Yes, that should not be a problem. Be aware that getting the unit approved by the CHA takes a while.
Best of luck,
...Yes You Can
Work with a Realtor to help you identify possible properties.
Prepare your paperwork - voucher, credit report, application.
Feel free to contact me should you need any assistance.