Lecture 1: Complex Numbers
Reading assignments
- Ch. 2
- Appendix A: Complex Numbers
Quick Exercise -- Find the Roots
Find the roots of the following polynomials
a)
b)
The first polynomial has two real roots (one repeated twice). The second polynomial has two imaginary roots.
→ Recall the fundamental theorem of algebra
Complex Numbers
Complex numbers are a powerful way to represent signals
A complex number can be represented in the form
- Where
Some polynomials have no real roots (e.g.
An aside on j, the imaginary unit
Recall that this pattern repeats as power is incremented by 1
Operations with Complex Numbers
Complex Addition = Vector Addition
- Complex addition can be performed the same way as vector addition
- Add the real and imaginary components separately
Exercise
Add
Solution
Complex Multiply = Vector Rotation
- Multiplication/division scales and rotates vectors
- When dividing, magnitude is divided and phase is subtracted
Powers
- Involves repeated multiplication
- Rotating by equal angle size
Cartesian: add, subtract
Polar: multiply, divide, power
Euler’s Formula and Euler’s Identity
Consider: What is the most beautiful equation?
- Google search yields the answer
- This equation is called Euler’s Identity
- Operations with two irrational numbers, resulting in 0
Polynomial Approximations
Additional proof using power-series expansions. Note for ECE2026, we prefer to use the notation
Euler’s Formula: An Unexpected Triangle
The figure below depicts:
Graphical representation of a vector normalized to magnitude of 1. Applying trig to find components.
Euler’s formula
Generalized form with a general magnitude
Change of coordinates
Changing to and from rectangular and polar forms. Note you need to be mindful of which quadrant the vector is in when using arctan
Polar and Rectangular Coordinates -- Exercise
Put these common values in polar and rectangular form.
Review unit circle if needed
Due to periodicity, values of phase that are
Additionally, make magnitude a positive real number by adding/subtracting
Complex conjugate (z*)
To obtain the complex conjugate
- In other words, we change the sign of the imaginary component
Rectangular form
Polar form
- Complex conjugation reflects the vector about the real axis
Aside on cos() and sin()
Note how cosine is an even function. We can observe that the real component (obtained through cosine) is not affected when we find the complex conjugate.
Uses of Conjugation
- When dividing two complex numbers in rectangular form, we may make the denominator real
- Multiply both the numerator and denominator by the complex conjugate of the denominator
- Recall:
Using Conjugates: Inverse Euler⭐⭐⭐
We can see the connection between sinusoids and complex numbers.
In other words…
yields yields
Magnitude and Magnitude Squared ⭐⭐⭐
Magnitude squared
Magnitude of complex exponential is one
Roots of Unity
Recall power operations (repeated multiplication – scaling and rotating)
According to the funamental theorem of algebra, N solutions!
Note: As angles are periodic, we account for that using
- We can solve for r to be 1, as the magnitiude of the complex number is 1
- We set
to solve for
Obtaining the result ⭐
Roots of Unity for N=6
- N equally spaced vectors on unit circle
- What happens if we add them?
- Looks like the answer is zero for the case of N=6
Sum of Roots of Unity
Write as geometric sum
Roots of Unity – Example Problem
Find values of
Hint: Let
Roots of Unity – General Form of Solution
important ⭐⭐⭐
- Therefore,
- Therefore,
and
We now have the equation
Hooray we have both magnitude and phase
Solve for
Answer: r = 1,
- Note how
contains an initial angle/changes when k = 0. This as a result rotates all solutions.
Next Lecture: 05.18 Lecture - ECE2026