ELEC2400 Lecture 3 System Modelling, Differentiation Equations and System Properties

53
ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 1 ELEC2400 Signals and Systems Chapter 3: Modelling, Differential Equation and System Properties Electrical Circuit and Mechanical System Modelling 1 st Order Differential Equations Impulse Response Convolution and Properties of Convolution System Properties

Transcript of ELEC2400 Lecture 3 System Modelling, Differentiation Equations and System Properties

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 1

ELEC2400 Signals and Systems

Chapter 3: Modelling, Differential Equation

and System Properties

• Electrical Circuit and Mechanical System Modelling

• 1st Order Differential Equations

• Impulse Response

• Convolution and Properties of Convolution

• System Properties

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 2

Introduction

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 3

System

• A system is an interconnected set of components

(devices, processes, subsystems, …) with terminals or

ports through which matter, energy, information or signal

can be applied, transferred and extracted

• The block diagram representation of a system:

• Examples of a system: electrical circuit, spring, …

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 4

Electrical Circuit Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 5

Electrical Circuit Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 6

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 7

Mechanical System Modelling

Translational Mass

Fm

x

• Applying Newton’s 2nd Law gives

2

2

dv d xF ma m mdt dt

where F = applied force [N]

m = mass (of object) [g]

a = acceleration [m/s2]

v= velocity [m/s]

x= displacement [m]

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 8

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 9

Mechanical System Modelling

Translational Spring

• From Hooke’s Law,

F

x

k

s s s

dF dxF k x k k v

dt dt

where ks = spring coefficient [N/m]

Translational Damper

• From Newton’s Law,

where kd = fiction constant or stiffness [N-s/m]

F

b

xd d

dxF k v k

dt

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 10

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 11

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 12

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 13

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 14

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 15

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 16

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 17

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 18

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 19

Mechanical System Modelling

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 20

First Order Differential Equations

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 21

First Order Differential Equations

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 22

First Order Differential Equations

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 23

First Order Differential Equations

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 24

Solutions of Differential Equations

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 25

Solutions of Differential Equations

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 26

Solutions of Differential Equations

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 27

Impulse Response

Impulse Response: Example 1

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 28

Impulse Response: Example 1

Impulse Response

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 29

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 30

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 31

Convolution

Properties of Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 32

Properties of Convolution

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 33

Properties of Convolution

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 34

Properties of Convolution

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 35

Properties of Convolution

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 36

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 37

Convolution Example: RC Circuit

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 38

Convolution Example: RC Circuit

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 39

Convolution Example: RC Circuit

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 40

Convolution Example: RC Circuit

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 41

Convolution Example: RC Circuit

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 42

Convolution Example: RC Circuit

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 43

Convolution Example: RC Circuit

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 44

Convolution Example: Rectangular Signals

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 45

Convolution Example: Rectangular Signals

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 46

Convolution Example: Rectangular Signals

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 47

Convolution Example: Rectangular Signals

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 48

Convolution Example: Other Signals

Convolution

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 49

System Properties

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 50

System Properties

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 51

System Properties

• An example: data smoothing

• Given a batch of data: …, x[0], x[1], x[2], … which can be

smoothened using the following expression:

• Is this process causal or non-causal?

x i 1 x i x i 1

y i3

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 52

System Properties

ELEC2400-2008-T3-PSB ACADEMY-Chapter 3 53

System Properties