(2 intermediate revisions by the same user not shown)
Line 3: Line 3:
 
=3-D Visualization of Z-Transform=
 
=3-D Visualization of Z-Transform=
  
== '''1. Objective:''' ==
+
== '''1. Objective''' ==
  
 
This is the page that help students to visualize the Z-Transform in 3-D domain. The relationship between Z transform and Fourier Transform will also be illustrated in 3-D form.
 
This is the page that help students to visualize the Z-Transform in 3-D domain. The relationship between Z transform and Fourier Transform will also be illustrated in 3-D form.
  
== 2. Draw the Z transform plot in 3D format ==
+
== 2. Draw the Z Transform plot in 3D format ==
 +
 
 +
Conventionally, when we draw the 2-D Z transform plot, we assign x-axis as the Real axis and y-axis as the Complex axis. Values on the complex plane will be assigned as numbers or "x"s(when we encounter a pole). Like the figure below:
 +
 
 +
[[File:4381.png]]
 +
                      Figure1: 2D Z-Transform representation
 +
 
 +
However, if we made this plot in 3D, the entire transfer function will be clearer and more straightforward. Any point that has no value(zeros) will obtain a height of zero and all poles will expand to infinity.
 +
 
 +
Take the high pass filter y[n] = 1/2*(x[n]-x[n-1]) as an example.
 +
 
 +
[[File:4382.png]]
 +
                      Figure2: Fourier Transform of a high pass filter
 +
 
 +
      [[File:4383.png]]
 +
                  Figure3: 3D Z-Transform representation of the high pass filter
 +
 
 +
== 3. Obtain Fourier Transform from the Z Transform plot ==
 +
 
 +
Suppose we have a 3D Z-Transform plot like the following:
 +
 
 +
[[File:4384.png]]
 +
                  Figure4: 3D Z-Transform representation of something
 +
 
 +
When we want to obtain the Fourier Transform from this plot, we just need to have a cylinder with radius 1, and "cut" the 3D image vertically:
 +
 
 +
[[File:4385.png]]
 +
                  Figure5: 3D graph is cut by a cylinder
 +
 
 +
Then, take out the extra part, Leave the cylinder and the edges cut from the Z-Transform:
 +
 
 +
[[File:4386.png]]
 +
                  Figure6: Leave the cut part only
 +
 
 +
Finally, expand the cylinder onto a plane, now you get the Fourier Transform!
 +
 
 +
[[File:4387.png]]
 +
                  Figure6: Fourier Transform from -pi to pi
 +
 
 +
Note: This process could also explain why DTFT always have a period of 2pi. When we are drawing graphs outside [-pi, pi], we are actually trace the edge again and again around the circle in Figure6.

Latest revision as of 21:40, 30 November 2017


3-D Visualization of Z-Transform

1. Objective

This is the page that help students to visualize the Z-Transform in 3-D domain. The relationship between Z transform and Fourier Transform will also be illustrated in 3-D form.

2. Draw the Z Transform plot in 3D format

Conventionally, when we draw the 2-D Z transform plot, we assign x-axis as the Real axis and y-axis as the Complex axis. Values on the complex plane will be assigned as numbers or "x"s(when we encounter a pole). Like the figure below:

4381.png

                      Figure1: 2D Z-Transform representation

However, if we made this plot in 3D, the entire transfer function will be clearer and more straightforward. Any point that has no value(zeros) will obtain a height of zero and all poles will expand to infinity.

Take the high pass filter y[n] = 1/2*(x[n]-x[n-1]) as an example.

4382.png

                      Figure2: Fourier Transform of a high pass filter
     4383.png
                 Figure3: 3D Z-Transform representation of the high pass filter

3. Obtain Fourier Transform from the Z Transform plot

Suppose we have a 3D Z-Transform plot like the following:

4384.png
                 Figure4: 3D Z-Transform representation of something

When we want to obtain the Fourier Transform from this plot, we just need to have a cylinder with radius 1, and "cut" the 3D image vertically:

4385.png

                 Figure5: 3D graph is cut by a cylinder

Then, take out the extra part, Leave the cylinder and the edges cut from the Z-Transform:

4386.png

                 Figure6: Leave the cut part only

Finally, expand the cylinder onto a plane, now you get the Fourier Transform!

4387.png

                 Figure6: Fourier Transform from -pi to pi

Note: This process could also explain why DTFT always have a period of 2pi. When we are drawing graphs outside [-pi, pi], we are actually trace the edge again and again around the circle in Figure6.

Alumni Liaison

Ph.D. on Applied Mathematics in Aug 2007. Involved on applications of image super-resolution to electron microscopy

Francisco Blanco-Silva