eightball,
I am with Dave here - new and used blowers are readily available and not very expensive.
But, I also appreciate some one who wants to build something just for the journey.
You say it is for a furnace. Is this for a heating furnace - like perhaps a shop wood furnace or such?
If it is for a furnace in your house - buy a blower, you will have trouble getting a homemade machine quiet enough to let you sleep.
If noise and balance are not a concern, you could try welding one up.
The most difficult part will be getting the wheel balanced. Blower wheels are wide enough that they require a "dynamic" balance using a balancing machine. A simple "static" balance (like you can do in your shop) usually doesn't get you there. To add to complexity - the wheel also has to be "aerodynamically" balanced, meaning that each blade pulls with the same effort as the others - mostly a uniformity of blade sizing and positioning issue.
To design a blower wheel, you first need to determine the airflow and pressure that will be required.
The size and style of wheel are determined by the flow and pressure that it must deliver.
Basically, the diameter (and speed) determine the pressure that the wheel can deliver, and the width determines the volume (airflow) it can deliver.
There are 3 major styles of wheels - forward curved (or inclined) , radial, and reverse inclined. Then, there are dozens of modifications of each style.
For a home welding project, I would probably try a radial design - it is easier to set up. You can used aluminum or steel depending on your welding equipment.
Metal thickness would be about as thin as you can comfortably weld - perhaps in the 12 gauge range.
For heating systems, you usually size the airflow to limit the temperature of the heated air to about 180 deg F or so. For a first cut, the following equation gets you pretty close for heating air flow:
CFM = 0.0083 * BTU/hr (where CFM is cubic feet per minute of air) So if you had a 100,000 BTU/hr fire, you would use about 830 CFM of air.
If you are still interested, tell us what airflow and pressure you think you need. I have worked with many blower designs over the years.
I can help get you into trouble for sure.
Terry S.