Selecting board with easy GUI capabilities!!!!

[system]

I need to do all kinds of processing: frequencies, energy, stability, etc..

you need a DSP (digital signal processor), not a microcontroller. Could perhaps be done on an FPGA too.

This is waaay too much for a beginner project.