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SIGNALS & SYSTEMS SIGNALS & SYSTEMS LECTURER: LECTURER: MUZAMIR ISA MUZAMIR ISA 049798139 049798139 [email protected] [email protected] PLV: PLV: MUHAMMAD HATTA HUSSEIN MUHAMMAD HATTA HUSSEIN 049852853 049852853 [email protected] [email protected]

SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA [email protected]: MUHAMMAD HATTA HUSSEIN [email protected]

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Page 1: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

SIGNALS & SYSTEMSSIGNALS & SYSTEMSLECTURER:LECTURER:

MUZAMIR ISA MUZAMIR ISA 049798139 049798139

[email protected]@kukum.edu.my

PLV:PLV:MUHAMMAD HATTA HUSSEINMUHAMMAD HATTA HUSSEIN

[email protected]@kukum.edu.my

Page 2: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

EVALUATIONEVALUATION

CourseworkCoursework : : 50 % 50 %

30 % Practical:30 % Practical:(i) 70 % from Lab Report(i) 70 % from Lab Report(ii) 30% from Lab Test(ii) 30% from Lab Test

20 % :20 % :(i) 15 % from Written Test 1 & Written Test (i) 15 % from Written Test 1 & Written Test

22(ii) 5 % from Tutorial(ii) 5 % from Tutorial

Final ExamFinal Exam : : 50 %50 %

Page 3: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

REFERENCESREFERENCES

Simon Haykin, Barry Van Veen; Signal & Simon Haykin, Barry Van Veen; Signal & System, 2System, 2ndnd Edition, 2003, Wiley (main Edition, 2003, Wiley (main textbook)textbook)

MJ Robert; Signal & System, 2003, MJ Robert; Signal & System, 2003, McGraw HillMcGraw Hill

Charles L Philips et.al; Signal, System and Charles L Philips et.al; Signal, System and Transform, Pearson.Transform, Pearson.

Page 4: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Signals and SystemsSignals and Systems

Signals are variable that carry Signals are variable that carry informationinformation

Systems process input signals to Systems process input signals to produce output signalsproduce output signals

Page 5: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

What Are “Signals”?What Are “Signals”?

A function of one or more variable, A function of one or more variable, which conveys information on the which conveys information on the nature of a physical phenomenon.nature of a physical phenomenon.

A function of time representing a A function of time representing a physical or mathematical quantities.physical or mathematical quantities.

e.g. : Velocity, acceleration of a car, e.g. : Velocity, acceleration of a car, voltage/current of a circuit.voltage/current of a circuit.

Page 6: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Even Signal Odd Signal

Deterministic Signal Random Signal

Page 7: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Classification of SignalsClassification of Signals

Continuous-Time and Discrete-Time Signals

Even and Odd Signals

Periodic and Nonperiodic Signals

Deterministic and Random Signals

Energy and Power Signals

Page 8: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Continuous Time (CT) and Discrete-Time (DT) Continuous Time (CT) and Discrete-Time (DT) SignalsSignals

Page 9: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Continuous-time signalsContinuous-time signalsExamples: Signals in cars and circuits

Signals described by differential equations, e.g., dy/dt = ay(t) + bf(t)

Signal itself could have jumps (discontinuities) in magnitude

t

y(t)

Page 10: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Discrete-time signalsExamples: money in a bank account, daily stock

prices

No derivative exists

Signals described by difference equations, e.g., y(k+1) = ay(k) + bf(k)

k

y(k)

Page 11: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Even and Odd SignalsEven and Odd Signals

Page 12: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my
Page 13: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Periodic and A-periodic SignalsPeriodic and A-periodic Signals

Page 14: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Right and Left-Sided Signals

Page 15: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Bounded and Unbounded Signals

Page 16: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

OPERATION ON SIGNALSOPERATION ON SIGNALS

Operations performed on the independent variable Time scaling

y(t) = x(at) Reflection

y(t) = x(-t) Time shifting

y(t) = x(t – t0) where t0 is the time shift.

