Is there any method that can detect feasibility of a problem, which has a non-convex constraint?

This was already addressed in your previous question For feasibility-check problem, if I use SCA(successive convex approximation) for one of the non-convex constraint, do I have to finish the whole SCA process? .

In general, if you want reliable determination of feasibility for a non-convex problem, use a global optimizer or constraint solver. CVX is not the right tool for this job.

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