Proper sample rate for Compressed Sensing

Hi,

i intend to generate a chirp signal and then i want to reconstruct it using Compressed Sensing(CS). My signals are belonging to the X-band (~10 Ghz).

Could anyone advice me which will be a suitable sample rate for this kind of signal, except of using the Nyquist rate, as it is too expensive?

Thank you in advance.