Page 17: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

TIME SCALINGTIME SCALING

y(t) = x(at) ; y(t) = x(at) ;

Compress the signal x(t) by a.

This is equivalent to plotting the signal x(t) in a new time axis tn at the location given by t = atn or tn = t/a

Page 18: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

REFLECTION OR FOLDINGREFLECTION OR FOLDING

y(t) = x(- t)y(t) = x(- t)

Just scaling operation with a = -1. It Just scaling operation with a = -1. It creates the folded signal x(- t) as a creates the folded signal x(- t) as a mirror image of x(t) about the vertical mirror image of x(t) about the vertical axis through the origin t = 0.axis through the origin t = 0.

Page 19: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

TIME SHIFTINGTIME SHIFTING

y(t) = x(t – a)y(t) = x(t – a)

Displaces a signal x(t) in time without Displaces a signal x(t) in time without changing its shape. Simply shift the changing its shape. Simply shift the signal x(t) to the right by a. This is signal x(t) to the right by a. This is equivalent to plotting the signal x(t) in a equivalent to plotting the signal x(t) in a new time axis tn at the location given new time axis tn at the location given by t = tby t = tnn - a or t - a or tnn = t + a. = t + a.

Page 20: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

EXAMPLEEXAMPLE

A CT signal is shown, sketch and label A CT signal is shown, sketch and label each of this signal;each of this signal;

a) x(t -1) a) x(t -1)

b) x(2t)b) x(2t)

c) x(-t)c) x(-t)-1 3

2

t

x(t)

Page 21: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

-3 1

2

t

x(-t)

0 4

t

x(t-1)

2

-1/2 3/2

2

t

x(t)

Page 22: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

A discrete-time signal, x[n-2]

A delay by 2

4

2

0 1 2 3 4 5 n

x(n-2)

Page 23: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

A discrete-time signal, x[2n]

Down-sampling by a factor of 2.

4

2

0 1 2 3 n

x(2n)

Page 24: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

A discrete-time signal, x[-n+2]A discrete-time signal, x[-n+2]

Time reversal and shifting

4

2

-1 0 1 2 n

x(-n+2)

Page 25: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

A discrete-time signal, x[-n]

Time reversal

4

2

-3 -2 -1 0 1 n

x(-n)

Page 26: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Exercises

1.A continuous-time signal x(t) is shown below, Sketch and label each of the following signal

a.x(t – 2) b. x(2t) c.x(t/2) d. x(-t)

x(t)

t

4

0 4

Page 27: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Continue…Continue…

2.A discrete-time signal x[n] is shown below, Sketch and label each of the following signal

a. x[n – 2]b. x[2n] c. x[-n+2] d. x[-n]

x[n]

n

4

2

0 1 2 3

Page 28: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Basic Operation on SignalsBasic Operation on Signals

Operations performed on dependent Operations performed on dependent variablevariable Amplitude scalingAmplitude scaling AdditionAddition MultiplicationMultiplication DifferentiationDifferentiation IntegrationIntegration

Page 29: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Exponential SignalsExponential Signals

x(t) = Bex(t) = Beatat ; ; B is the amplitudeB is the amplitude

Decaying Exponential (a < 0)Decaying Exponential (a < 0)

Growing Exponential (a > 0)Growing Exponential (a > 0)

Page 30: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Sinusoidal SignalsSinusoidal Signals

x(t) = A cos(x(t) = A cos(t + t + ))

where where A = amplitudeA = amplitude

= frequency (rad/s)= frequency (rad/s)

= phase angle (rad)= phase angle (rad)

Page 31: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Unit Impulse Function

Page 32: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Narrow Pulse Approximation

Page 33: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Intuiting Impulse Definition

Page 34: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Uses of the Unit Impulse

Page 35: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Unit Step Function

Page 36: SIGNALS & SYSTEMS LECTURER: MUZAMIR ISA 049798139muzamir@kukum.edu.myPLV: MUHAMMAD HATTA HUSSEIN 049852853muhdhatta@kukum.edu.my

Successive Integrations of the Unit Impulse Function