Is there a way to accelerate the process of CVX solver?

“Reference to non-existent field sol” means that Mosek didn’t even start solving the problem. The log output (do not use “quiet”) will explain why. Either a license issue, or huge coefficients, NaNs in the data or something else. You can share the full log output here and we can help.