Laplace Transform

Algebraic manipulation

1

2

3

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The Laplace Transform

1

2

3

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The Laplace Transform

三个步骤 :

① 代入初始条件对微分方程进行拉氏变换;② 解变换方程 ( 代数方程 ) ,求出响应函数的拉

氏变换式;③ 用部分分式法求拉氏反变换,得到微分方程

的解。

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The Laplace Transform

方程。试用拉氏变换法求解该,初始条件为设 ,2)0(,2)0()(16)(

)()(6)(

5)(

2

2

yyttu

tutydt

tdy

dt

tyd

分析 :

)()(6)(

5)(

2

2

tutydt

tdy

dt

tyd

)()]([ sYtyL

例 7

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The Laplace Transform

)()(6)(

5)(

2

2

tutydt

tdy

dt

tyd

)0()(])(

[ yssYdt

tdyL

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The Laplace Transform

)()(6)(

5)(

2

2

tutydt

tdy

dt

tyd

)0()0()(])(

[ 2

2

2

ysysYsdt

tydL

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The Laplace Transform

)()(6)(

5)(

2

2

tutydt

tdy

dt

tyd

stLtuL

6)](16[)]([

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The Laplace Transform

解:

Step1: For a ODE w/initial conditions, apply Laplace transform to each term.

ssYyssYysysYs

6)(6)0(5)(5)0()0()(2

sssYssYsYs

6122)(6)(5)(2

Step2: Solve for Y(s)

)65(

6122)(

2

2

sss

sssY

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The Laplace Transform

Step3: Apply partial fraction expansion to obtain inverse Laplace transform.

2

541)(

sssssY

)0(541)( 23 teety tt

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The Laplace Transform

0)0(')0(2862

2

yyydt

dy

dt

yd ODE w/initial conditions

Apply Laplace transform to each term

Solve for Y(s)

Apply partial fraction expansion

Apply inverse Laplace transform to each term

ssYsYssYs /2)(8)(6)(2

)4()2(

2)(

ssssY

)4(4

1

)2(2

1

4

1)(

sss

sY

424

1)(

42 tt eety

例 8

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The Laplace Transform

OVERVIEW

• This module is a mathematical section to establish a base for the theory of control systems.

• This is a tool and it is indispensable as most of linear system dynamics are described in a mapped space that can only be understood when the main theorems of the Laplace transform are known.

• Special focus is put on the solution of differential equations using the Laplace transform.

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The Laplace Transform

Homework

• 见WORD 文件:拉氏变换作业