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EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

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Page 1: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

EED1004-Introduction to Signals

Instructor: Dr. Gülden Köktürk

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Page 2: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

COMPLEX NUMBERS

•  

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Page 3: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Rectangular Notation for Complex Numbers

where and • Ordered pair can be interpreted as a

point in the two-dimensional plane.• Rectangular notation is also called Cartesian notation.

Examples

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Page 4: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Polar Notation for Complex Numbers

As you see in the picture, complex vector is sometimes defined by its length (r), and angle (ϴ).

Examples

Note that always

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Page 5: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Conversion between Rectangular and Polar Notations

• Both polar and rectangular forms are commonly used to represent complex numbers.

• For representing sinusoidal signals, polar form is especially useful. But, at some other times, rectangular form is preferred. Thus, we have to know how to convert between both forms.

Page 6: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Examples

Page 7: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Exercise: Convert the following rectangular notation complex numbers into polar form.

4-j3, 2+j5, 0+j3, -3-j3, -5+j0

Page 8: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

EULER’S FORMULA

is called complex exponential, which is equivalent to (a vector of length 1 at angle ϴ)

Page 9: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Examples

Page 10: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Conversion between Degrees and Radians

Example: If ϴ is radians, then

Page 11: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Inverse Euler Formulas

Proof:

Exercise: Prove

İn a similar way.

Page 12: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

ALGEBRAIC RULES FOR COMPLEX NUMBERS

Addition:

Subtracion:

Multiplication:

Page 13: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Conjugate:

Division:

All these are done in rectangular notation. Multiplication, conjugate and division are easy in polar form.

Page 14: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Multiplication:

Conjugate:

Division:

Exercises: 1) Add the following complex numbers and then plot the result.

2) Multiply the following complex numbers and then plot the result.

Page 15: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

3)

4)

5)

Prove that the following identites are true.

6)

7) Im

8)

Page 16: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

GEOMETRIC VIEWS OF COMPLEX OPERATIONS

Addition:

(4-j3)+(2+j5)=6+j2

What is the addition of following four complex numbers?

(1+j)+(-1+j)+(-1-j)+(1-j)=?

Page 17: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Subtraction:

z1= -1-j2

z2=5+j1

-z1=1+j2

z2-z1=z2+(-z1)=5+j1+1+j2=z3=6+j3

Multiplication: Multiplication can be viewed best in polar form.

Page 18: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Division:

Very similar to multiplication. Instead of adding, we now subtract angles, and instead of multiplication, we divide the lengths.

Exercise: Two complex numbers z1 and z2 are given. The difference between the angles of z1 and z2 is 90° (ϴ2-ϴ1=90°). Also , length of z2 is twice the length of z1 (r2=2r1). Evaluate .

Page 19: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Rotation:

Rotation is a special case of multiplicaiton. Assume the length of z2 is equal to 1 (. Then, we can write z2 as . If we multiply z2 with another complex number, we obtain

Thus, length of z1 does not change and remains as r1. But, its angle changes and becomes ϴ1+ϴ2.

For example, if z2=j then and and . Then, multiplication by becomes a rotation by or .

Page 20: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Conjugate:

Inverse: Inverse is a special case of division when z1=1. Because, in that case

Thus, angle is made negative (-ϴ) and length is inverted .

Page 21: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

POWERS AND ROOTS

Integer powers of a complex number can be defined in the following manner:

length is raised to the Nth power angle is multiplied by N.

Note that if , successive powers spiral towards the origin.

If , all powers lie on the unit circle.

Page 22: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

De Moivre’s Formula

How do you prove this?

Example: Let be three consecutive members of a sequence such as in the example above. If and N=11, plot the three numbers .

Roots of Unity: In many problems related to signals, we have to solve the following equation:

=1 where N is an integer. One solution is obviously z=1.

Page 23: EED1004- Introduction to Signals Instructor: Dr. Gülden Köktürk Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

It can be shown that all solutions are given by

Example: Solve the equation =1.

This time N=7.

First note that (l is an integer) Why?

Let’s write z in polar form .

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Copyright 2012 | Instructor: Dr. Gülden Köktürk | EED1004-INTRODUCTION TO SIGNAL PROCESSING

Thus, 7th roots of unity are given as