In my research, in MSc, I dealt with compressed sensing approach.
In order to recover the desired signal from the acquired signal, I used a solver that performs minimization of the object function with regularization function based on l1-norm or TV-norm, but I'm sure that there are many other options.
So I will be very glad if someone will recommend the relevant references or links.
Thank you in advance!