We discuss theoretical and practical issues of data-driven phase reconstruction approaches for nonlinear oscillatory systems by means the geometric technique embeddings protophase-to-phase transformation. In this chapter, we introduce a natural extension well-studied Hilbert transform iteration. The novel approach, termed iterated embeddings, implements central assumptions underlying allows exa...