I think SCA is not a reliable approach for what you want to do. it may work, or it may be inconclusive.
To clarify my earlier statement “Given at least one non-convex constraint, the only way to reliably conclude infeasibility is if a global optimizer (or constraint solver) reports infeasibility.”, if a convex relaxation of the original problem is infeasible, then you can conclude the original problem is infeasible; but the converse (or inverse) is not true.