Disciplined convex programming error! So, how to solve this problem in CVX?

CVX requires all SDP constraints to be “linear”, i.e. affine in the optimization (CVX) variables. Yours are not. You have some kind of nonlinear SDP.

Have you proven your problem is convex? I will presume it is not unless you show otherwise.